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Your Associates Are Drowning in Document Search While Your Margins Evaporate

If you're a managing partner watching billable hours vanish into clause searches, you're funding the problem AI already solved.

Your associates spend 4 hours searching for precedent clauses across thousands of contracts. Your intake team qualifies leads over 3 email exchanges. Your billing descriptions are written at 11pm from memory. We build a RAG system over your document library -- 10,000 contracts ingested into pgvector. A lawyer asks show me all non-compete clauses from our pharma client contracts in 2026 and gets results with citations in seconds.

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Frequently Asked Questions

Yes. We ingest your documents into pgvector embeddings so the system understands meaning, not just words. Search for "non-compete clauses" and it surfaces documents that say "restrictive covenant" or "post-employment restriction" too -- because semantically, they mean the same thing. That's what makes this genuinely useful instead of just faster keyword search.
Yes -- and this comes up with every firm we talk to, for obvious reasons. All data stays in your infrastructure. The Claude API processes your queries in memory and doesn't retain your documents. Nothing gets used for model training. Audit logs are available for privilege review, and we can implement document-level access controls so not everyone sees everything.
We've built RAG systems with 10,000+ documents, and honestly the scale question comes up constantly. Here's the thing: 50,000 documents perform the same as 500. Search speed stays under 2 seconds regardless of library size. The pgvector architecture handles it without degradation.
A contract RAG system with semantic search starts at $15,000-$25,000 depending on document volume. The full suite -- intake automation, billing description generation, document drafting -- runs $35,000-$60,000. Most firms recover that in billable hours within 2 months. That's not a sales line, that's what the math actually shows.
Clio, Smokeball, PracticePanther, MyCase, custom-built systems. On the document management side: SharePoint, NetDocuments, iManage. If your system has an API, we connect to it. And if it doesn't have a clean API, we've usually found a way anyway.
Every AI response cites the specific document and passage it pulled from, so attorneys can verify before relying on anything. And we deliberately tune retrieval parameters for precision over recall -- 5 highly relevant results beat 50 vaguely related ones every time. Accuracy keeps improving as attorneys flag what's useful and what isn't.
Law firms utilize various AI tools to enhance their operations, including platforms like ROSS Intelligence for legal research, Kira Systems for contract analysis, and Lex Machina for litigation analytics. Additionally, tools such as Luminance and eBrevia assist with document review and due diligence. These technologies help law firms improve efficiency, reduce errors, and make data-driven decisions. As AI continues to evolve, its integration into legal practices is becoming increasingly prevalent, reshaping how legal services are delivered.
The "30% rule" for AI in legal contexts refers to the guideline suggesting AI can automate up to 30% of tasks within a particular job or industry without significant disruption. In legal practice, this means AI can efficiently manage tasks like document review, legal research, and contract analysis, enhancing productivity and allowing human lawyers to focus on more complex, strategic work. This rule underscores the balance between automation and human expertise, ensuring AI supports rather than replaces legal professionals.
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