Executive Summary

When web and news filters fail, users resort to AI to surface official reports, court filings, and primary sources. Build an AI-backed search that finds, verifies, and links to authoritative public records with provenance and snapshots. Users already use AI Mode in Google as a workaround when web and news filters fail, proving behavior change toward AI-first discovery. Recent improvements in LLM retrieval augmentation, better OCR and PDF parsing, and more open access efforts (CourtListener/RECAP, increased digital filings by courts and agencies) make systematic indexing and structured extraction feasible. Regulatory and transparency pushes have increased the volume of machine-readable filings, so building a focused search with provenance unlocks repeated high-value workflows for legal, journalism, and compliance teams. The source describes using Google AI Mode as a last-resort to find authoritative sites, which shows demand for an AI that reliably surfaces primary sources and direct links. Position as a retrieval-augmented search that focuses on public records, court dockets, and government reports, returning the original document, structured metadata (filing date, docket number), archived snapshots, and provable provenance. Speed-to-market is high because public repositories exist (PACER, gov sites, CourtListener, DocumentCloud, FOIA portals) and can be crawled or integrated via APIs; defensibility comes from curated corpora, verified link archives, and enterprise connectors that accumulate usage signals and annotations over time.

Market Opportunity

Hard-to-find government and court docs - AI first-resort search and provenance targets a $6.0B = 100,000 organizations x $60,000 ACV. Buyers include law firms, corporate legal and compliance departments, national mediarooms, NGOs and research institutions that need reliable access to official documents. $60k ACV reflects enterprise licensing for teams plus private cloud indexing and compliance features. total addressable market with medium saturation and a year-over-year growth rate of 10-15% legal and document analytics growth driven by digital filings and AI search adoption.

Key trends driving demand: Digital filing expansion -- more courts and agencies publish filings and reports online, increasing the available primary source material to index.; Adoption of LLM retrieval augmentation -- teams expect AI to find and summarize primary sources rather than only secondary analysis.; Open access initiatives -- projects like RECAP and CourtListener increase free availability and reduce cost to build comprehensive indexes.; Demand for provenance -- legal and journalistic workflows increasingly require verifiable citations and archived snapshots for reproducibility..

Key competitors include Westlaw (Thomson Reuters), LexisNexis, Casetext (with CARA AI), CourtListener / RECAP (Free Law Project), Google AI Mode / Generic Search.

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Hard-to-find government and court docs - AI first-resort search and provenance

Executive Summary

Market Validation

Market Opportunity

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