Custom AI/ML solutions for legal services industry
AI for law firms that runs privately in your own environment, on top of the DMS, review platform, and practice tools you already use. Contract analysis, brief drafting, deposition prep, and e-discovery for law firms, in-house counsel, and legal-tech vendors, built around billable-hour workflows.
Where AI supports legal research, litigation and contract work
Six workflows across research, litigation support, contract work and practice management, each running privately on your firm's own documents and tools.
Contract Analysis & Drafting
Clause extraction, redline generation, and risk scoring on inbound and outbound contracts.
Legal & Patent Research LLMs
Case law, statute, and patent prior-art retrieval with citation verification. Custom over your firm's privileged corpus + Westlaw / Lexis / USPTO / EPO / WIPO sources.
E-Discovery & Document Review
An AI layer on your existing review platform for TAR / predictive coding and LLM-based privilege and responsiveness review, with attorneys making each call.
Deposition & Litigation Prep
Transcript summarization, witness Q&A drafting and exhibit-prep automation, with each summary cited back to the transcript page and line.
Brief Drafting & Citation Check
First-pass brief drafting against fact patterns, jurisdiction-specific case law, and your firm's preferred templates.
Compliance & Regulatory Analysis
Multi-jurisdiction regulatory tracking, obligation mapping, and policy-impact analysis for in-house counsel.
AI for law firms across the legal services value chain
Research & Drafting
- Case-law and statute retrieval with citation verification
- First-pass memo and brief drafting
- Jurisdiction-aware language and template selection
- Plain-language summarization for client comms
Litigation Support
- E-discovery with TAR / predictive coding
- Privilege and responsiveness review
- Deposition transcript summarization
- Trial-exhibit prep and timeline construction
Contract & Transactional
- Clause extraction and risk scoring
- Redline generation against playbook
- Patent prior-art search and IP landscaping
- Obligation extraction and tracking
Practice Management & Compliance
- Multi-jurisdiction regulatory tracking
- Matter-time-cost prediction for flat-fee pricing
- Conflict checking and client intake automation
- Internal policy and CLE management LLMs
How a private AI layer supports document review at a litigation firm
At a litigation firm, each document in a production needs a privilege and responsiveness call before the production goes out. We build a private privilege and responsiveness review LLM, trained on the firm's own previously dispositioned documents, that runs inside the firm's environment and works alongside its existing review platform, such as Relativity or Everlaw. Reviewing attorneys see a suggested call with the passages behind it, and they make every coding decision before anything is produced.
See AI for litigation →Speak with a legal services AI expert
A 30-minute scoping call. We come prepared with your practice areas, your matter volumes, and a directional read on which workflows are worth automating first.
Book a Strategy Session- Contract analysis, clause extraction, and redline generation
- Case-law and patent prior-art research-AI with citation verification
- E-discovery with TAR + LLM privilege review
- Deposition transcript summarization and witness prep
- Multi-jurisdiction regulatory and obligation tracking
- Matter-time-cost prediction for flat-fee pricing
Frequently Asked Questions
Yes. All training and inference happens in your environment or single-tenant cloud you own. Client data never leaves your perimeter, never trains foundation models, and never co-mingles across matters. We support ethical-wall configurations, matter-specific access controls, and the data-segregation rules ABA Model Rule 1.6 and most state bars require.
Yes. We integrate with iManage, NetDocuments, SharePoint, Box, and most major DMS platforms via standard APIs. E-discovery connects to Relativity, Everlaw, Reveal, DISCO, and Logikcull. Outputs publish back as redlined Word docs, Excel coding sheets, and tagged matter folders that fit existing workflows.
With verified-retrieval architectures. Every citation our research LLMs produce is validated against Westlaw, Lexis, or your firm's preferred primary-source database before surfacing. Brief drafts ship with a citation-verification report so attorneys see exactly which authorities have been confirmed and which need manual review.
Yes. The underlying ML platform (document ingest, feature store, model registry, monitoring) is reusable across practice areas. Domain models differ — litigation focuses on review and deposition, transactional on contract analysis, regulatory on obligation tracking, in-house on policy and matter management — but most multi-practice firms run one shared stack with multiple model families.
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Ready to talk legal services AI?
Start with a 30-minute strategy session. We come prepared with a directional read on your operation and a scoped proposal.