Cheap calls can still make
expensive successful work.
Import redacted event costs keyed by task_id and an explicit final outcome. The calculator deduplicates event_id, rolls every model/tool step into the task, and separates success cost, failure waste and unknown outcome cost.
Task-level unit economics
Highest-cost tasks
| Task | Events | Outcome | Cost |
|---|
Data and decision gaps
Free: up to 1,000 rows. A $10 purchase grants 100,000 processing credits; a paid report consumes the current valid row count. Raw CSV, prompts and outputs remain in this browser.
Unit-economics boundary: cost per success is only as valid as task identity, event deduplication, cost completeness and the human-owned success definition. Unknown outcomes stay out of the success denominator. Optional task value is a scenario input—not proven revenue, margin or causal business value.
$10 unit-economics report
Use prepaid credits for larger local batches and generate an editable report with task/outcome definitions, reconciliation checks, cost slices, high-cost tasks and decision experiments.
- Per-success, failure-waste and unknown-outcome cost
- Feature / version / model slice table
- High-cost task and repeated-event review queue
- Reconciliation, success-definition and owner signoff
Unit-economics evidence and observability substitutes
PMF pre-judgment 84/100 · 21 days + 150 qualified visits before a behavioral verdict