Commercial services

Four ways to work with us.

One engine. Four engagements shaped around what you're trying to defend — an FDA submission, a journal revision, an investor memo, or a proprietary cohort. Priced to match scope. Scoped to match evidence requirements.

01 · Engine License 02 · Adversarial Validation 03 · Partnership 04 · Evidence Integrity Score
Service 01

Discovery Engine License

A dedicated instance of the RocSite Discovery Engine running against your proprietary patient data. The engine automatically detects contradictions between your outcomes and published literature, and generates a monthly report with evidence hashes and OSF pre-registration for every finding.

$500K – $2M / year

Pharma · health systems · clinical AI companies with proprietary data.

What you get

  • Dedicated engine instance, sized for your cohort
  • Your data stays in your environment, or in ours under a DUA
  • Automated contradiction detection vs. 51M indexed documents
  • Monthly discovery reports with novelty scoring
  • Evidence hashes and OSF pre-registration for every finding
  • Publication support — co-authored or ghost, your choice

Four-week onboarding

Week 1

Infrastructure

Data use agreement, environment provisioning, access controls.

Week 2

Cohort baseline

Cohort definition, literature baseline sweep, contradiction thresholds.

Week 3

Discovery run

Engine executes. Twin consensus validation. Novelty scoring.

Week 4

Findings + OSF

Report delivery, pre-registration, audit trail handoff.

Request a licensing conversation

Adam replies within 24 hours. No sales sequence.

Service 02

Adversarial Validation

Independent falsification testing of your model or claim before FDA submission or hospital procurement. This is the only independent adversarial validation service with a published peer-reviewed methodology. Not proprietary. Not a black box. Citable.

$200K – $1M / engagement

Clinical AI companies · hospital systems · pharma outcomes teams.

Six-layer validation framework

01
Cohort definition audit
02
Feature leakage detection
03
Label stability testing
04
Cross-dataset validation
05
Subgroup performance
06
Temporal stability

What you get

  • Independent falsification report suitable for FDA submission
  • Care-process leakage detection (the one that fails benchmarks)
  • Institution-type bias analysis across 209 validation hospitals
  • Dataset shift + temporal drift assessment
  • Written validation report with cryptographic evidence chain
  • Ed25519-signed attestation, timestamped on OSF

FDA AI/ML guidance — readiness checklist

  • Good Machine Learning Practice (GMLP) evidence trail
  • Predetermined Change Control Plan (PCCP) compatible
  • Representative data sampling documented
  • Performance monitoring framework included
  • Transparency report generated automatically
  • Bias evaluation across demographic subgroups

Request an adversarial audit

Adam replies within 24 hours.

Service 03

Clinical Discovery Partnership

We run the engine against your proprietary cohort. Joint analysis, joint interpretation, co-authored publication with RocSite methodology credited. All code published openly. OSF pre-registration before any analysis runs.

$100K – $500K + co-authorship

Academic medical centers · mid-size pharma · contract research organizations.

What's included

  • RocSite engineers run the engine against your cohort
  • OSF pre-registration before analysis — priority claim secured for your team
  • Joint interpretation sessions with Adam and our clinical informatics lead
  • Co-authored manuscript, open methods, open code
  • All evidence hashes delivered with the manuscript
  • Your institution retains data custody throughout

Propose a partnership

Adam replies within 24 hours.

Service 04 · New

Evidence Integrity Score

Run any paper, clinical study, FDA submission, or outcomes claim through the RocSite contradiction engine. Receive a scored report signed with Ed25519 cryptographic attestation — suitable for regulatory submission, investor due diligence, or a journal peer-review response.

This is the product the FDA eventually asks everyone to run first.

$5K – $25K per document

Per paper, per submission, per claim. Volume pricing for portfolios.

The Integrity Score

A 0–100 composite built from five independently-scored axes. Each axis runs against the full engine, not a spot-check.

Example report

Literature consistency
72
Internal consistency
88
Cross-dataset replication
54
Temporal stability
81
Subgroup fairness
76
COMPOSITE INTEGRITY SCORE
74

What the report includes

  • Full breakdown of each axis with contradicting literature citations
  • Specific claims flagged as unsupported or fragile
  • Recommended remediation steps before re-submission
  • Ed25519-signed PDF with cryptographic evidence chain
  • OSF timestamp and Merkle-chain audit trail
  • Suitable for FDA response, journal revision letter, investor due diligence

Run a document

Upload first → instant cost estimate. Nothing charged until you approve.

Pay after you see the quote. Larger uploads routed directly to R2 (up to 2 GB).