Documents in. Verified answers out.

Dense policies, contracts, and regulatory text turned into structured, queryable, citation-backed answers — with a verification workflow that gives every answer a human-signed audit trail.

01 What we deliver

Document intelligence, in full.

Purpose-built for the document-heavy heart of insurance, benefits, legal, and compliance operations.

  • Document understanding pipelinesPlan documents, contracts, policies, and regulatory filings parsed into structured, queryable data — resilient to the formatting chaos of real documents.
  • Grounded question answeringRAG and vector search over your corpus — every answer carries a citation to the exact page and section it came from, never invented.
  • Verification workflowsReviewers click the citation, see the highlighted source, and sign off — turning AI research into an audit-ready human decision.
  • Sensitive-data handlingPII and PHI redaction aligned to your policies, with sensitive work confined to your environment under the appropriate agreements.
  • Claims & benefits depthPlan documents, adjudication rules, and coordination of benefits — domain expertise from building in this exact space.
02 How it runs

Scoped. Built. Handed over.

Every engagement runs under a master agreement with scoped statements of work — and closes with documentation and knowledge transfer your team owns.

01 · Ingest

Structure the corpus

Your documents parsed, sectioned, and indexed — with the lineage kept, so every fragment knows exactly where it came from.

02 · Ground

Cite everything

Answers grounded in retrieved sources with citations attached — accuracy measured against a gold set from your own documents.

03 · Verify

Put humans in the loop

The review-and-sign workflow embedded where your team already works — faster than manual research, stronger than unchecked automation.

Founder-led delivery Scoped SOW per phase NDA / BAA / DPA as required Documented handover
03 The standard

Answers are only as good as their sources.

Every output is citation-locked to your documents, and every consequential answer is verified by a person who saw the source. That's what makes it usable in operations where a wrong answer has a cost.

04 Related services

Often paired with.

AI governance & assurance

The controls that make AI safe to run in a regulated operation.

Turn your documents into verified answers.

Bring a plan document, a contract set, or a policy library. We'll show you what citation-backed answers from it look like.