RCA Benchmark Packs
Smaller paid packs for QA, vendor evaluation, and pilots
Pre-built subsets of the RCA Insurance and Medical libraries, scoped for fast review or procurement evaluation.
Real pages from the libraries
Every Benchmark Pack is curated from one of the full libraries. Browse representative pages here. Each pack ships with ground truth, bounding boxes, scanned variants, and a recommended review path.
The current pack menu
Each pack is a small, paid, curated subset designed for a specific evaluation use case. Smaller than a full library, larger than a preview. New pack types are added as customer use cases emerge.
Insurance QA Sprint Pack
- 10 complete commercial P&C submission packs
- Ground truth, bboxes, scanned variants, and engineered red flag summary
- 30-minute handover call to walk through the schema and red flag inventory
- AUD $2,500 fixed price
- Same-day delivery from order confirmation
- Designed for QA-ing an existing extraction pipeline against a controlled, varied input set
Insurance QA Starter Pack
- 4 complete commercial P&C submission packs
- Ground truth, bboxes, scanned variants, and engineered red flag summary
- AUD $1,000 fixed price
- Same-day delivery from order confirmation
- Smaller first-look than the 10-pack Sprint. Same library, same quality, fewer packs.
Insurance Procurement Pack
- 5 to 10 packs scoped for vendor evaluation
- All vendors get the same PDFs and the same ground truth
- You score them against the same baseline
- Contact for quote (depends on scope and number of vendors)
Medical Review Pack
- 25 to 35 representative medical documents across the major document types
- Designed for a five-minute review path documented in the pack README
- Free for qualified prospects
- Paid extension available if you want a larger review
Medical Pilot Pack
- 100 to 200 documents curated against your specific use case (discharge summary heavy, or pathology heavy, or a specific clinical specialty)
- Priced per scope
- Designed to feed an internal pilot before committing to a full QA library or a vendor
What every Benchmark Pack ships with
- README_START_HERE.md with the recommended review path
- license_summary.md stating what you can and cannot do with the files
- validation_summary.md confirming PDF / ground truth / bbox / scan integrity
- file_list.csv mapping each PDF to its document_id, document_type, template_family, style_profile
- ground_truth_sample.csv and ground_truth_sample.jsonl
- bboxes_sample.jsonl with labelled bboxes (per-claim row and per-location row for insurance)
- manifest_sample.json summarising pack composition
- Insurance packs additionally ship red_flags_summary.csv with where_to_review pointers
Why packs and not just libraries
A library is for ML training and bulk QA. A Benchmark Pack is for a specific human-led evaluation: a review, a vendor comparison, a pre-rollout QA, a stakeholder demo. Smaller, more curated, faster to consume, and shipped with a recommended review path.
If your use case is "we want to evaluate three vendors against the same baseline", a pack is the right unit. If your use case is "we need 500 labelled discharge summaries to train a model", a library is the right unit.
Pricing summary
Every pack ships same-day. The generator is a deterministic Python pipeline that produces the documents in minutes.
| Pack | What is in it | Price |
|---|---|---|
| Insurance 2-pack preview | 2 complete submission packs | Free |
| Insurance QA Starter Pack | 4 complete packs + engineered red flag summary | AUD $1,000 |
| Insurance QA Sprint Pack | 10 complete packs + engineered red flag summary + 30-minute handover call | AUD $2,500 |
| Insurance Procurement Pack | 5 to 10 packs scoped for vendor evaluation. All vendors score against the same documents | Contact for quote |
| Medical 25-doc review pack | 25 to 35 representative medical documents with a five-minute review path | Free for qualified prospects |
| Medical Pilot Pack | 100 to 200 documents scoped to your specialty (discharge, pathology, or a specific clinical area) | Contact for quote |
| Education and tertiary | Substantial discount on any library or pack for accredited education and research institutions | Contact for quote |
Order the Insurance QA Sprint Pack
10 complete submission packs. Engineered red flags. AUD $2,500. Same-day delivery. 30-minute handover call.