A constrained AI workflow for legal-grade triage.
The system separates retrieval, reasoning, contradiction, and human review so the output is easier to audit than a one-shot AI answer.
Council
bounded persona review pattern
RAG
source-grounded evidence trail
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 council assessments are retained in the dissent log instead of being averaged away.
Human checkpoint
High-stakes findings move through attorney review before business action.