RushOS 实验 · 独立构建A RushOS experiment · independent by design
10,000 款应用. $1 真相.10,000 apps. $1 truth.
先给天然生存机会打分,再分配有限流量。行为数据必须达到观察窗口和合格访问量才有淘汰权;付款、会员、捐助、广告、API、推荐和线索都可以成为收入。Score the structural chance of survival before allocating scarce traffic. Behavioral evidence earns decision power only after each app reaches its own time and qualified-visit floor; payments, memberships, donations, ads, API usage, referrals and leads all count as revenue paths.
找答案,或只缩小显示范围Find an answer, or only narrow what is shown
搜索理解任务词并改变相关度;筛选只决定产品墙显示哪些 App。Search interprets job terms and changes relevance; filters only decide which apps the wall displays.
搜索 / 问答Search / Q&A
搜索会按中文二元组、英文词、名称、类别、任务描述和 PMF 先验排序;“问 AI”会把问题带入 Flow 连续对话。Search ranks Chinese bigrams and English terms across names, categories, job copy and PMF priors; Ask AI carries the question into a continued Flow conversation.
适合:For: AI 创业者Finance, billing, and revenue-operations owners
PMF 先验PMF prior39/ 100
具体问题Specific problem
当AI 创业者需要完成“AI 应用真实利润闸门”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Margin Gate across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
适合:For: AI 工程与 FinOpsOperations teams that need a reviewable decision, handoff, or evidence record
PMF 先验PMF prior56/ 100
具体问题Specific problem
当AI 工程与 FinOps需要完成“提示缓存盈亏计算器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Cache Check across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
适合:For: 内容、产品与合规运营AI product, risk, legal, and governance owners
PMF 先验PMF prior68/ 100
具体问题Specific problem
当内容、产品与合规运营需要完成“AI 内容标识场景生成器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling AI Mark across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
适合:For: 隐私、安全、法务与架构负责人Operations teams that need a reviewable decision, handoff, or evidence record
PMF 先验PMF prior72/ 100
具体问题Specific problem
当隐私、安全、法务与架构负责人需要完成“AI 数据留存检查器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Retention Lens across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
AI 数据留存检查器:按提供商、账户控制和状态能力拆开日志、应用状态、文件、缓存与第三方链路。provider-specific data layers, deletion actions, contract questions, auditable handling record
替代 / 对比Alternatives / compare
数据仓库或 BI、审计套件、表格和人工证据整理。Data warehouses or BI, audit suites, spreadsheets, and manual evidence assembly.
适合:For: Agent 工程Finance, billing, and revenue-operations owners
PMF 先验PMF prior42/ 100
具体问题Specific problem
当Agent 工程需要完成“Agent 重试预算器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Retry Budget across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
Agent 重试预算器:把多步骤成功率、最大尝试、预期/最坏调用、成本与延迟放进同一张账。retry policy, randomized backoff, cost and latency caps, fallback and monitoring checklist
替代 / 对比Alternatives / compare
会计或支付平台报表、财务模型、表格和人工对账。Accounting or payment-platform reports, finance models, spreadsheets, and manual reconciliation.
适合:For: ML 与评测负责人AI product, risk, legal, and governance owners
PMF 先验PMF prior65/ 100
具体问题Specific problem
当ML 与评测负责人需要完成“AI 评测样本量规划器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Eval Enough across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
AI 评测样本量规划器:由基线、最小提升、置信度、功效、无效率与成本反推双版本案例数。frozen hypothesis, sample size, rubric record, stopping rule, review and decision checklist
替代 / 对比Alternatives / compare
模型提供商文档、治理与安全平台、表格和人工评审。Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: AI 工程与 FinOpsOperations teams that need a reviewable decision, handoff, or evidence record
PMF 先验PMF prior63/ 100
具体问题Specific problem
当AI 工程与 FinOps需要完成“AI Batch 决策器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Batch Or Now across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
AI Batch 决策器:把 50% token 折扣、24 小时时限、失败重跑、依赖与运维成本一起判断。provider batch template, stable IDs, polling, reconciliation, replay and go-hold memo
替代 / 对比Alternatives / compare
平台原生控制台、监控或 CI 工具、脚本和内部运行手册。Native platform consoles, monitoring or CI tools, scripts, and internal runbooks.
适合:For: 平台工程负责人、CTOAI product, risk, legal, and governance owners
PMF 先验PMF prior78/ 100
具体问题Specific problem
当平台工程负责人、CTO需要完成“模型退役准备度”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Sunset Watch across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
模型退役准备度:把截止日、生产依赖、替代模型和回归测试变成迁移优先级。monthly model retirement digest and migration readiness checklist
替代 / 对比Alternatives / compare
模型提供商文档、治理与安全平台、表格和人工评审。Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: Agent/工具平台工程师Platform, DevOps, security, and release owners
PMF 先验PMF prior68/ 100
具体问题Specific problem
当Agent/工具平台工程师需要完成“工具 Schema 重量分析器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Schema Meter across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
工具 Schema 重量分析器:估算描述、枚举、可选字段和结构 token 风险。100 prepaid schema analysis API calls
替代 / 对比Alternatives / compare
平台原生控制台、监控或 CI 工具、脚本和内部运行手册。Native platform consoles, monitoring or CI tools, scripts, and internal runbooks.
适合:For: 创作者、营销与产品运营Growth, content, search, and product-marketing owners
PMF 先验PMF prior66/ 100
具体问题Specific problem
当创作者、营销与产品运营需要完成“中英文 AI 内容披露文案生成器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Label Copy across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
中英文 AI 内容披露文案生成器:按内容类型、AI 参与和仿真场景生成可见说明。pay-what-you-want support for the free disclosure copy generator
替代 / 对比Alternatives / compare
搜索与内容平台原生分析、传统 SEO / 社媒工具和表格。Native search and content analytics, traditional SEO or social tools, and spreadsheets.
适合:For: 隐私与 AI 架构负责人AI product, risk, legal, and governance owners
PMF 先验PMF prior71/ 100
具体问题Specific problem
当隐私与 AI 架构负责人需要完成“AI 数据路径规划器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Private Route across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
AI 数据路径规划器:按敏感度、状态能力和账户控制生成官方核对顺序。AI workload data-handling route planner
替代 / 对比Alternatives / compare
模型提供商文档、治理与安全平台、表格和人工评审。Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: EU AI 部署方、法务与产品负责人AI product, risk, legal, and governance owners
PMF 先验PMF prior76/ 100
具体问题Specific problem
当EU AI 部署方、法务与产品负责人需要完成“EU AI Act 范围初筛与人工升级入口”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Act Intake across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
EU AI Act 范围初筛与人工升级入口:先判断角色和风险,再申请专业服务介绍。EU AI Act readiness intake and expert introduction
替代 / 对比Alternatives / compare
模型提供商文档、治理与安全平台、表格和人工评审。Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: MCP/Agent 安全与平台团队Security, identity, IT, and governance owners
PMF 先验PMF prior73/ 100
具体问题Specific problem
当MCP/Agent 安全与平台团队需要完成“MCP 权限面检查器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling MCP Permit across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
MCP 权限面检查器:把授权、文件、网络、密钥和高影响动作变成上线阻断项。monthly sponsorship of the MCP permission risk checker
替代 / 对比Alternatives / compare
原生安全控制、通用 GRC / IAM 平台、表格与人工检查清单。Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 采购、创业者与 AI 平台负责人Sales, support, procurement, and customer-operations owners
PMF 先验PMF prior64/ 100
具体问题Specific problem
当采购、创业者与 AI 平台负责人需要完成“AI 供应商 RFP 范围生成器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Stack RFP across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
AI 供应商 RFP 范围生成器:用淘汰条件、证据和退出成本代替功能愿望单。30-day reviewed vendor listing beside the AI stack RFP builder
替代 / 对比Alternatives / compare
CRM / 工单系统、采购套件、表格和顾问式人工流程。CRM or ticketing systems, procurement suites, spreadsheets, and consultant-led workflows.
适合:For: 评测负责人AI product, risk, legal, and governance owners
PMF 先验PMF prior62/ 100
具体问题Specific problem
当评测负责人需要完成“AI 评测 Rubric 检查器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Eval Rubric across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
AI 评测 Rubric 检查器:发现主观标准、缺少锚点、非盲测和未写停止规则。AI evaluation rubric quality checker
替代 / 对比Alternatives / compare
模型提供商文档、治理与安全平台、表格和人工评审。Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: Agent 工程、安全与治理负责人Operations teams that need a reviewable decision, handoff, or evidence record
PMF 先验PMF prior77/ 100
具体问题Specific problem
当Agent 工程、安全与治理负责人需要完成“Agent 行动收据规划器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Agent Receipt across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
Agent 行动收据规划器:检查输入、工具、授权、结果和人工决定是否形成可复核证据链。monthly agent action receipt templates and audit-review checklist
替代 / 对比Alternatives / compare
数据仓库或 BI、审计套件、表格和人工证据整理。Data warehouses or BI, audit suites, spreadsheets, and manual evidence assembly.
适合:For: 采购、法务与 AI 产品负责人AI product, risk, legal, and governance owners
PMF 先验PMF prior75/ 100
具体问题Specific problem
当采购、法务与 AI 产品负责人需要完成“AI 供应商合同缺口初筛”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling AI Clause across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
AI 供应商合同缺口初筛:数据、变更、事件、审计与退出条款路由。AI vendor contract clause gap intake and expert introduction
替代 / 对比Alternatives / compare
模型提供商文档、治理与安全平台、表格和人工评审。Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: Agent 构建者、安全工程与工具供应商Security, identity, IT, and governance owners
PMF 先验PMF prior74/ 100
具体问题Specific problem
当Agent 构建者、安全工程与工具供应商需要完成“Prompt injection 暴露面地图”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Prompt Inject Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
Prompt injection 暴露面地图:连接不可信内容、持久记忆、工具权限与高影响动作。monthly reviewed sponsorship beside the prompt-injection surface mapper
替代 / 对比Alternatives / compare
原生安全控制、通用 GRC / IAM 平台、表格与人工检查清单。Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 产品、安全与运营负责人AI product, risk, legal, and governance owners
PMF 先验PMF prior73/ 100
具体问题Specific problem
当产品、安全与运营负责人需要完成“Agent 人工批准矩阵”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Human Gate across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
Agent 人工批准矩阵:按可逆性、影响、权限和检测速度决定审批等级。downloadable human approval matrix and escalation memo
替代 / 对比Alternatives / compare
模型提供商文档、治理与安全平台、表格和人工评审。Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: 可观测与 Agent 平台团队Operations teams that need a reviewable decision, handoff, or evidence record
PMF 先验PMF prior72/ 100
具体问题Specific problem
当可观测与 Agent 平台团队需要完成“Agent trace 完整度检查器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Trace Gap across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
Agent trace 完整度检查器:覆盖模型、token、工具、错误、关联 ID 与隐私边界。250 prepaid agent trace-completeness validations
替代 / 对比Alternatives / compare
数据仓库或 BI、审计套件、表格和人工证据整理。Data warehouses or BI, audit suites, spreadsheets, and manual evidence assembly.
适合:For: CISO、IT 与治理负责人AI product, risk, legal, and governance owners
PMF 先验PMF prior71/ 100
具体问题Specific problem
当CISO、IT 与治理负责人需要完成“Shadow AI 资产初筛”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Shadow AI across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
Shadow AI 资产初筛:按账户、数据、集成和负责人排序治理优先级。shadow AI inventory intake and security-governance introduction
替代 / 对比Alternatives / compare
模型提供商文档、治理与安全平台、表格和人工评审。Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: 法务、ML 平台与模型采用负责人AI product, risk, legal, and governance owners
PMF 先验PMF prior70/ 100
具体问题Specific problem
当法务、ML 平台与模型采用负责人需要完成“开放模型许可证证据初筛”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Model License across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
开放模型许可证证据初筛:模型卡、权重来源、用途限制与依赖记录。downloadable open-model license evidence request and review memo
替代 / 对比Alternatives / compare
模型提供商文档、治理与安全平台、表格和人工评审。Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: AI 风险、事件与运营负责人Security, identity, IT, and governance owners
PMF 先验PMF prior69/ 100
具体问题Specific problem
当AI 风险、事件与运营负责人需要完成“AI 事件初报生成器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Incident Brief across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
AI 事件初报生成器:冻结时间线、影响、模型版本、遏制和通知状态。downloadable AI incident timeline, impact and notification intake
替代 / 对比Alternatives / compare
原生安全控制、通用 GRC / IAM 平台、表格与人工检查清单。Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: AI 治理与审计负责人Operations teams that need a reviewable decision, handoff, or evidence record
PMF 先验PMF prior67/ 100
具体问题Specific problem
当AI 治理与审计负责人需要完成“AI 治理证据新鲜度检查”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Evidence Clock across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
AI 治理证据新鲜度检查:按变更速度安排持续复核日历。monthly AI governance evidence-freshness review and reminder pack
替代 / 对比Alternatives / compare
数据仓库或 BI、审计套件、表格和人工证据整理。Data warehouses or BI, audit suites, spreadsheets, and manual evidence assembly.
适合:For: Agent 安全与平台团队AI product, risk, legal, and governance owners
PMF 先验PMF prior66/ 100
具体问题Specific problem
当Agent 安全与平台团队需要完成“Agent 工具与网络 allowlist 生成器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Tool Allowlist across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
Agent 工具与网络 allowlist 生成器:域名、动作、凭据和显式拒绝。200 prepaid agent tool and network-policy validations
替代 / 对比Alternatives / compare
模型提供商文档、治理与安全平台、表格和人工评审。Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: AI 安全负责人和专业服务方Security, identity, IT, and governance owners
PMF 先验PMF prior65/ 100
具体问题Specific problem
当AI 安全负责人和专业服务方需要完成“Agent 红队范围规划器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Red Team Plan across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
Agent 红队范围规划器:覆盖自主性、工具、记忆、敏感数据与外部影响。agent red-team scope intake and security-service introduction
替代 / 对比Alternatives / compare
原生安全控制、通用 GRC / IAM 平台、表格与人工检查清单。Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 评测与平台负责人AI product, risk, legal, and governance owners
PMF 先验PMF prior64/ 100
具体问题Specific problem
当评测与平台负责人需要完成“评测刷新频率规划器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Eval Drift across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
评测刷新频率规划器:按模型、提示词、数据和用户变化安排复核。monthly evaluation refresh calendar and drift review pack
替代 / 对比Alternatives / compare
模型提供商文档、治理与安全平台、表格和人工评审。Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: 采购与平台负责人Sales, support, procurement, and customer-operations owners
PMF 先验PMF prior63/ 100
具体问题Specific problem
当采购与平台负责人需要完成“AI 供应商退出准备度”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Vendor Exit across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
AI 供应商退出准备度:数据导出、替代模型、回归、合同与回滚。AI vendor and model exit-readiness intake with migration introduction
替代 / 对比Alternatives / compare
CRM / 工单系统、采购套件、表格和顾问式人工流程。CRM or ticketing systems, procurement suites, spreadsheets, and consultant-led workflows.
适合:For: FinOps 与平台工程Finance, billing, and revenue-operations owners
PMF 先验PMF prior61/ 100
具体问题Specific problem
当FinOps 与平台工程需要完成“AI 成本 SLO 规划器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Cost SLO across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
AI 成本 SLO 规划器:单位成功任务、p95、预算阈值和超限动作。monthly AI cost SLO review and burn-alert worksheet
替代 / 对比Alternatives / compare
会计或支付平台报表、财务模型、表格和人工对账。Accounting or payment-platform reports, finance models, spreadsheets, and manual reconciliation.
适合:For: 产品与合规运营AI product, risk, legal, and governance owners
PMF 先验PMF prior60/ 100
具体问题Specific problem
当产品与合规运营需要完成“AI 交互告知与人工接管文案规划器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Consent Flow across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
AI 交互告知与人工接管文案规划器:身份、数据、影响和拒绝路径。downloadable AI interaction notice, consent and human-handoff copy
替代 / 对比Alternatives / compare
模型提供商文档、治理与安全平台、表格和人工评审。Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: AI 架构负责人Platform, DevOps, security, and release owners
PMF 先验PMF prior59/ 100
具体问题Specific problem
当AI 架构负责人需要完成“本地模型 vs 托管 API 路线规划器”时,信息、假设和责任容易散落,难以形成可复核的下一步。Teams handling Local Or API across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
本地模型 vs 托管 API 路线规划器:隐私、运维、负载、更新与退出。local-model versus hosted-API data, operations and cost route planner
替代 / 对比Alternatives / compare
平台原生控制台、监控或 CI 工具、脚本和内部运行手册。Native platform consoles, monitoring or CI tools, scripts, and internal runbooks.
适合:For: 暖通、电工、维修和现场服务小企业负责人People, safety, workplace, and field-operations owners
PMF 先验PMF prior77/ 100
具体问题Specific problem
暖通、电工、维修和现场服务小企业负责人在需要生成现场开工前危险和控制清单时,现有信息分散且缺少可复核的完成定义。Teams handling Field Safety Brief across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
无需账户的开工前 briefing 覆盖检查:把危险、程序、特殊预防、能源控制与 PPE 复核压成保守讨论草案。editable pre-job briefing, rebrief trigger, crew questions and supervisor-review templates
替代 / 对比Alternatives / compare
现场服务软件、电话、短信和纸单HR or field systems, spreadsheets, paper checklists, and manual handoffs.
适合:For: IT 服务台、内部 IT 和 MSP 负责人Operations teams that need a reviewable decision, handoff, or evidence record
PMF 先验PMF prior88/ 100
具体问题Specific problem
IT 服务台、内部 IT 和 MSP 负责人在需要冻结客户与 MSP 的责任和访问边界时,现有信息分散且缺少可复核的完成定义。Teams handling Desk MSP Boundary across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
免费建立一个客户的服务/责任/访问矩阵,标记 MSP、客户、共享、未分配、所需权限、实际权限、到期和复核人,并导出评审稿。multi-client responsibility, agreed-access, exception and quarterly boundary-review packs
替代 / 对比Alternatives / compare
ITSM、RMM、知识库和人工脚本Large suites, shared documents, spreadsheets, and ad-hoc manual workflows.
适合:For: API 平台、集成工程与 SRE 负责人Platform, DevOps, security, and release owners
PMF 先验PMF prior88/ 100
具体问题Specific problem
API 平台、集成工程与 SRE 负责人在需要判断失败请求是否可安全重试时,现有信息分散且缺少可复核的完成定义。Teams handling API Retry Safety across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
适合:For: 中小企业老板、兼职 IT 和安全服务商Security, identity, IT, and governance owners
PMF 先验PMF prior87/ 100
具体问题Specific problem
中小企业老板、兼职 IT 和安全服务商在需要规划变更付款信息的独立核验时,现有信息分散且缺少可复核的完成定义。Teams handling Secure Payment Fraud across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
免费生成并打印付款信息变更政策:可信联系来源、回拨顺序、双人批准、付款暂停与升级条件。minimal-data independent callback, second-approval, payment-hold and escalation record
替代 / 对比Alternatives / compare
MSP、杀毒软件、保险清单和免费指南Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 中小企业老板、兼职 IT 和安全服务商Security, identity, IT, and governance owners
PMF 先验PMF prior87/ 100
具体问题Specific problem
中小企业老板、兼职 IT 和安全服务商在需要整理网络保险申请所需事实供复核时,现有信息分散且缺少可复核的完成定义。Teams handling Secure Insurance Prep across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
适合:For: IT 服务台、内部 IT 和 MSP 负责人Operations teams that need a reviewable decision, handoff, or evidence record
PMF 先验PMF prior86/ 100
具体问题Specific problem
IT 服务台、内部 IT 和 MSP 负责人在需要证明离职账号、设备和共享访问已关闭时,现有信息分散且缺少可复核的完成定义。Teams handling Desk Leaver Proof across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
免费生成离职范围清单,覆盖主身份、SaaS、共享访问、API/服务账户关联、设备、门禁、数据移交、负责人和截止时间。per-leaver cross-system status, source evidence, reviewer, device return, exception and final signoff pack
替代 / 对比Alternatives / compare
ITSM、RMM、知识库和人工脚本Native platform consoles, monitoring or CI tools, scripts, and internal runbooks.
适合:For: IT 服务台、内部 IT 和 MSP 负责人Finance, billing, and revenue-operations owners
PMF 先验PMF prior86/ 100
具体问题Specific problem
IT 服务台、内部 IT 和 MSP 负责人在需要对账购买、分配和活跃软件席位时,现有信息分散且缺少可复核的完成定义。Teams handling Desk License Recon across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
适合:For: Agent 平台负责人和安全工程师Security, identity, IT, and governance owners
PMF 先验PMF prior67/ 100
具体问题Specific problem
Agent 平台负责人和安全工程师在需要估算一次工具授权的最大影响半径时,现有信息分散且缺少可复核的完成定义。Teams handling Agent Tool Blast across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的 Agent 工具预授权影响范围图,梳理身份、目标范围、副作用、审批与恢复证据。browser-local pre-authorization blast-radius map for agent tools, identities, target breadth, side effects, approvals and recovery evidence
替代 / 对比Alternatives / compare
内部日志、通用可观测平台和人工 runbookNative security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 小企业主、财务、会计和运营负责人Finance, billing, and revenue-operations owners
PMF 先验PMF prior65/ 100
具体问题Specific problem
小企业主、财务、会计和运营负责人在需要生成交易抽样的凭证与批准证据包时,现有信息分散且缺少可复核的完成定义。Teams handling Cash Audit Bundle across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的交易证据分流工具,标出收据、审批和变更历史缺口,并生成可编辑的非统计审查工作包。browser-local transaction evidence triage with receipt, approval and change-history gaps plus an editable non-statistical review workpack
替代 / 对比Alternatives / compare
会计软件、银行导出、电子表格和会计师Accounting or payment-platform reports, finance models, spreadsheets, and manual reconciliation.
适合:For: API 平台、集成工程与 SRE 负责人Platform, DevOps, security, and release owners
PMF 先验PMF prior66/ 100
具体问题Specific problem
API 平台、集成工程与 SRE 负责人在需要检查 token scope 是否超过调用需求时,现有信息分散且缺少可复核的完成定义。Teams handling API Auth Scope across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的 OpenAPI OAuth 权限范围对比工具,核对选定操作、已授予范围、缺失声明与最小权限。browser-local OpenAPI OAuth scope comparison for selected operations, granted scope names, missing declarations and least-privilege review
替代 / 对比Alternatives / compare
APM、网关、日志平台和自写探针Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: API 平台、集成工程与 SRE 负责人Platform, DevOps, security, and release owners
PMF 先验PMF prior68/ 100
具体问题Specific problem
API 平台、集成工程与 SRE 负责人在需要规划多供应商切换的状态和数据一致性时,现有信息分散且缺少可复核的完成定义。Teams handling API Fallback Route across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的多供应商 API 回退预检,梳理操作语义、状态权威、幂等、触发证据、补偿与对账负责人。browser-local multi-provider API fallback preflight for operation semantics, state authority, idempotency, trigger evidence, compensation and reconciliation ownership
替代 / 对比Alternatives / compare
APM、网关、日志平台和自写探针Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 小企业主、财务、会计和运营负责人Finance, billing, and revenue-operations owners
PMF 先验PMF prior67/ 100
具体问题Specific problem
小企业主、财务、会计和运营负责人在需要匹配发票、付款和银行记录时,现有信息分散且缺少可复核的完成定义。Teams handling Cash Invoice Match across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的三方 CSV 匹配工具,对账发票、支付处理商付款与银行入账,并保留歧义和不支持场景。browser-local three-way CSV matching for invoices, processor payments and bank entries with ambiguity and unsupported-case holds
替代 / 对比Alternatives / compare
会计软件、银行导出、电子表格和会计师Accounting or payment-platform reports, finance models, spreadsheets, and manual reconciliation.
适合:For: 云平台、安全、身份与基础设施负责人Security, identity, IT, and governance owners
PMF 先验PMF prior69/ 100
具体问题Specific problem
云平台、安全、身份与基础设施负责人在需要检查备份是否与生产故障域隔离时,现有信息分散且缺少可复核的完成定义。Teams handling Cloud Backup Reach across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的备份隔离与恢复证据预检,覆盖故障域、身份、不可变性、控制面依赖、RPO/RTO 与恢复演练。browser-local backup isolation and recovery-evidence preflight across failure domain, identity, immutability, control-plane dependency, RPO, RTO and restore drills
替代 / 对比Alternatives / compare
CSPM、SIEM、云原生策略和人工审查Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 云平台、安全、身份与基础设施负责人Security, identity, IT, and governance owners
PMF 先验PMF prior71/ 100
具体问题Specific problem
云平台、安全、身份与基础设施负责人在需要验证紧急账号的访问、监控和复位流程时,现有信息分散且缺少可复核的完成定义。Teams handling Cloud Break Glass across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的紧急访问准备度预检,覆盖冗余身份、独立认证、策略绕过、监控、季度演练和使用后重置证据。browser-local emergency-access readiness preflight for redundant identities, independent authentication, policy bypass, monitoring, quarterly drills and post-use reset evidence
替代 / 对比Alternatives / compare
CSPM、SIEM、云原生策略和人工审查Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 中小企业老板、兼职 IT 和安全服务商Security, identity, IT, and governance owners
PMF 先验PMF prior85/ 100
具体问题Specific problem
中小企业老板、兼职 IT 和安全服务商在需要初筛供应商访问、数据和安全承诺时,现有信息分散且缺少可复核的完成定义。Teams handling Secure Vendor Risk across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的供应商接入分级工具,按声明的访问、数据、业务关键性和证据缺口整理风险,不冒充供应商认证。browser-local supplier intake that tiers declared access, data, business criticality and evidence gaps without pretending to certify a vendor
替代 / 对比Alternatives / compare
MSP、杀毒软件、保险清单和免费指南Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: AI 平台、FinOps、工程与产品负责人Finance, billing, and revenue-operations owners
PMF 先验PMF prior84/ 100
具体问题Specific problem
AI 平台、FinOps、工程与产品负责人在需要计算每个成功业务任务而非每次调用的成本时,现有信息分散且缺少可复核的完成定义。Teams handling Token Unit Cost across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的任务级单位经济工具,把多步骤 AI 成本连接到明确业务结果,并暴露重试与失败浪费。browser-local task-level unit economics that joins multi-step AI cost to explicit business outcomes and exposes retry and failure waste
替代 / 对比Alternatives / compare
供应商账单、电子表格和通用云成本工具Accounting or payment-platform reports, finance models, spreadsheets, and manual reconciliation.
适合:For: ML、评测、产品质量和平台负责人AI product, risk, legal, and governance owners
PMF 先验PMF prior84/ 100
具体问题Specific problem
ML、评测、产品质量和平台负责人在需要校准 LLM judge 与人工判定的一致性时,现有信息分散且缺少可复核的完成定义。Teams handling Eval Judge Calibrate across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的人类与 LLM 裁判一致性分析,提供混淆矩阵、确定性 Kappa 区间、分组切片与分歧复核。browser-local human-versus-LLM-judge agreement analysis with confusion matrix, deterministic kappa interval, slices and disagreement review
替代 / 对比Alternatives / compare
内部 notebook、通用评测平台和人工抽样Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: 小企业主、财务、会计和运营负责人Finance, billing, and revenue-operations owners
PMF 先验PMF prior83/ 100
具体问题Specific problem
小企业主、财务、会计和运营负责人在需要识别闲置、重复和涨价订阅时,现有信息分散且缺少可复核的完成定义。Teams handling Cash Subscription Recon across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的周期扣费候选检测,按周期、价格变化、多账户和人工负责人复核,不把一笔交易当作用量证明。browser-local recurring-charge candidate detection with cadence, price-step, multi-account and human ownership review without claiming a transaction proves usage
替代 / 对比Alternatives / compare
会计软件、银行导出、电子表格和会计师Accounting or payment-platform reports, finance models, spreadsheets, and manual reconciliation.
适合:For: 中小企业运营、设施、环境和采购负责人Finance, billing, and revenue-operations owners
PMF 先验PMF prior83/ 100
具体问题Specific problem
中小企业运营、设施、环境和采购负责人在需要比较节能项目成本、节省和不确定性时,现有信息分散且缺少可复核的完成定义。Teams handling Green Project ROI across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的双项目资本比较,透明展示回收期、NPV、敏感性、延期风险与测量证据缺口。browser-local two-project capital comparison with transparent payback, NPV, sensitivity, delay exposure and measurement-evidence gaps
替代 / 对比Alternatives / compare
顾问、公共指南、表格和设施账单Accounting or payment-platform reports, finance models, spreadsheets, and manual reconciliation.
适合:For: IT 服务台、内部 IT 和 MSP 负责人Security, identity, IT, and governance owners
PMF 先验PMF prior83/ 100
具体问题Specific problem
IT 服务台、内部 IT 和 MSP 负责人在需要识别值得永久修复的重复工单时,现有信息分散且缺少可复核的完成定义。Teams handling Desk Repeat Issue across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的重复工单候选分析,通过可解释分组、处理时长证据、人工复核和修复基线生成报告。browser-local recurring-ticket candidate analysis with explainable grouping, handling-time evidence, human review and repair-baseline reports
替代 / 对比Alternatives / compare
ITSM、RMM、知识库和人工脚本Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 小企业主、财务、会计和运营负责人Security, identity, IT, and governance owners
PMF 先验PMF prior82/ 100
具体问题Specific problem
小企业主、财务、会计和运营负责人在需要排序逾期应收和下一步触达时,现有信息分散且缺少可复核的完成定义。Teams handling Cash Late Invoice across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的逾期发票下一步队列,公开评分依据,并保留争议、承诺日期、负责人和每周复核记录。browser-local overdue-invoice next-action queue with disclosed scoring, dispute and promise-date holds, ownership and weekly review packs
替代 / 对比Alternatives / compare
会计软件、银行导出、电子表格和会计师Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 小企业主、财务、会计和运营负责人Finance, billing, and revenue-operations owners
PMF 先验PMF prior82/ 100
具体问题Specific problem
小企业主、财务、会计和运营负责人在需要计算项目收入、直接成本和贡献毛利时,现有信息分散且缺少可复核的完成定义。Teams handling Cash Project Margin across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的项目贡献毛利对账,连接收入、直接费用和工时成本 CSV,并标出缺失成本证据。browser-local project contribution-margin reconciliation across revenue, direct-expense and time-cost CSVs with missing-cost evidence
替代 / 对比Alternatives / compare
会计软件、银行导出、电子表格和会计师Accounting or payment-platform reports, finance models, spreadsheets, and manual reconciliation.
适合:For: 中小企业老板、兼职 IT 和安全服务商Security, identity, IT, and governance owners
PMF 先验PMF prior82/ 100
具体问题Specific problem
中小企业老板、兼职 IT 和安全服务商在需要规划攻击后的隔离、调查和业务继续时,现有信息分散且缺少可复核的完成定义。Teams handling Secure Incident Plan across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
面向小企业的事前事件响应行动卡,明确权限、联系人、备用通信、最低服务和桌面演练步骤。small-business pre-incident authority, contact, alternate-communication, minimum-service and tabletop action cards
替代 / 对比Alternatives / compare
MSP、杀毒软件、保险清单和免费指南Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: B2B 销售负责人、RevOps 和创始人Finance, billing, and revenue-operations owners
PMF 先验PMF prior82/ 100
具体问题Specific problem
B2B 销售负责人、RevOps 和创始人在需要检查佣金计算的事件和归属证据时,现有信息分散且缺少可复核的完成定义。Teams handling Deal Comp Proof across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的销售佣金账单预检,核对方案版本、生效日期、触发条件、阶梯、拆分、追回和证据缺口。browser-local sales-commission statement preflight with explicit plan version, effective dates, trigger, tier, split, clawback and evidence gaps
替代 / 对比Alternatives / compare
CRM 原生报表、电子表格和销售经理经验Accounting or payment-platform reports, finance models, spreadsheets, and manual reconciliation.
适合:For: IT 服务台、内部 IT 和 MSP 负责人Security, identity, IT, and governance owners
PMF 先验PMF prior82/ 100
具体问题Specific problem
IT 服务台、内部 IT 和 MSP 负责人在需要检查关键用户文件是否在备份范围时,现有信息分散且缺少可复核的完成定义。Teams handling Desk Backup User across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的终端关键路径覆盖矩阵,区分同步、版本历史、设备备份、离线副本与已观察的恢复证据。browser-local endpoint critical-path coverage matrix separating sync, version history, device backup, offline copy and observed restore evidence
替代 / 对比Alternatives / compare
ITSM、RMM、知识库和人工脚本Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 中小企业运营、设施、环境和采购负责人Security, identity, IT, and governance owners
PMF 先验PMF prior82/ 100
具体问题Specific problem
中小企业运营、设施、环境和采购负责人在需要对账多设施能源账单与缺失月份时,现有信息分散且缺少可复核的完成定义。Teams handling Green Utility Recon across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
适合:For: 小企业主、财务、会计和运营负责人Security, identity, IT, and governance owners
PMF 先验PMF prior81/ 100
具体问题Specific problem
小企业主、财务、会计和运营负责人在需要对齐退款、手续费和原始收入时,现有信息分散且缺少可复核的完成定义。Teams handling Cash Refund Proof across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的退款对账工具,连接原销售、处理费与银行入账,以精确 ID 证据和人工复核处理低置信候选。browser-local refund-to-sale, processor-fee and payout-to-bank reconciliation with exact-ID evidence and human-reviewed low-confidence candidates
替代 / 对比Alternatives / compare
会计软件、银行导出、电子表格和会计师Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: B2B 销售负责人、RevOps 和创始人Finance, billing, and revenue-operations owners
PMF 先验PMF prior80/ 100
具体问题Specific problem
B2B 销售负责人、RevOps 和创始人在需要按毛利和交换条件规划折扣批准时,现有信息分散且缺少可复核的完成定义。Teams handling Deal Discount Gate across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的折扣影响与交换条件工作表,展示贡献毛利计算、缺失成本阻断和人工审批。browser-local discount impact and give-get workpaper with visible contribution-margin math, missing-cost holds and human approval
替代 / 对比Alternatives / compare
CRM 原生报表、电子表格和销售经理经验Accounting or payment-platform reports, finance models, spreadsheets, and manual reconciliation.
适合:For: 小企业主、财务、会计和运营负责人Finance, billing, and revenue-operations owners
PMF 先验PMF prior80/ 100
具体问题Specific problem
小企业主、财务、会计和运营负责人在需要解释预算与实际差异的主要驱动时,现有信息分散且缺少可复核的完成定义。Teams handling Cash Budget Variance across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的预算与实际匹配工具,保留来源行计算、经济影响排序和经人工确认的原因证据。browser-local budget-versus-actual matching with source-line arithmetic, economic-impact ranking and human-confirmed reason evidence
替代 / 对比Alternatives / compare
会计软件、银行导出、电子表格和会计师Accounting or payment-platform reports, finance models, spreadsheets, and manual reconciliation.
适合:For: AI 治理、法务、风险与产品负责人Security, identity, IT, and governance owners
PMF 先验PMF prior79/ 100
具体问题Specific problem
AI 治理、法务、风险与产品负责人在需要把 AI 风险变化压成董事会可读摘要时,现有信息分散且缺少可复核的完成定义。Teams handling Gov Board Packet across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的 AI 治理变更登记,把用户声明事实、证据缺口和决策请求整理成董事会审查草稿,不虚构合规评分。browser-local AI-governance change register that turns user-declared facts, evidence gaps and decision requests into a board-review draft without inventing a compliance score
替代 / 对比Alternatives / compare
政策文档、外部顾问和零散审批表Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 产品经理、设计、工程和增长负责人Security, identity, IT, and governance owners
PMF 先验PMF prior77/ 100
具体问题Specific problem
产品经理、设计、工程和增长负责人在需要追踪产品证据是否仍代表当前用户时,现有信息分散且缺少可复核的完成定义。Teams handling Product Evidence Age across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的单条产品洞察适用性复核,把时间流逝和变化触发因素与证据是否仍适用的人工判断分开。browser-local applicability review for one product insight, separating elapsed time and change triggers from a human decision about whether evidence still applies
替代 / 对比Alternatives / compare
项目管理工具、分析平台、模板和会议Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: IT 服务台、内部 IT 和 MSP 负责人Security, identity, IT, and governance owners
PMF 先验PMF prior77/ 100
具体问题Specific problem
IT 服务台、内部 IT 和 MSP 负责人在需要生成周度积压、风险和改进决定摘要时,现有信息分散且缺少可复核的完成定义。Teams handling Desk Desk Memo across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的每周服务台流程与 SLA 复核,把可复现工单指标连接到最多三项由人负责的改进决策。browser-local weekly service-desk flow and SLA review that ties reproducible ticket metrics to no more than three human-owned improvement decisions
替代 / 对比Alternatives / compare
ITSM、RMM、知识库和人工脚本Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: B2B 销售负责人、RevOps 和创始人Sales, support, procurement, and customer-operations owners
PMF 先验PMF prior76/ 100
具体问题Specific problem
B2B 销售负责人、RevOps 和创始人在需要整理续约前使用、价值和风险证据时,现有信息分散且缺少可复核的完成定义。Teams handling Deal Renewal Signal across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的续约证据整理器,区分带日期的使用事实、客户目标、业务结果、支持风险、缺失证据和人工假设,不生成健康分或流失预测。browser-local renewal evidence organizer that separates dated usage facts, customer goals, business outcomes, support risks, missing proof and human assumptions without producing a health score or churn prediction
替代 / 对比Alternatives / compare
CRM 原生报表、电子表格和销售经理经验CRM or ticketing systems, procurement suites, spreadsheets, and consultant-led workflows.
适合:For: 中小企业老板、兼职 IT 和安全服务商Security, identity, IT, and governance owners
PMF 先验PMF prior76/ 100
具体问题Specific problem
中小企业老板、兼职 IT 和安全服务商在需要建立设备、软件、数据和服务最小清单时,现有信息分散且缺少可复核的完成定义。Teams handling Secure Asset List across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的最小设备、软件、数据和外部服务登记,记录负责人、支持状态、验证与证据缺口;不扫描,也不声称完整。browser-local minimum device, software, data and external-service register with ownership, support, verification and evidence gaps; no scanning or completeness claim
替代 / 对比Alternatives / compare
MSP、杀毒软件、保险清单和免费指南Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 产品经理、设计、工程和增长负责人Security, identity, IT, and governance owners
PMF 先验PMF prior75/ 100
具体问题Specific problem
产品经理、设计、工程和增长负责人在需要估算功能的开发、维护和支持负担时,现有信息分散且缺少可复核的完成定义。Teams handling Product Feature Cost across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的功能全生命周期成本区间工具,记录假设来源、实际成本校准和明确不确定性;不做路线图评分或收集员工薪资。browser-local feature lifecycle cost bands with sourced assumptions, actual-cost calibration and explicit uncertainty; no roadmap score or employee salary collection
替代 / 对比Alternatives / compare
项目管理工具、分析平台、模板和会议Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 产品经理、设计、工程和增长负责人Security, identity, IT, and governance owners
PMF 先验PMF prior74/ 100
具体问题Specific problem
产品经理、设计、工程和增长负责人在需要检查功能发布前价值、风险和观测项时,现有信息分散且缺少可复核的完成定义。Teams handling Product Launch Gate across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的发布前决策合同,覆盖价值、指标、护栏、灰度、回滚和跨团队决策;不部署、不监控、不自动批准。browser-local pre-release value, metric, guardrail, rollout, rollback and cross-functional decision contract; no deployment, monitoring or automatic approval
替代 / 对比Alternatives / compare
项目管理工具、分析平台、模板和会议Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 产品经理、设计、工程和增长负责人Operations teams that need a reviewable decision, handoff, or evidence record
PMF 先验PMF prior75/ 100
具体问题Specific problem
产品经理、设计、工程和增长负责人在需要定义指标分子、分母和不可替代结果时,现有信息分散且缺少可复核的完成定义。Teams handling Product Metric Contract across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
免费版在浏览器本地生成一个比率指标合同,覆盖实体、分子、分母、去重、窗口、时区、过滤、零分母、成熟期、方向、护栏、来源与版本,并用至少三个手算样例检查定义。browser-local ratio metric contract separating business outcome, proxy risk, entity, numerator, denominator, window, filters, maturity and hand-calculated test cases; no SQL execution
替代 / 对比Alternatives / compare
项目管理工具、分析平台、模板和会议Data warehouses or BI, audit suites, spreadsheets, and manual evidence assembly.
适合:For: 中小企业老板、兼职 IT 和安全服务商Security, identity, IT, and governance owners
PMF 先验PMF prior74/ 100
具体问题Specific problem
中小企业老板、兼职 IT 和安全服务商在需要检查关键账户是否启用 MFA 及例外时,现有信息分散且缺少可复核的完成定义。Teams handling Secure MFA Proof across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
免费版在浏览器本地复核最多 20 个脱敏服务—角色行,明确区分方法已注册、策略已强制与实际使用已观察三种状态,并显示高关键性缺口、过期复核和证据引用缺失;不需要账号连接或身份数据。browser-local cross-service MFA evidence register separating method registration, policy enforcement and observed use; no credentials, identity connection or automatic remediation
替代 / 对比Alternatives / compare
MSP、杀毒软件、保险清单和免费指南Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: Agent 平台负责人和安全工程师AI product, risk, legal, and governance owners
PMF 先验PMF prior76/ 100
具体问题Specific problem
Agent 平台负责人和安全工程师在需要检查跨任务上下文是否泄漏给错误工具时,现有信息分散且缺少可复核的完成定义。Teams handling Agent Context Leak across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
免费版在浏览器本地接受最多 5 条抽象 allow/deny 边界规则,为 user、tenant、task、thread、memory 与 tool 生成直接、并发切换、过期会话和清理后测试,并给出合成 canary 的确定性预期断言。browser-local vendor-neutral cross-user, tenant, task, thread, memory and tool isolation test generator using abstract labels and deterministic expected assertions
替代 / 对比Alternatives / compare
内部日志、通用可观测平台和人工 runbookModel-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: IT 服务台、内部 IT 和 MSP 负责人People, safety, workplace, and field-operations owners
PMF 先验PMF prior73/ 100
具体问题Specific problem
IT 服务台、内部 IT 和 MSP 负责人在需要规划设备擦除、处置和证明时,现有信息分散且缺少可复核的完成定义。Teams handling Desk Asset Dispose across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
免费版在浏览器本地复核最多 10 个脱敏资产,严格分开 planned、collected、transferred、received、process_reported、verified、certificate_received 与 final_recorded 状态,并暴露交接、执行输出、验证、证书和最终去向缺口。browser-local IT asset disposition evidence-state register separating custody, process output, independent verification, certificate and final destination; no sanitization execution or certificate issuance
替代 / 对比Alternatives / compare
ITSM、RMM、知识库和人工脚本HR or field systems, spreadsheets, paper checklists, and manual handoffs.
适合:For: 产品经理、设计、工程和增长负责人AI product, risk, legal, and governance owners
PMF 先验PMF prior75/ 100
具体问题Specific problem
产品经理、设计、工程和增长负责人在需要规划功能停止的通知、迁移和数据处理时,现有信息分散且缺少可复核的完成定义。Teams handling Product Sunset Plan across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
免费版在浏览器本地建立一份 T-90 至 T+30 风险矩阵,覆盖使用依赖、合同承诺、客户分层、替代迁移、数据导出/保留/删除、通知、支持容量、阶段开关、回退和最终验收,并暴露缺 owner、来源与法务复核。browser-local cross-functional feature or service sunset timeline covering usage, commitments, customer segments, migration, data handling, communications, support, rollback and final acceptance
替代 / 对比Alternatives / compare
项目管理工具、分析平台、模板和会议Model-provider documentation, governance or security platforms, spreadsheets, and manual reviews.
适合:For: IT 服务台、内部 IT 和 MSP 负责人Sales, support, procurement, and customer-operations owners
PMF 先验PMF prior73/ 100
具体问题Specific problem
IT 服务台、内部 IT 和 MSP 负责人在需要整理升级给供应商的最小证据时,现有信息分散且缺少可复核的完成定义。Teams handling Desk Vendor Escalate across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
免费版在浏览器本地准备一份脱敏升级材料,覆盖业务影响、对象范围、开始时间/时区、期望与实际、复现、环境版本、已尝试动作、日志窗口及最多 10 个附件别名,并检查缺项、官方要求日期和常见敏感模式。browser-local cross-vendor escalation evidence planner with redacted facts, time windows, attempted actions, attachment index and official-requirement references; no login or submission
替代 / 对比Alternatives / compare
ITSM、RMM、知识库和人工脚本CRM or ticketing systems, procurement suites, spreadsheets, and consultant-led workflows.
适合:For: 独立站、电商运营、商品和客服负责人Finance, billing, and revenue-operations owners
PMF 先验PMF prior75/ 100
具体问题Specific problem
独立站、电商运营、商品和客服负责人在需要计算商品组合后的真实贡献毛利时,现有信息分散且缺少可复核的完成定义。Teams handling Shop Bundle Margin across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
适合:For: 独立站、电商运营、商品和客服负责人Finance, billing, and revenue-operations owners
PMF 先验PMF prior74/ 100
具体问题Specific problem
独立站、电商运营、商品和客服负责人在需要模拟折扣叠加对毛利和订单的影响时,现有信息分散且缺少可复核的完成定义。Teams handling Shop Promo Stack across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的整数分发布前压力测试,检查单个 Shopify 产品、订单和运费折扣叠加,并公开成本与规则假设。browser-local integer-cent pre-publish stress test for one limited Shopify product, order and shipping discount stack with visible cost and rule assumptions
替代 / 对比Alternatives / compare
Shopify/平台插件、电子表格和代理商Accounting or payment-platform reports, finance models, spreadsheets, and manual reconciliation.
适合:For: 中小企业运营、设施、环境和采购负责人Security, identity, IT, and governance owners
PMF 先验PMF prior74/ 100
具体问题Specific problem
中小企业运营、设施、环境和采购负责人在需要记录环境和废弃物培训完成时,现有信息分散且缺少可复核的完成定义。Teams handling Green Training Proof across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地、仅使用别名的环保培训证据登记,区分岗位、培训计划、完成、复核和离职人员保留元数据;不提供课程或合规认证。browser-local alias-only environmental training evidence register separating job, training-plan, completion, review and former-personnel retention metadata; no course delivery or compliance certification
替代 / 对比Alternatives / compare
顾问、公共指南、表格和设施账单Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: IT 服务台、内部 IT 和 MSP 负责人People, safety, workplace, and field-operations owners
PMF 先验PMF prior74/ 100
具体问题Specific problem
IT 服务台、内部 IT 和 MSP 负责人在需要记录借用设备、归还和擦除时,现有信息分散且缺少可复核的完成定义。Teams handling Desk Loaner Track across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地、仅使用别名的借用设备事件状态机,区分归还、擦除命令、设备回报、独立验证和再次发放批准;不执行 MDM 操作。browser-local alias-only loaner event state machine separating return, erase command, device-reported response, independent verification and ready-for-reissue approval; no MDM action or inventory suite
替代 / 对比Alternatives / compare
ITSM、RMM、知识库和人工脚本HR or field systems, spreadsheets, paper checklists, and manual handoffs.
适合:For: 产品经理、设计、工程和增长负责人Operations teams that need a reviewable decision, handoff, or evidence record
PMF 先验PMF prior74/ 100
具体问题Specific problem
产品经理、设计、工程和增长负责人在需要冻结实验最短时间与样本门槛时,现有信息分散且缺少可复核的完成定义。Teams handling Product Experiment Clock across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的固定周期二元实验预注册,展示样本假设、样本与周期双时钟、只追加本地版本和规则变更收据;不连接分析系统或给出统计结论。browser-local fixed-horizon binary experiment preregistration with visible sample assumptions, dual sample-and-cycle clock, append-only local versions and rule-change receipts; no analytics connection or statistical conclusion
替代 / 对比Alternatives / compare
项目管理工具、分析平台、模板和会议Data warehouses or BI, audit suites, spreadsheets, and manual evidence assembly.
适合:For: 产品经理、设计、工程和增长负责人Security, identity, IT, and governance owners
PMF 先验PMF prior74/ 100
具体问题Specific problem
产品经理、设计、工程和增长负责人在需要把访谈事实与解释和承诺分开时,现有信息分散且缺少可复核的完成定义。Teams handling Product Interview Proof across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的访谈证据分离器,提供透明线索建议、人工修正、来源行追踪和明确决策负责人;不录音、转写或自动下研究结论。browser-local interview evidence separator with transparent cue-based suggestions, human correction, source-line traceability and explicit decision ownership; no recording, transcription or automated research conclusion
替代 / 对比Alternatives / compare
项目管理工具、分析平台、模板和会议Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 中小企业老板、兼职 IT 和安全服务商Security, identity, IT, and governance owners
PMF 先验PMF prior73/ 100
具体问题Specific problem
中小企业老板、兼职 IT 和安全服务商在需要追踪关键软件更新和延迟原因时,现有信息分散且缺少可复核的完成定义。Teams handling Secure Patch Clock across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地、仅使用别名的补丁例外事件账本,区分延期审批、补偿控制、修复报告、独立验证和关闭;不扫描、检测版本或部署补丁。browser-local alias-only patch-exception event ledger separating delay approval, compensating control, remediation report, independent verification and closure; no scan, version detection or patch deployment
替代 / 对比Alternatives / compare
MSP、杀毒软件、保险清单和免费指南Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 中小企业老板、兼职 IT 和安全服务商Security, identity, IT, and governance owners
PMF 先验PMF prior72/ 100
具体问题Specific problem
中小企业老板、兼职 IT 和安全服务商在需要找出不再需要但仍保存的敏感数据时,现有信息分散且缺少可复核的完成定义。Teams handling Secure Data Min across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地、仅使用别名的数据最小化决策登记,区分目的、触发器、权限依据、人工处置和复核日期;不扫描、解释保留法律或执行删除。browser-local alias-only data-minimization decision register separating purpose, trigger, authority reference, human disposition and review date; no discovery scan, retention law or deletion execution
替代 / 对比Alternatives / compare
MSP、杀毒软件、保险清单和免费指南Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: Agent 平台负责人和安全工程师Security, identity, IT, and governance owners
PMF 先验PMF prior67/ 100
具体问题Specific problem
Agent 平台负责人和安全工程师在需要划定短期记忆与持久记忆的写入边界时,现有信息分散且缺少可复核的完成定义。Teams handling Agent Memory Scope across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地、供应商中立的 Agent 记忆合同复核,覆盖主题范围、命名空间、读写者、来源信任、保留与删除测试;不存储或操作记忆。browser-local vendor-neutral agent-memory contract review covering subject scope, namespaces, readers, writers, source trust, retention and deletion tests without storing or operating memory
替代 / 对比Alternatives / compare
内部日志、通用可观测平台和人工 runbookNative security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: IT 服务台、内部 IT 和 MSP 负责人Security, identity, IT, and governance owners
PMF 先验PMF prior84/ 100
具体问题Specific problem
IT 服务台、内部 IT 和 MSP 负责人在需要检查远程访问工具的范围和到期时,现有信息分散且缺少可复核的完成定义。Teams handling Desk Remote Risk across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地、仅使用别名的跨工具远程访问权限复核,覆盖范围、无人值守控制、提权、文件传输、MFA、条件访问、使用时间、过期和负责人;不连接或修改账户。browser-local alias-only cross-tool remote-access permission review covering scope, unattended control, elevation, file transfer, MFA, conditional access, use age, expiry and ownership without connecting to or changing any account
替代 / 对比Alternatives / compare
ITSM、RMM、知识库和人工脚本Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 中小企业老板、兼职 IT 和安全服务商Security, identity, IT, and governance owners
PMF 先验PMF prior83/ 100
具体问题Specific problem
中小企业老板、兼职 IT 和安全服务商在需要规划一次不影响生产的恢复演练时,现有信息分散且缺少可复核的完成定义。Teams handling Secure Recovery Test across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地、仅使用别名的恢复演练规划,覆盖范围、RPO/RTO、隔离测试条件、依赖顺序、验证、停止和回滚标准;不连接备份或执行恢复。browser-local alias-only recovery-exercise planner covering scope, RPO/RTO, isolated test conditions, ordered dependencies, validation, stop and rollback criteria without connecting to backups or executing restoration
替代 / 对比Alternatives / compare
MSP、杀毒软件、保险清单和免费指南Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 小型网站的增长、内容、SEO 和产品负责人Security, identity, IT, and governance owners
PMF 先验PMF prior83/ 100
具体问题Specific problem
小型网站的增长、内容、SEO 和产品负责人需要建立 AI 答案可引用的品牌事实、来源和责任人索引时,现有证据散落在多个工具、文档或人员记忆中。Teams handling Discover AI Answer Claim Index across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的品牌事实源,把原子声明映射到公开来源、负责人、审批、复核日期、替代与冲突;不检查或承诺 AI 引用。browser-local brand fact source-of-truth that maps atomic claims to public sources, owner roles, approval and review dates, supersession and conflicts without checking or promising AI citations
替代 / 对比Alternatives / compare
Search Console、关键词工具、电子表格和 SEO 顾问Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 小企业主、簿记员、财务运营和非营利项目负责人Security, identity, IT, and governance owners
PMF 先验PMF prior81/ 100
具体问题Specific problem
小企业主、簿记员、财务运营和非营利项目负责人需要比较里程记录方法所需输入和缺失证据时,现有证据散落在多个工具、文档或人员记忆中。Teams handling Books Mileage Method Compare across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
免费的浏览器本地 2026 年标准里程法与实际费用法证据准备度比较,包含带日期的 IRS 费率区间、方法限制和记录缺口;不计算扣除或提供税务建议。free browser-local 2026 standard-mileage versus actual-expense evidence-readiness comparison with dated IRS rate periods, method constraints and record gaps; no deduction calculation or tax recommendation
替代 / 对比Alternatives / compare
会计软件、云盘、电子表格与会计师人工整理Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 独立 SaaS、电商和代理商的产品或隐私负责人Security, identity, IT, and governance owners
PMF 先验PMF prior80/ 100
具体问题Specific problem
独立 SaaS、电商和代理商的产品或隐私负责人需要规划账户删除请求的身份、数据与人工交接时,现有证据散落在多个工具、文档或人员记忆中。Teams handling Trust Account Delete Brief across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的账户删除发布准备度工具,覆盖 Apple/Google 入口、关联数据依赖、保留例外、订阅交接、完成证据和人工签署;不执行删除或给出法律结论。browser-local account-deletion release-readiness mapper covering Apple and Google entry paths, associated-data dependencies, retention exceptions, subscription handoff, completion evidence and human sign-off without executing deletion or giving a legal conclusion
替代 / 对比Alternatives / compare
浏览器开发者工具、通用扫描器、表格和外部顾问Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 小型网站的增长、内容、SEO 和产品负责人Security, identity, IT, and governance owners
PMF 先验PMF prior80/ 100
具体问题Specific problem
小型网站的增长、内容、SEO 和产品负责人需要检查每个地点页是否有独特且可验证的服务事实时,现有证据散落在多个工具、文档或人员记忆中。Teams handling Discover Location Page Evidence across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的双地点公开事实证据矩阵,区分有证据、重复、缺失和无法判断的服务声明;不抓取页面、编造本地事实、评分独特性或承诺排名。browser-local two-location public-fact evidence matrix separating evidenced, repeated, missing and cannot-determine service claims without fetching pages, inventing local facts, scoring uniqueness or promising rankings
替代 / 对比Alternatives / compare
Search Console、关键词工具、电子表格和 SEO 顾问Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 小型订阅业务的运营、支持和财务负责人Security, identity, IT, and governance owners
PMF 先验PMF prior79/ 100
具体问题Specific problem
小型订阅业务的运营、支持和财务负责人需要逐步记录注册与取消路径的摩擦差异时,现有证据散落在多个工具、文档或人员记忆中。Teams handling Billing Cancel Path Audit across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的人工注册与取消路径记录器,比较步骤、耗时、可发现性、所需渠道、拦截、阻碍和完成证据;不访问账户、执行取消或给出法律结论。browser-local manual signup-versus-cancellation path recorder comparing step count, elapsed time, findability, required channel, intercepts, blockers and completion evidence without accessing accounts, executing cancellation or making a legal conclusion
替代 / 对比Alternatives / compare
支付平台后台、客服工单、会计表格和人工抽查Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 小型网站的设计、前端、内容与无障碍负责人Security, identity, IT, and governance owners
PMF 先验PMF prior78/ 100
具体问题Specific problem
小型网站的设计、前端、内容与无障碍负责人需要检查表单错误是否可感知、可定位并给出恢复动作时,现有证据散落在多个工具、文档或人员记忆中。Teams handling Access Error Message Route across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的六阶段表单错误恢复证据记录器,覆盖提交、感知、定位、建议、修正和恢复观察;不扫描网站或认证无障碍合规。browser-local six-phase manual form-error recovery evidence recorder covering submit, perceive, locate, suggestion, correction and recovery observations without scanning a site or certifying accessibility compliance
替代 / 对比Alternatives / compare
自动扫描器、浏览器插件、手工 QA 和专家审计Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 小型订阅业务的运营、支持和财务负责人Security, identity, IT, and governance owners
PMF 先验PMF prior77/ 100
具体问题Specific problem
小型订阅业务的运营、支持和财务负责人需要演算优惠叠加、最低价和毛利边界时,现有证据散落在多个工具、文档或人员记忆中。Teams handling Billing Discount Stack Guard across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的有序百分比与固定金额订阅折扣场景,展示持续时间、每期成本和贡献底线证据;不连接 Stripe、模拟结账或执行促销。browser-local ordered percentage and fixed subscription discount scenario with duration, per-period cost and contribution-floor evidence; no Stripe connection, checkout emulation or promotion execution
替代 / 对比Alternatives / compare
支付平台后台、客服工单、会计表格和人工抽查Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 独立 SaaS、电商和代理商的产品或隐私负责人Security, identity, IT, and governance owners
PMF 先验PMF prior75/ 100
具体问题Specific problem
独立 SaaS、电商和代理商的产品或隐私负责人需要按必要性和敏感性复核公开表单字段时,现有证据散落在多个工具、文档或人员记忆中。Teams handling Trust Form Field Risk across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的公开表单字段采集前决策复核,覆盖声明目的、必要性、敏感性、可选性、保留触发器、更安全替代和人工签署;不抓取表单或判断法律合规。browser-local pre-collection public-form field decision review covering stated purpose, necessity, sensitivity, optionality, retention trigger, safer alternative and human sign-off without crawling forms or deciding legal compliance
替代 / 对比Alternatives / compare
浏览器开发者工具、通用扫描器、表格和外部顾问Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 小型 SaaS 和电商的支持、成功与产品负责人Sales, support, procurement, and customer-operations owners
PMF 先验PMF prior76/ 100
具体问题Specific problem
小型 SaaS 和电商的支持、成功与产品负责人需要按产品变化给支持知识设置复核触发时,现有证据散落在多个工具、文档或人员记忆中。Teams handling Support Knowledge Expiry Clock across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地处理最多 5 条公开发布变化和 20 条公开文章索引,以精确 product_area 规则输出 update/create/archive/no-impact/cannot-tell 候选及理由;内置 10 产品 30 条人工标注样本,不登录、不抓私有内容。browser-local public release-note to support-knowledge review candidate mapper with 30 manually labeled public fixtures across 10 products; no account connection, article rewriting, publishing or correctness claim
替代 / 对比Alternatives / compare
客服平台、宏模板、工单标签、内部 wiki 和经理抽查CRM or ticketing systems, procurement suites, spreadsheets, and consultant-led workflows.
适合:For: 小型 SaaS 和电商的支持、成功与产品负责人Security, identity, IT, and governance owners
PMF 先验PMF prior75/ 100
具体问题Specific problem
小型 SaaS 和电商的支持、成功与产品负责人需要规划事件沟通中已知、未知和禁止承诺的边界时,现有证据散落在多个工具、文档或人员记忆中。Teams handling Support Incident Reply Boundary across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的单次事件更新边界检查,区分已确认事实、范围、未知项、调查行动、节奏、恢复证据和需人工把关的 ETA、根因、安全或补救声明;不连接事件、生成文案或发布。browser-local single incident-update boundary checker separating confirmed facts, scope, unknowns, investigation action, cadence, recovery evidence and human-gated ETA, root-cause, security or remedy claims; no incident connection, generated copy or publishing
替代 / 对比Alternatives / compare
客服平台、宏模板、工单标签、内部 wiki 和经理抽查Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 小型订阅业务的运营、支持和财务负责人Finance, billing, and revenue-operations owners
PMF 先验PMF prior73/ 100
具体问题Specific problem
小型订阅业务的运营、支持和财务负责人需要把退款承诺、请求、批准和到账证明连成索引时,现有证据散落在多个工具、文档或人员记忆中。Teams handling Billing Refund Evidence Index across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的单笔退款交接时间线,区分客户承诺、审批、处理商状态、退款与撤销、参考信息和客户可见证据;不访问账户或执行退款。browser-local one-case refund handoff timeline separating customer promise, approval, processor state, refund versus reversal, reference availability and customer-visible evidence without accessing an account or executing a refund
替代 / 对比Alternatives / compare
支付平台后台、客服工单、会计表格和人工抽查Accounting or payment-platform reports, finance models, spreadsheets, and manual reconciliation.
适合:For: 独立 SaaS、电商和代理商的产品或隐私负责人Security, identity, IT, and governance owners
PMF 先验PMF prior70/ 100
具体问题Specific problem
独立 SaaS、电商和代理商的产品或隐私负责人需要把营销像素逐项连接到目的、负责人和页面披露时,现有证据散落在多个工具、文档或人员记忆中。Teams handling Trust Pixel Purpose Receipt across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的手工标签与像素责任收据,把每个脚本别名连接到目的、负责人、数据类别、激活条件、披露证据、复核日期和人工决策;不扫描网站或判断合规。browser-local manual tag and pixel accountability receipt linking each entered script alias to purpose, owner, data category, activation condition, disclosure evidence, review date and human decision without scanning a site or deciding compliance
替代 / 对比Alternatives / compare
浏览器开发者工具、通用扫描器、表格和外部顾问Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 小型非营利组织、项目、筹款和运营负责人Growth, content, search, and product-marketing owners
PMF 先验PMF prior76/ 100
具体问题Specific problem
小型非营利组织、项目、筹款和运营负责人在需要生成资助方报告事实和缺口清单时,现有信息分散且缺少可复核的完成定义。Teams handling Cause Report Brief across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的资助方报告要求到事实交接,记录来源、周期、负责人、审批者、截止日期和缺口;不上传资助协议、生成结果、判断合规或提交。browser-local funder-report requirement-to-fact handoff with source, period, owner, approver, deadline and gap receipts; no grant agreement upload, outcome generation, compliance decision or submission
替代 / 对比Alternatives / compare
捐赠平台、电子表格、志愿者和通用模板Native search and content analytics, traditional SEO or social tools, and spreadsheets.
适合:For: 培训机构、教师、课程运营和学习负责人Security, identity, IT, and governance owners
PMF 先验PMF prior76/ 100
具体问题Specific problem
培训机构、教师、课程运营和学习负责人在需要检查多语言材料内容是否一致时,现有信息分散且缺少可复核的完成定义。Teams handling Learn Language Gap across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的源语言与目标语言分段结构和标记比较,检查数字、日期、URL、占位符与标记;不翻译、不判断语义等价或合规。browser-local source-to-target segment structure and token comparison for numbers, dates, URLs, placeholders and markup; no translation, semantic-equivalence judgment, education decision or compliance claim
替代 / 对比Alternatives / compare
LMS、电子表格、通用模板和人工助教Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
团队准备把 Passkey 从试验推向真实用户,却尚未把跨设备、删除全部凭据、账户恢复、重新授权与旧凭据回退写成同一份可验收契约。Teams handling Secure Passkey Recovery across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
免费且无需账户,在浏览器本地完成最多三条抽象 Passkey 注册、登录、管理、恢复、重新授权或回退场景的预期与人工观察证据检查;不上传凭据或生产数据。browser-local Passkey registration, sign-in, management, recovery, reauthorization and fallback scenario receipt comparing expected to manually observed evidence; no IdP connection, credential handling or security certification
替代 / 对比Alternatives / compare
FIDO、Apple、Google 与身份平台文档,内部威胁建模、测试用例和身份顾问Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 发送订阅或营销邮件的 SaaS、电商和邮件运营负责人Operations teams that need a reviewable decision, handoff, or evidence record
PMF 先验PMF prior80/ 100
具体问题Specific problem
团队准备发送订阅或营销邮件,却无法从一份脱敏头部样本确认 HTTPS 退订 URI、Post 值、DKIM h= 覆盖和真实人工 POST 测试是否处于同一版本。Teams handling Mail One Click Unsubscribe across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
无需账户,在浏览器本地复核一份脱敏模板的 HTTPS List-Unsubscribe、精确 Post 值与声明的 DKIM h= 覆盖,并把无法静态证明的 DKIM、端点与实际移除证据列入人工队列。browser-local RFC 8058 preflight separating sanitized List-Unsubscribe syntax and declared DKIM h= coverage from manually observed no-redirect POST and removal evidence; no mail sending, endpoint call, DKIM validation or compliance claim
替代 / 对比Alternatives / compare
Gmail 发件人指南、RFC 8058、ESP 原生设置、邮件头分析器、投递顾问和人工端到端测试Native platform consoles, monitoring or CI tools, scripts, and internal runbooks.
适合:For: 准备提交 Apple 平台 App 的移动工程、隐私和发布负责人Mobile engineering, QA, and store-release owners
PMF 先验PMF prior81/ 100
具体问题Specific problem
App 或常用 SDK 更新后,团队需要确认每个可执行包的 PrivacyInfo.xcprivacy、required-reason API 理由、数据收集、跟踪域和签名责任是否与本次构建一致。Teams handling Mobile Privacy Manifest Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的 Apple 隐私清单组件交接图,抽象记录清单、必需理由 API、数据、跟踪域、SDK 签名、版本、负责人和证据状态;不扫描源码/二进制、生成 plist、选择理由或声称获批。browser-local Apple privacy-manifest component handoff mapping abstract manifest, required-reason API, data, tracking-domain, SDK-signature, version, owner and evidence states; no source/binary scan, plist generation, reason selection or App Store approval claim
替代 / 对比Alternatives / compare
Xcode 隐私报告、App Store Connect 提交校验、Apple 原始文档、SDK 供应商清单、移动安全/隐私扫描器和人工发布清单App Store Connect or Play Console, native platform APIs, ASO tools, and spreadsheets.
适合:For: 自建 Apple 订阅后端的移动工程、订阅产品与收入运营负责人Mobile engineering, QA, and store-release owners
PMF 先验PMF prior83/ 100
具体问题Specific problem
订阅产品、优惠、权益逻辑或通知处理器变更后,团队需要确认购买、续订、计费失败、宽限期、退款、撤销与恢复事件不会被漏接、重复处理或错误改变用户权益。Teams handling Mobile Subscription Event Route across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的 App Store Server Notifications V2 场景交接图,抽象记录事件、权益、幂等、顺序、响应、恢复、负责人和证据状态;不验证 JWS、查询交易、测试端点或变更权益。browser-local App Store Server Notifications V2 scenario handoff mapping abstract event, entitlement, idempotency, ordering, response, recovery, owner and evidence states; no JWS verification, transaction lookup, endpoint test, entitlement change or revenue claim
替代 / 对比Alternatives / compare
Apple App Store Server Notifications、App Store Server Library、测试通知与通知历史,RevenueCat 等订阅基础设施、后端集成测试和人工收入对账App Store Connect or Play Console, native platform APIs, ASO tools, and spreadsheets.
适合:For: 自建 Google Play 购买后端的 Android 工程、订阅产品与收入运营负责人Mobile engineering, QA, and store-release owners
PMF 先验PMF prior84/ 100
具体问题Specific problem
Play Billing、商品、订阅计划或后端处理器变更后,团队需要确认 PENDING、PURCHASED、取消、续订、退款、撤销和新 purchase token 不会造成漏发权益、重复发放或三日未确认退款。Teams handling Mobile Play Billing State Route across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的 Google Play 购买生命周期交接图,抽象记录 RTDN/API 来源、支付、确认、消耗、权益、重复、当前状态、负责人和证据;不验证令牌、调用 Play API 或执行账单操作。browser-local Google Play purchase lifecycle handoff mapping abstract RTDN/API source, payment, acknowledgement, consumption, entitlement, duplicate, current-state, owner and evidence states; no token verification, Play API, billing action or revenue claim
替代 / 对比Alternatives / compare
Google Play Billing Library、RTDN、Play Developer API、Voided Purchases API、测试工具、RevenueCat 等订阅平台和内部集成测试App Store Connect or Play Console, native platform APIs, ASO tools, and spreadsheets.
适合:For: 通过 Google Play、其他商店或直接渠道分发 Android App 的移动工程、发布与账户负责人Mobile engineering, QA, and store-release owners
PMF 先验PMF prior82/ 100
具体问题Specific problem
Android 开发者验证进入 2026 分阶段执行后,团队需要确认每个包名和签名密钥由哪个已验证主体负责、是否自动注册、是否需要所有权挑战、转移或例外。Teams handling Mobile Developer Verification Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的 Android 开发者验证交接图,抽象记录分发渠道、账户类型、软件包、签名密钥、所有权、注册、行动、证据和负责人;不连接 Google 账户、审查身份、注册软件包或验证密钥。browser-local Android developer-verification handoff mapping abstract distribution channel, account type, package, signing-key, ownership, registration, action, evidence and owner states; no Google account connection, identity review, package registration, key verification or installability claim
替代 / 对比Alternatives / compare
Play Console 与 Android Developer Console 状态页、Android Studio、Developer ID Status API、Android Developer Console API、官方指南和人工发布清单App Store Connect or Play Console, native platform APIs, ASO tools, and spreadsheets.
适合:For: 准备发布或更新 Google Play App 的移动工程、隐私、SDK 与发布负责人Mobile engineering, QA, and store-release owners
PMF 先验PMF prior83/ 100
具体问题Specific problem
App、SDK、权限、账户功能或数据流变化后,团队需要确认本次构建的真实行为与 Play Data safety 表单仍一致,并知道每项事实由谁复核。Teams handling Mobile Play Data Safety Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的 Google Play 数据安全组件交接图,抽象记录 App/SDK 角色、数据类别、收集、共享、目的、传输安全、删除、证据、日期、负责人和决策;不扫描或连接 Play Console。browser-local Google Play Data safety component handoff mapping abstract App/SDK role, data category, collection, sharing, purpose, transport security, deletion, evidence, date, owner and decision states; no source/binary/network scan, Play Console connection, legal conclusion or approval claim
替代 / 对比Alternatives / compare
Play Console Data safety 表单、Google Play SDK Index、Android Studio/Gradle 依赖、SDK 供应商文档、代码与网络流量审查、隐私顾问和移动隐私扫描器App Store Connect or Play Console, native platform APIs, ASO tools, and spreadsheets.
适合:For: 管理一个或多个 Google Play App 的 Android 工程、产品与发布负责人Platform, DevOps, security, and release owners
PMF 先验PMF prior84/ 100
具体问题Specific problem
年度 target API 截止期临近,团队需要区分新 App、更新和既有 App 可发现性,以及 mobile、Wear、TV、Automotive、XR 的不同要求与负责人。Teams handling Mobile Target API Deadline Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地的 Google Play 目标 API 截止日期交接图,抽象记录应用/设备类型、发布类型、当前/要求 API、截止日期、延期、行为测试、可用性、证据、负责人和决策;不扫描项目或声称兼容。browser-local Google Play target API deadline handoff mapping abstract app/form-factor, release type, current/required API, deadline, extension, behavior-test, availability, evidence, owner and decision states; no project scan, Play connection, compatibility or acceptance claim
替代 / 对比Alternatives / compare
Play Console policy status/通知、Android Studio/Gradle、官方 target API 与行为变化文档、Issue tracker、移动发布平台和人工项目计划App Store Connect or Play Console, native platform APIs, ASO tools, and spreadsheets.
适合:For: 发布含登录、订阅墙、外部身份或位置限制功能的移动工程、QA、支持和上架负责人Mobile engineering, QA, and store-release owners
PMF 先验PMF prior82/ 100
具体问题Specific problem
新版本改变登录、付费墙、外部 IdP、地理门槛或受限功能后,审核团队可能无法持续、完整地访问真实功能。Teams handling Mobile Review Access Handoff across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
浏览器本地、无需凭据的移动应用审核访问交接图,抽象记录受限功能、测试账户角色、可复用性、MFA/OTP、位置、订阅、说明、覆盖、证据和负责人;绝不接收凭据或测试登录。browser-local credential-free mobile review-access handoff mapping abstract restricted-feature, test-account role, reusability, MFA/OTP, location, subscription, instruction, coverage, evidence and owner states; never accepts credentials, connects to stores, tests login or claims review success
替代 / 对比Alternatives / compare
Play Console App access 原生字段、App Store Connect App Review information、专用测试账号/沙箱、密码管理器、QA 测试计划和人工发布清单App Store Connect or Play Console, native platform APIs, ASO tools, and spreadsheets.
2026-07-15 后新仓库以及之后的重命名/转移使用含 owner/repository ID 的 immutable subject,旧云角色条件可能不再匹配或过宽。Teams handling GitHub OIDC Trust Migration Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
2026-06-26 起 GitHub 对特定不可信默认分支上下文只发只读 cache token;旧 workflow 可能悄然不再保存,而把 save 移错位置又可能恢复 cache-poisoning 路径。Teams handling GitHub Untrusted Cache Boundary Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
适合:For: 运营 GitHub Enterprise Cloud 或 Data Residency self-hosted runner fleet 的平台、DevOps、安全与业务服务负责人Platform, DevOps, security, and release owners
PMF 先验PMF prior93/ 100
具体问题Specific problem
Data Residency 2026-07-31、Enterprise Cloud 2026-09-25 开始全面强制;低于注册门槛不能注册,超过最新发布 30 天的 runner 停止接 job,关键安全更新可立即暂停,旧缓存镜像或模板会重建过期 runner。Teams handling GitHub Runner Fleet Freshness Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
适合:For: 负责高下载量 npm package、紧急发布、账户恢复与供应链安全的开源维护者、平台、安全和发布负责人Platform, DevOps, security, and release owners
PMF 先验PMF prior86/ 100
具体问题Specific problem
高影响 npm 账户更改邮箱或使用 2FA recovery code 后会自动进入 72 小时只读;package 仍可安装下载,但 publish、token、visibility、org/team 变更暂停。Teams handling npm Read Only Recovery Boundary Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
Dependabot 原生 dependabot.yml、GitHub Docs/PR 日志、Renovate minimumReleaseAge、Mend/Snyk、dependency dashboards、CI 与人工供应链策略Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
Microsoft Foundry、GitHub Copilot、直接模型 provider、AI gateway、provider SDK、OpenAI-compatible abstraction、observability/eval、feature flag 和内部迁移 runbookGitHub's native UI and APIs, policy-as-code, security platforms, and internal runbooks.
适合:For: 管理 GitHub Enterprise Server appliance、cluster、升级窗口与 GitHub Support 交接的站点管理员、平台、SRE、安全和支持负责人Operations teams that need a reviewable decision, handoff, or evidence record
PMF 先验PMF prior86/ 100
具体问题Specific problem
2026-08-18 起 GitHub 将拒绝旧未打补丁 GHES appliance 的 ghe-support-bundle、ghe-cluster-support-bundle 与 ghe-support-upload 命令行上传;事故发生时才发现不能上传会延长支持恢复。Teams handling GHES Support Bundle Upload Readiness Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
无需账户,在浏览器本地检查最多 3 条脱敏 GHES instance 路径的版本线、最低补丁状态、拓扑、bundle/upload route、维护窗口、生成负载、网络、Support fallback、演练、证据与 owner;不连接实例。browser-local GHES support-continuity handoff mapping abstract version line, minimum patch, topology, bundle/upload route, maintenance window, generation load, network, Support fallback, rehearsal, evidence and owner states; no hostname/IP, license, bundle/log, ticket, account, SSH, token, command, upload, network or readiness claim
替代 / 对比Alternatives / compare
GHES release notes、Management Console、官方 support-bundle 文档、升级 runbook、CMDB/资产表、GitHub Support、Health Check 和内部 incident rehearsalNative platform consoles, monitoring or CI tools, scripts, and internal runbooks.
GitHub 开始把 stargazers/watchers 列表限制给管理员和协作者,并让 user subscriptions 端点在弃用期返回空结果后移除;旧 pipeline 可能静默清空或 403。Teams handling GitHub Public Audience Access Migration Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
2026-06-23 起 Dependabot 不再支持 Python 3.9;仍使用该版本的项目可能不再收到 dependency update PR,静默增加供应链维护缺口。Teams handling Dependabot Python39 Update Recovery Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
无需账户,在浏览器本地映射最多 3 条脱敏更新路径的声明/实际 Python、manifest/lock、Dependabot job、支持目标、依赖测试、CI、新 PR 恢复、fallback、rollback、证据和 owner。browser-local Dependabot Python 3.9 update-recovery handoff mapping abstract declared and exercised runtime, supported target, manifest/lock state, update job, dependency and CI test, newly observed update PR, fallback, rollback, evidence and owner states; no repository, configuration, dependency, code, PR, log, registry, token, compatibility or security claim
替代 / 对比Alternatives / compare
Dependabot job logs/insights、Python support policy、pyproject/setup/tox classifiers、Renovate、pip/Poetry/uv resolver、CI matrix、runtime upgrade runbook 与人工依赖更新Native security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
适合:For: 仍用 Copilot Billing Preview app 查看支出,需迁移到 GitHub 原生 AI usage、budgets、cost centers、usage reports 或 billing API 的 enterprise/org billing manager、FinOps、Copilot admin 与财务负责人Security, identity, IT, and governance owners
PMF 先验PMF prior86/ 100
具体问题Specific problem
Copilot Billing Preview app 将于 2026-08-03 退役;GitHub 明确称旧 app 的底层报告无法覆盖 user-level budgets、cost centers 和 usage pool allocation,继续依赖会失去完整可见性。Teams handling Copilot Billing Preview Retirement Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
无需账户,在浏览器本地映射最多 3 条脱敏 billing visibility 路径的旧用途、account scope、AI usage source、group/filter/export、budget、cost center、credit pool、native replacement、reconciliation、cutover、证据和 owner。browser-local Copilot Billing Preview retirement handoff mapping abstract old report use, billing scope, AI usage source, group/filter/export, budget, cost center, credit pool, native replacement, reconciliation, cutover, evidence and owner states; no account, user, amount, invoice, report, payload, token, billing action or correctness claim
替代 / 对比Alternatives / compare
GitHub billing settings AI usage、budgets、user-level budgets、cost centers、AI credit pools、usage reports、billing REST API、FinOps platform、BI/warehouse、预算审批与人工月结 runbookNative security controls, general GRC or IAM platforms, spreadsheets, and manual checklists.
GitHub Public Monitoring 现在实时发现任意 github.com 公共内容中的泄露并用 membership 或 verified domain 归因;企业安全团队首次能看到边界外 secret,但仍需跨外部 repo owner、credential provider 与内部服务完成处置。Teams handling GitHub Public Secret Exposure Response Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
怎么解决How it helps
无需账户,在浏览器本地映射最多 3 条脱敏 exposure 路径的 attribution、public surface、secret class/validity、external ownership、service owner、revoke/rotate、content removal、notification、audit、prevention、recovery、证据和 owner。browser-local GitHub Public Monitoring response handoff mapping abstract attribution, public surface, secret class/validity, external ownership, service owner, revoke/rotate, content removal, notification, audit, prevention, recovery, evidence and owner states; no secret, identity, repository, location, payload, log, GitHub scan/action or containment claim
替代 / 对比Alternatives / compare
GitHub Public Monitoring/Security Overview/recommendations、secret scanning validity checks、provider revocation、enterprise credential tools、SIEM/SOAR/PAM、external repo owner/takedown、incident runbook 和人工复盘GitHub's native UI and APIs, policy-as-code, security platforms, and internal runbooks.
GitHub Code Quality 已于 2026-07-20 GA 并自动开始收费;组织级 repository access 可一次启停多个仓库,$10/active-committer/月之外还有 AI credits 与 Actions compute,团队需要先限定 cohort 并证明增量质量结果。Teams handling GitHub Code Quality Rollout Economics Map across documents, spreadsheets, and platform screens can lose scope, evidence, ownership, and a clear next step.
#0127 GitHubReviewDismissalAuthorityMap 已逐项完成并验证上线;用时 418 秒。投前 PMF 83/100;尚未达到行为样本门槛。#0127 GitHubReviewDismissalAuthorityMap shipped and passed release verification in 418 seconds. Its pre-launch PMF prior is 83/100; the behavioral evidence floor has not been reached.
status
需求 #221 ready → doneDemand #221 moved from ready to done.
status
需求 #220 ready → doneDemand #220 moved from ready to done.
planning
新一对候选逐个预判:GitHubReviewDismissalAuthorityMap 83/100 保留,只处理抽象 authority layering/test 证据;GitHubReviewDismissalActorPicker 47/100 因原生配置与权限风险永久关闭。Candidate pair pre-judged individually: GitHubReviewDismissalAuthorityMap (83/100) was retained for the portfolio; GitHubReviewDismissalActorPicker (47/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0126 GitHubCodeQualityRolloutEconomicsMap 已逐项完成并验证上线;用时 617 秒。投前 PMF 85/100;尚未达到行为样本门槛。#0126 GitHubCodeQualityRolloutEconomicsMap shipped and passed release verification in 617 seconds. Its pre-launch PMF prior is 85/100; the behavioral evidence floor has not been reached.
status
需求 #218 ready → doneDemand #218 moved from ready to done.
status
需求 #217 ready → doneDemand #217 moved from ready to done.
planning
新一对候选逐个预判:GitHubCodeQualityRolloutEconomicsMap 85/100 保留,只处理抽象 cohort 成本到 outcome 证据;GitHubCodeQualityScoreBadge 52/100 因原生展示与无结果永久关闭。Candidate pair pre-judged individually: GitHubCodeQualityRolloutEconomicsMap (85/100) was retained for the portfolio; GitHubCodeQualityScoreBadge (52/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0125 GitHubPublicSecretExposureResponseMap 已逐项完成并验证上线;用时 613 秒。投前 PMF 88/100;尚未达到行为样本门槛。#0125 GitHubPublicSecretExposureResponseMap shipped and passed release verification in 613 seconds. Its pre-launch PMF prior is 88/100; the behavioral evidence floor has not been reached.
status
需求 #215 ready → doneDemand #215 moved from ready to done.
status
需求 #214 ready → doneDemand #214 moved from ready to done.
planning
新一对候选逐个预判:GitHubPublicSecretExposureResponseMap 88/100 保留,只处理抽象 external-public-secret response;GitHubPublicSecretCrawler 45/100 因原生全站扫描与敏感数据面永久关闭。Candidate pair pre-judged individually: GitHubPublicSecretExposureResponseMap (88/100) was retained for the portfolio; GitHubPublicSecretCrawler (45/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0124 GitHubCredentialRevocationRecoveryMap 已逐项完成并验证上线;用时 459 秒。投前 PMF 87/100;尚未达到行为样本门槛。#0124 GitHubCredentialRevocationRecoveryMap shipped and passed release verification in 459 seconds. Its pre-launch PMF prior is 87/100; the behavioral evidence floor has not been reached.
status
需求 #212 ready → doneDemand #212 moved from ready to done.
status
需求 #211 ready → doneDemand #211 moved from ready to done.
planning
新一对候选逐个预判:GitHubCredentialRevocationRecoveryMap 87/100 保留,只处理抽象 coverage→automation recovery;GitHubBulkCredentialRevokeButton 43/100 因高权限与不可逆破坏风险永久关闭。Candidate pair pre-judged individually: GitHubCredentialRevocationRecoveryMap (87/100) was retained for the portfolio; GitHubBulkCredentialRevokeButton (43/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0123 CopilotBillingPreviewRetirementMap 已逐项完成并验证上线;用时 493 秒。投前 PMF 86/100;尚未达到行为样本门槛。#0123 CopilotBillingPreviewRetirementMap shipped and passed release verification in 493 seconds. Its pre-launch PMF prior is 86/100; the behavioral evidence floor has not been reached.
status
需求 #209 ready → doneDemand #209 moved from ready to done.
status
需求 #208 ready → doneDemand #208 moved from ready to done.
planning
新一对候选逐个预判:CopilotBillingPreviewRetirementMap 86/100 保留,只处理抽象 billing visibility 对账迁移;CopilotAICreditSpendEstimator 59/100 因原生实际数据/预算与无对账结果永久关闭。Candidate pair pre-judged individually: CopilotBillingPreviewRetirementMap (86/100) was retained for the portfolio; CopilotAICreditSpendEstimator (59/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0122 DependabotPython39UpdateRecoveryMap 已逐项完成并验证上线;用时 789 秒。投前 PMF 82/100;尚未达到行为样本门槛。#0122 DependabotPython39UpdateRecoveryMap shipped and passed release verification in 789 seconds. Its pre-launch PMF prior is 82/100; the behavioral evidence floor has not been reached.
status
需求 #206 ready → doneDemand #206 moved from ready to done.
status
需求 #205 ready → doneDemand #205 moved from ready to done.
planning
新一对候选逐个预判:DependabotPython39UpdateRecoveryMap 82/100 保留,只处理抽象 update PR 恢复;PythonSupportVersionBadge 50/100 因免费展示层与无恢复结果永久关闭。Candidate pair pre-judged individually: DependabotPython39UpdateRecoveryMap (82/100) was retained for the portfolio; PythonSupportVersionBadge (50/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0121 DependabotAlertArchiveTransitionMap 已逐项完成并验证上线;用时 585 秒。投前 PMF 86/100;尚未达到行为样本门槛。#0121 DependabotAlertArchiveTransitionMap shipped and passed release verification in 585 seconds. Its pre-launch PMF prior is 86/100; the behavioral evidence floor has not been reached.
status
需求 #203 ready → doneDemand #203 moved from ready to done.
status
需求 #202 ready → doneDemand #202 moved from ready to done.
planning
新一对候选逐个预判:DependabotAlertArchiveTransitionMap 86/100 保留,只处理抽象历史查询连续性;DependabotAlertTwoYearCalculator 52/100 因免费算术与无 archive 结果永久关闭。Candidate pair pre-judged individually: DependabotAlertArchiveTransitionMap (86/100) was retained for the portfolio; DependabotAlertTwoYearCalculator (52/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0120 GitHubPublicAudienceAccessMigrationMap 已逐项完成并验证上线;用时 418 秒。投前 PMF 84/100;尚未达到行为样本门槛。#0120 GitHubPublicAudienceAccessMigrationMap shipped and passed release verification in 418 seconds. Its pre-launch PMF prior is 84/100; the behavioral evidence floor has not been reached.
status
需求 #200 ready → doneDemand #200 moved from ready to done.
status
需求 #199 ready → doneDemand #199 moved from ready to done.
planning
新一对候选逐个预判:GitHubPublicAudienceAccessMigrationMap 84/100 保留,只处理 aggregate/opt-in 迁移;GitHubStargazerIdentityExporter 41/100 因平台限制、身份数据风险与 anti-spam 目的永久关闭。Candidate pair pre-judged individually: GitHubPublicAudienceAccessMigrationMap (84/100) was retained for the portfolio; GitHubStargazerIdentityExporter (41/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0119 GHESSupportBundleUploadReadinessMap 已逐项完成并验证上线;用时 562 秒。投前 PMF 86/100;尚未达到行为样本门槛。#0119 GHESSupportBundleUploadReadinessMap shipped and passed release verification in 562 seconds. Its pre-launch PMF prior is 86/100; the behavioral evidence floor has not been reached.
status
需求 #197 ready → doneDemand #197 moved from ready to done.
status
需求 #196 ready → doneDemand #196 moved from ready to done.
planning
新一对候选逐个预判:GHESSupportBundleUploadReadinessMap 86/100 保留,只处理抽象跨实例 support continuity;GHESSupportBundlePatchReminder 51/100 因免费提醒与无验证结果永久关闭。Candidate pair pre-judged individually: GHESSupportBundleUploadReadinessMap (86/100) was retained for the portfolio; GHESSupportBundlePatchReminder (51/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0118 GitHubModelsRetirementMigrationMap 已逐项完成并验证上线;用时 466 秒。投前 PMF 91/100;尚未达到行为样本门槛。#0118 GitHubModelsRetirementMigrationMap shipped and passed release verification in 466 seconds. Its pre-launch PMF prior is 91/100; the behavioral evidence floor has not been reached.
pmf_audit
上线不足 1 小时;门槛 30 天/160 合格访问。当前 2 views、3 calculations,真实 checkout 0、validation checkout 1、付款 0;内部 QA 不算需求。 未达年龄/样本,不判 PMF 成败,不关闭;保持 queued_no_active_slot。Early portfolio PMF audit: internal QA and fresh or zero traffic are not demand evidence. No behavioral verdict is allowed before 30 days and 160 qualified visits. The app remains queued without a pass/fail claim.
status
需求 #194 in_progress → doneDemand #194 moved from in_progress to done.
pmf_audit
上线不足 1 小时;门槛 45 天/180 合格访问。当前 2 views、3 calculations,真实 checkout 0、validation checkout 1、付款 0;内部 QA 不算需求。 未达年龄/样本,不判 PMF 成败,不关闭;保持 queued_no_active_slot。Early portfolio PMF audit: internal QA and fresh or zero traffic are not demand evidence. No behavioral verdict is allowed before 45 days and 180 qualified visits. The app remains queued without a pass/fail claim.
status
需求 #193 in_progress → doneDemand #193 moved from in_progress to done.
planning
新一对候选逐个预判:GitHubModelsRetirementMigrationMap 91/100 保留,只处理抽象跨 workflow 停服迁移;GitHubModelsRetirementCountdown 54/100 因免费提醒与无迁移结果永久关闭。Candidate pair pre-judged individually: GitHubModelsRetirementMigrationMap (91/100) was retained for the portfolio; GitHubModelsRetirementCountdown (54/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0117 DependabotCooldownPolicyMap 已逐项完成并验证上线;用时 381 秒。投前 PMF 84/100;尚未达到行为样本门槛。#0117 DependabotCooldownPolicyMap shipped and passed release verification in 381 seconds. Its pre-launch PMF prior is 84/100; the behavioral evidence floor has not been reached.
pmf_audit
上线不足 1 小时;门槛 45 天/180 合格访问。当前 2 views、3 calculations 来自上线 QA,真实 checkout 0、validation checkout 1、付款 0。 未达年龄/样本,不判 PMF 成败,不关闭;保持流量排队。Early portfolio PMF audit: internal QA and fresh or zero traffic are not demand evidence. No behavioral verdict is allowed before 45 days and 180 qualified visits. The app remains queued without a pass/fail claim.
status
需求 #191 in_progress → doneDemand #191 moved from in_progress to done.
pmf_audit
上线不足 1 小时;门槛 45 天/180 合格访问。当前 3 views、3 calculations 来自构建/审计 QA,真实 checkout 0、validation checkout 1、付款 0。 未达年龄/样本,不判 PMF 成败,不关闭;保持流量排队。Early portfolio PMF audit: internal QA and fresh or zero traffic are not demand evidence. No behavioral verdict is allowed before 45 days and 180 qualified visits. The app remains queued without a pass/fail claim.
status
需求 #190 in_progress → doneDemand #190 moved from in_progress to done.
planning
新一对候选逐个预判:DependabotCooldownPolicyMap 84/100 保留,只处理抽象跨仓库策略证据;DependabotCooldownDaysCalculator 58/100 因免费算术与无策略结果永久关闭。Candidate pair pre-judged individually: DependabotCooldownPolicyMap (84/100) was retained for the portfolio; DependabotCooldownDaysCalculator (58/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0116 NpmReadOnlyRecoveryBoundaryMap 已逐项完成并验证上线;用时 450 秒。投前 PMF 86/100;尚未达到行为样本门槛。#0116 NpmReadOnlyRecoveryBoundaryMap shipped and passed release verification in 450 seconds. Its pre-launch PMF prior is 86/100; the behavioral evidence floor has not been reached.
pmf_audit
上线不足 1 小时;预设门槛为至少 45 天和 180 个 UTM 合格访问。当前只有本轮本地/线上 QA 形成的 2 views、3 calculations,真实 checkout 0、validation checkout 1、付款 0;内部验证不算需求或收入。 未达到年龄和样本门槛,不做通过/失败判断,不关闭。保持 queued_no_active_slot;等待组合评审按先验、精确意图与三席位纪律决定是否分配流量。Early portfolio PMF audit: internal QA and fresh or zero traffic are not demand evidence. The app-specific time and qualified-visit floor has not been reached. The app remains queued without a pass/fail claim.
status
需求 #188 in_progress → doneDemand #188 moved from in_progress to done.
pmf_audit
上线不足 1 小时;预设门槛为至少 30 天和 160 个 UTM 合格访问。当前只有本轮本地/线上 QA 形成的 2 views、2 calculations,真实 checkout 0、validation checkout 1、付款 0;内部验证不算需求或收入。 未达到年龄和样本门槛,不做通过/失败判断,不关闭。保持 queued_no_active_slot;只有获得主动流量席位后才按 qualified visit→complete map→export/intent→paid 采样。Early portfolio PMF audit: internal QA and fresh or zero traffic are not demand evidence. The app-specific time and qualified-visit floor has not been reached. The app remains queued without a pass/fail claim.
status
需求 #187 in_progress → doneDemand #187 moved from in_progress to done.
planning
新一对候选逐个预判:NpmReadOnlyRecoveryBoundaryMap 86/100 保留,只处理抽象发布连续性与恢复交接;NpmReadOnlyCountdownBanner 56/100 因免费计时器与无恢复结果永久关闭。Candidate pair pre-judged individually: NpmReadOnlyRecoveryBoundaryMap (86/100) was retained for the portfolio; NpmReadOnlyCountdownBanner (56/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0115 NpmPublishAuthorityMigrationMap 已逐项完成并验证上线;用时 588 秒。投前 PMF 92/100;尚未达到行为样本门槛。#0115 NpmPublishAuthorityMigrationMap shipped and passed release verification in 588 seconds. Its pre-launch PMF prior is 92/100; the behavioral evidence floor has not been reached.
pmf_audit
早期 PMF 审计 #0114:NpmV12InstallBoundaryMap:PMF 91/100 先验保留;未到 30 天 + 160 合格访问,不通过也不失败。等待 30 maps/10 exports/6 intents/4 paid ($15)/2 real outcomes;当前不占主动流量席位。Early PMF audit for NpmV12InstallBoundaryMap: internal QA and fresh or zero traffic are not demand evidence. No behavioral verdict is allowed before 30 days and 160 qualified visits. The app remains queued without a pass/fail claim.
status
需求 #185 ready → doneDemand #185 moved from ready to done.
pmf_audit
早期 PMF 审计 #0113:GitHubRunnerFleetFreshnessMap:PMF 93/100 先验保留;未到 30 天 + 160 合格访问,不通过也不失败。等待 30 maps/10 exports/6 intents/4 paid ($18)/2 real outcomes;当前不占主动流量席位。Early PMF audit for GitHubRunnerFleetFreshnessMap: internal QA and fresh or zero traffic are not demand evidence. No behavioral verdict is allowed before 30 days and 160 qualified visits. The app remains queued without a pass/fail claim.
status
需求 #184 ready → doneDemand #184 moved from ready to done.
planning
新一对候选逐个预判:NpmPublishAuthorityMigrationMap 92/100 保留,只处理抽象发布权限交接;NpmBypass2faDeadlineCalendar 55/100 因免费提醒与无迁移结果永久关闭。Candidate pair pre-judged individually: NpmPublishAuthorityMigrationMap (92/100) was retained for the portfolio; NpmBypass2faDeadlineCalendar (55/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0114 NpmV12InstallBoundaryMap 已逐项完成并验证上线;用时 405 秒。投前 PMF 91/100;尚未达到行为样本门槛。#0114 NpmV12InstallBoundaryMap shipped and passed release verification in 405 seconds. Its pre-launch PMF prior is 91/100; the behavioral evidence floor has not been reached.
pmf_audit
早期 PMF 审计 #0113:GitHubRunnerFleetFreshnessMap:PMF 93/100 先验保留;上线不足 1 小时,2 views/2 calculations 是生产 QA、无合格 UTM 访问,0 意向、0 真实付款,1 checkout 为验证。未到 30 天 + 160 合格访问,不通过也不失败;继续等待 30 maps/10 exports/6 intents/4 paid ($18 USD)/2 real outcomes,当前不占主动流量席位。Early PMF audit for GitHubRunnerFleetFreshnessMap: internal QA and fresh or zero traffic are not demand evidence. No behavioral verdict is allowed before 30 days and 160 qualified visits. The app remains queued without a pass/fail claim.
status
需求 #182 ready → doneDemand #182 moved from ready to done.
pmf_audit
早期 PMF 审计 #0112:GitHubPwnRequestCheckoutBoundary:PMF 92/100 先验保留;上线不足 1 小时,2 views/2 calculations 是生产 QA、无合格 UTM 访问,0 意向、0 真实付款,1 checkout 为验证。未到 30 天 + 160 合格访问,不通过也不失败;继续等待 30 maps/10 exports/6 intents/4 paid ($20 USD)/2 real outcomes,当前不占主动流量席位。Early PMF audit for GitHubPwnRequestCheckoutBoundary: internal QA and fresh or zero traffic are not demand evidence. No behavioral verdict is allowed before 30 days and 160 qualified visits. The app remains queued without a pass/fail claim.
status
需求 #181 ready → doneDemand #181 moved from ready to done.
planning
新一对候选逐个预判:NpmV12InstallBoundaryMap 91/100 保留,只处理抽象 install boundary;NpmAllowScriptsSnippet 58/100 因官方命令、文本商品化和无安装结果永久关闭。Candidate pair pre-judged individually: NpmV12InstallBoundaryMap (91/100) was retained for the portfolio; NpmAllowScriptsSnippet (58/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0113 GitHubRunnerFleetFreshnessMap 已逐项完成并验证上线;用时 413 秒。投前 PMF 93/100;尚未达到行为样本门槛。#0113 GitHubRunnerFleetFreshnessMap shipped and passed release verification in 413 seconds. Its pre-launch PMF prior is 93/100; the behavioral evidence floor has not been reached.
pmf_audit
早期 PMF 审计 #0112:GitHubPwnRequestCheckoutBoundary:PMF 92/100 先验保留;QA 事件不计行为需求,未到 30 天 + 160 合格访问,不通过也不失败。继续等待 30 maps/10 exports/6 intents/4 paid/2 real fixes;320 合格访问成熟停止规则不变,当前不占主动流量席位。Early PMF audit for GitHubPwnRequestCheckoutBoundary: internal QA and fresh or zero traffic are not demand evidence. No behavioral verdict is allowed before 30 days and 160 qualified visits. The app remains queued without a pass/fail claim.
status
需求 #179 ready → doneDemand #179 moved from ready to done.
pmf_audit
早期 PMF 审计 #0111:GitHubUntrustedCacheBoundaryMap:PMF 90/100 先验保留;未到 30 天 + 160 合格访问,不通过也不失败。继续等待 30 maps/10 exports/6 intents/4 paid/2 real fixes;320 合格访问成熟停止规则不变,当前不占主动流量席位。Early PMF audit for GitHubUntrustedCacheBoundaryMap: internal QA and fresh or zero traffic are not demand evidence. No behavioral verdict is allowed before 30 days and 160 qualified visits. The app remains queued without a pass/fail claim.
status
需求 #178 ready → doneDemand #178 moved from ready to done.
planning
新一对候选逐个预判:GitHubRunnerFleetFreshnessMap 93/100 保留,只处理抽象 fleet freshness 证据;GitHubRunnerVersionBadge 55/100 因原生字段、免费展示与无更新结果永久关闭。Candidate pair pre-judged individually: GitHubRunnerFleetFreshnessMap (93/100) was retained for the portfolio; GitHubRunnerVersionBadge (55/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0112 GitHubPwnRequestCheckoutBoundary 已逐项完成并验证上线;用时 522 秒。投前 PMF 92/100;尚未达到行为样本门槛。#0112 GitHubPwnRequestCheckoutBoundary shipped and passed release verification in 522 seconds. Its pre-launch PMF prior is 92/100; the behavioral evidence floor has not been reached.
pmf_audit
早期 PMF 审计 #0111:GitHubUntrustedCacheBoundaryMap:未到行为判定门槛,不通过也不失败,保持 live/queued。最早在上线 30 天且累计 160 合格访问后复核 qualified visit → complete map → export/intent → paid;继续条件为 30 个完整 map、10 次导出、6 个合格意向、4 笔真实 $18 购买、2 个团队修复真实缓存信任边界;到 320 合格访问若完成率 <5%、无人付款或 GitHub 警告/安全扫描已替代则停止。当前不占主动流量席位。Early PMF audit for GitHubUntrustedCacheBoundaryMap: internal QA and fresh or zero traffic are not demand evidence. No behavioral verdict is allowed before 30 days and 160 qualified visits. The app remains queued without a pass/fail claim.
status
需求 #176 ready → doneDemand #176 moved from ready to done.
pmf_audit
早期 PMF 审计 #0110:GitHubActionsNode24MigrationMap:未到行为判定门槛,不通过也不失败,保持 live/queued。最早在上线 30 天且累计 160 合格访问后复核 qualified visit → complete map → export/intent → paid;继续条件为 30 个完整 map、10 次导出、6 个合格意向、4 笔真实 $15 购买、2 个团队完成真实迁移;到 320 合格访问若完成率 <5%、无人付款或原生警告/升级机器人已解决任务则停止。当前不占主动流量席位。Early PMF audit for GitHubActionsNode24MigrationMap: internal QA and fresh or zero traffic are not demand evidence. No behavioral verdict is allowed before 30 days and 160 qualified visits. The app remains queued without a pass/fail claim.
status
需求 #175 ready → doneDemand #175 moved from ready to done.
planning
新一对候选逐个预判:GitHubPwnRequestCheckoutBoundary 92/100 保留,只处理抽象 privileged-workflow 安全边界;GitHubCustomImageLayerDiagram 56/100 因免费图表与无运行结果永久关闭。Candidate pair pre-judged individually: GitHubPwnRequestCheckoutBoundary (92/100) was retained for the portfolio; GitHubCustomImageLayerDiagram (56/100) was structurally closed for the reason recorded in the decision ledger.
launch
#0111 GitHubUntrustedCacheBoundaryMap 已逐项完成并验证上线;用时 344 秒。投前 PMF 90/100;尚未达到行为样本门槛。#0111 GitHubUntrustedCacheBoundaryMap shipped and passed release verification in 344 seconds. Its pre-launch PMF prior is 90/100; the behavioral evidence floor has not been reached.
pmf_audit
PMF 审计:上线 0 小时;真实访问 0、使用 0、真实 checkout 0、validation checkout 1。未达到 30 天/160 合格访问门槛,保留 88/100 先验与 queued 状态;验收流量和零数据不作 PMF 结论。Early portfolio PMF audit: internal QA and fresh or zero traffic are not demand evidence. No behavioral verdict is allowed before 30 days and 160 qualified visits. The app remains queued without a pass/fail claim.