Root Cause Analytics Sydney, AustraliaDocument extraction and synthetic data systemsFile № RCA-2026

Evidence · run logs, not brochures

We publish our misses.

Most vendors quote one accuracy number. We publish run logs: every field on every document, including the ones the models got wrong. When a model fails a document, it is scored zero and recorded in the results.

Latest live trial · 05/08/2026

Run rca-library-trial-20-w3 · 20 documents

20 documents, five fields each, ground truth known before the run. Sonnet 5 and Opus 5 completed all 20. Haiku 4.5 completed 18 and hit its output limit on two dense flow sheets, so those two score zero in the table. Document type identification is our current weak spot.

Total API spend for this run: A$4.42

  • Haiku 4.5 · doc-0042: anthropic: output_truncated - reply hit the max_tokens output limit
  • Haiku 4.5 · doc-0044: anthropic: output_truncated - reply hit the max_tokens output limit
Field accuracy · 20-document live trial
FieldSonnet 5Haiku 4.5Opus 5Result
Entity20/2018/2020/20strong
Amount20/2020/2020/20clean
Document date19/2018/2020/20strong
Reference number19/2016/2016/20needs work
Document type14/2015/2014/20needs work
Overall field checks92/10087/10090/100honest

V2 OCR benchmark · no AI assistance

13 documents · 76 fields

96.1% field accuracy (73/76) on OCR-only extraction across 76 fields. No AI, no provider key, nothing leaves the machine. The per-template breakdown is on the right, misses included.

Dataset: tests/bench/extract-v2 (bundled synthetic self-test)
Generated 04/06/2026

OCR-only accuracy by template
TemplateCorrectAccuracy
finance-invoice15/1693.8%
finance-receipt9/1090.0%
clinical-lab-report14/14100.0%
insurance-claim9/1090.0%
insurance-eob7/7100.0%
finance-bank-statement5/5100.0%
identity-passport6/6100.0%
identity-drivers-license5/5100.0%
generic-keyvalue3/3100.0%
All templates73/7696.1%

Methodology

How these numbers are made

Want this run against your document types?

Ask for a benchmark pack. Same methodology, your formats, ground truth included.

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