Review Queue
Human-in-the-loop decision gate
Resolve ambiguous observations before recommendations become trusted purchasing guidance.
| Case | Item | Source | Reason | Priority | Confidence | Assignee |
|---|---|---|---|---|---|---|
| rev_1924 | Cold foam mix | Wholesale catalog | Package size ambiguous between 32 oz and 64 oz | high | 62% confidence | QA reviewer |
| rev_1925 | Porcelain tile | Building supply catalog | Visual product mismatch across candidate cards | medium | 71% confidence | Operator |
| rev_1926 | Paint primer | Facilities paint supplier | Availability older than TTL | low | 68% confidence | Operator |
Case detail
rev_1924 · package-size ambiguity
Candidate match comparison
Cold foam base 64 oz
62% confidenceFoodservice catalog · size text partly occluded
Vanilla cold foam 32 oz
58% confidenceMarketplace catalog · wrong pack count
Cold foam concentrate 4-pack
54% confidenceLocal distributor · manual source
Validation checklist
Evidence hash present
Source timestamp inside TTLneeds review
Unit normalization explainable
Candidate title matches canonical aliases
Recommendation confidence separate from extraction confidence
Review actions
Shortcuts: A accept, C correct, R reject, N next case.
Concept Reference
Human Review Queue
Human-in-the-loop review surface for ambiguous matches, editable fields, validation, and audit trails.
Open mapped interface