Private evidence options
Use public pages, internal notes, metadata, aggregates, or redacted samples to start and deepen assessments.
Human review controls
No recommendation should change just because extraction guessed a fact. Reviewers decide what is accepted into the model.
Controlled deployment boundary
Teams can run analysis against approved LLM endpoints and keep decision workflows aligned with internal governance.
Auditability for stakeholders
Scoring rationale and sequencing logic remain visible so sponsor conversations focus on assumptions and evidence, not black-box outputs.