Evidence-backed legal research and document review workspace

Reduce research and review time while keeping every finding traceable to a source. For law firms, in-house counsel and legal teams handling research and document review, convert licensed case law, statutes, client documents and matter constraints into reviewer-approved research findings and document review outputs linked to cited sources. The benefit is a testable hypothesis, measured through accepted findings per review hour and corrections after reviewer approval; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect licensed case law, statutes, client documents and matter constraints, then follow this sequence: 1. Search case law, statutes and precedents in natural language. 2. Filter results by jurisdiction, date and topic. 3. Summarize lengthy legal documents. 4. Automate first-pass document review. 5. Ingest websites, PDFs and pasted text. 6. Highlight problematic clauses and money matters. 7. Extract facts tailored to the matter. 8. Generate reports and artifacts from analyzed data. Resolve uncertain cases with qualified reviewers, approve reviewer-approved research findings and document review outputs linked to cited sources, and measure accepted findings per review hour and corrections after reviewer approval against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One fixed jurisdiction set and licensed source corpus; final legal conclusions and privilege checks remain with qualified counsel. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve privilege, source attribution, citation accuracy and usage permissions. Qualified counsel approve substantive conclusions and filing scope. One fixed jurisdiction set and licensed source corpus; final legal conclusions and privilege checks remain with qualified counsel. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One fixed jurisdiction set and licensed source corpus; final legal conclusions and privilege checks remain with qualified counsel. Implement one approved input format, a bounded representative case set and the first two task modules: search case law, statutes and precedents in natural language; filter results by jurisdiction, date and topic. Support the remaining modules with operator review: summarize lengthy legal documents; automate first-pass document review; ingest websites, PDFs and pasted text; highlight problematic clauses and money matters; extract facts tailored to the matter; generate reports and artifacts from analyzed data. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Client-owned documents, authorized case law and permitted research sources. Cloud document storage, practice management software and report destinations. Start with file exchange and validate destination specifications before promising direct filing. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Matter brief and sources, Editable research and review workspace, Client report and delivery. Use a thumbnail gallery for matters, a large central workspace for findings and documents, and a right-hand panel for citations, filters and comments. Let users compare versions side by side. Display draft, changes requested and approved states. Provide a client preview link with comments anchored to the relevant finding or clause. Make the task-specific outcome reviewer-approved research findings and document review outputs linked to cited sources visible beside its evidence, review state and value baseline.