Industry · Legal

AI MVPs for legal. Built around confidentiality and citation, not generic chat.

Downshift ships production-grade AI products for legal research, document review, intake, matter management, and access to justice, with privilege handling, source-grounded outputs, and workflows that match how lawyers actually work.

Section 01

The legal engineering wall

Legal AI demos with hallucinated citations have already cost real attorneys real sanctions. The bar is paying attention. Founders building legal AI need outputs grounded in retrievable sources, audit trails that show which document any answer came from, and confidentiality boundaries that survive a partner's questions.

The wall is not the model; the wall is the engineering around the model. Retrieval that is actually faithful to the underlying corpus. Citations that are real and clickable. Privilege handling at the workspace and matter level. Confidentiality and conflicts checks that are not optional. Anything less and the product is a malpractice risk wearing a chat interface.

Section 02

What we build for legal founders

Specific product types Downshift has shipped or is set up to ship in legal.

Legal research and citation

Retrieval-augmented research over public corpora and firm-internal documents. Every answer cites the underlying source; no answer without a verifiable reference.

Document review and analysis

Contract review, discovery triage, due diligence document analysis. Models surface findings; attorneys make calls. The audit trail is the deliverable.

Client intake and triage

Web and mobile intake flows that route prospective clients to the right attorney with conflict checks built in. Reduce the unbilled time that disappears into intake.

Matter and case management

Matter creation, time tracking, document management, and client portals. AI features as productivity surfaces, never substitutes for the attorney's judgment.

Access-to-justice tools

Pro-se assistance, self-help workflows, and consumer legal products. Built so non-attorneys can use them safely without crossing the unauthorized practice line.

Court and filing integrations

E-filing, court calendar integrations, and jurisdiction-aware workflows. The plumbing that turns a legal product from a notebook into something a practice can adopt.

Section 03

What legal engineering means at Downshift

Architectural decisions, not checklists. Each item changes how the product is built from the first week.

Privilege and confidentiality handling at the workspace and matter level
Retrieval-augmented generation with citation-grounded outputs (no orphaned answers)
Conflicts checks integrated into intake flows
Audit trails covering document access, AI prompts, and AI outputs
Role-based access for partners, associates, paralegals, and clients
Bar-association considerations (UPL, advertising, fee-sharing) treated as design constraints
Documentation packets for the firm's malpractice carrier and IT security review

Section 04

Related Downshift work

Rivalize shows the same retrieval discipline

Continuously refreshed competitive intelligence dashboard. Every signal is grounded in the source URL it came from. The same retrieval-and-attribution pattern Downshift applies in legal AI.

Read the case study

Legal questions

How do you prevent legal-AI hallucinations?

Retrieval-augmented generation with citation-grounded outputs. Every answer references a retrievable source the user can open. The model is constrained to summarize and synthesize from the retrieved corpus, not generate citations on its own. The audit trail is part of the product, not a debugging tool.

Are these products safe for solo and small-firm attorneys?

Yes, when designed for that user. Confidentiality, conflicts handling, and citation discipline are first-class features. The product is shipped with the documentation a malpractice carrier wants to see; the attorney is not left to invent the security story themselves.

Can you build access-to-justice products without crossing UPL?

We design those products with attorneys in the loop on the workflow, not in the chair. The product helps a non-attorney organize information and reach a real lawyer at the right inflection point; it does not give legal advice. UPL is treated as a design constraint, not a disclaimer in the footer.

Do you handle e-filing and court integrations?

Where vendor APIs exist (Tyler / Odyssey, ProDoc, county-specific systems), Downshift integrates them. Where they do not, the product is architected to add the integration cleanly when the jurisdiction opens up.

Build your legal MVP

Read the engagement options, then book a strategy call. The Public Build path is selective and free of cash cost for founders willing to work in the open.