Aspen Metrics is building practical QA infrastructure for receipt data.
Aspen Metrics is an early-stage company developing ReceiptCheck, a QA layer for teams that rely on receipt parser or vendor JSON before it reaches payouts, rebates, fraud review, analytics, or customer workflows.
We are starting with a focused benchmark product: QA Lite. It checks parser/vendor JSON for risky structured-output issues such as math mismatches, missing totals, duplicate rows, malformed items, and buyer-critical flags — without requiring receipt images or OCR text for the first benchmark.
Our approach is intentionally narrow: start with small, low-friction benchmarks, report findings clearly, avoid unnecessary raw receipt exposure, and expand only where evidence shows deeper checks are needed.
The scope of ReceiptCheck
- Receipt-output QA for parser/vendor JSON
- Privacy-conscious benchmark reports
- Buyer-critical issue reporting
- Evidence-based checks for OCR text and receipt images — in development
- Deeper comparison workflows for teams that need evidence beyond JSON-only checks
Benchmark-led, privacy-conscious
- Start with small benchmark samples before larger integrations
- Keep QA Lite JSON-only to reduce data exposure
- Report findings with reason codes and redacted examples
- Separate what is available now from what is still in development
- Work alongside existing parser/vendor systems instead of leading with replacement
Current status
ReceiptCheck is in active development. QA Lite benchmark conversations are open with selected early teams. Deeper evidence-based checks and ongoing QA workflows are in development.