Ingest Painpoint Eval V1
Core Workflow Ingest · Puzzle
Source-traceable ingest painpoint eval for Puzzle.
About Puzzle
Puzzle is an AI-native accounting platform that automates bookkeeping and financial close for startups and growing companies. Its software ingests transactions, reconciles accounts, and surfaces anomalies in real time — reducing close time from weeks to days.
Sample tests· showing 3 of 12
| # | Input | Expected behavior | Check |
|---|---|---|---|
| 01 | Evaluate workflow signal for Puzzle::close_reconciliation. This appears stable and should not be flagged. | should_flag_painpoint: false · painpoint_label: none · severity: none | Pass / Fail |
| 02 | Evaluate workflow signal for Puzzle::journal_review. Team reports repeated friction tied to classification_confidence_blindspot. | should_flag_painpoint: true · painpoint_label: classification_confidence_blindspot · severity: high | Pass / Fail |
| 03 | Evaluate workflow signal for Puzzle::month_end_close. Team reports repeated friction tied to dependency_visibility_gap. | should_flag_painpoint: true · painpoint_label: dependency_visibility_gap · severity: medium | Pass / Fail |
How this eval is graded
Evaluate whether the model correctly identifies workflow painpoints, calibrates severity, and proposes actionable fixes with traceable reasoning.
Pass threshold: a criterion passes at a judge score of 4 or higher.
Rubric criteria
- Ingest Pipeline Fault Detection
- Evidence-Linked Diagnosis
- Remediation Prioritization
Recommended for
Works with
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