A constrained AI workflow for source-grounded triage.
The system separates retrieval, reasoning, contradiction, and human review so the output is easier to audit than a one-shot AI answer.
Cross-check
independent checks by multiple AIs
Cited
every output tied to its sources
Audit
reviewable decision records
Each step has one job.
Separating the workflow makes weak evidence easier to reject and strong evidence easier to explain.
Claim decomposition
Break claims into testable elements and jurisdiction-aware constraints.
Evidence retrieval
Pull product pages, technical materials, filings, screenshots, and citations.
Counter-review
Challenge the fit before routing anything to the final report.
Confidence is routed, not hidden.
The product should make uncertainty visible, because uncertainty is what tells counsel where to spend time.
Source requirement
Assertions need a citation trail before they can leave the pipeline.
Disagreement handling
Conflicting AI assessments are retained in the dissent log instead of being averaged away.
Human checkpoint
High-stakes findings can go to attorney review before any business action.