Quinn Emanuel founding partner talks AI

John Quinn, founding partner, discusses a proprietary AI tool, built on Anthropic, that can be used in litigation to prepare expert witness reports, examination outlines, etc.

Key points:

  • Quinn Emanuel Executive Chairman John B. Quinn revealed the firm has built a proprietary in-house AI platform that ingests all discovery documents, testimony and contracts — and can be queried in real time during trial, including while a witness is on the stand.
  • Quinn described using the tool to surface "gems" of cross-examination material mid-testimony: asking the AI for the best evidence that a witness has lied, yielding lines of attack a lawyer might not have considered.
  • The firm's near-term benchmark is AI-generated work product that is "80% or 90% there" — positioning the tool as a force-multiplier for trial lawyers rather than a replacement for human judgement.

John B. Quinn, Executive Chairman and Founding Partner of Quinn Emanuel, has revealed that the firm has developed a proprietary AI platform capable of operating in real time during trial proceedings — including assisting with witness examination on the stand. Speaking on the TBPN show, Quinn described a system that ingests the full corpus of a litigation matter: all documents produced in discovery, all testimony and all relevant contracts, organised into a unified platform lawyers can query live.

The use case Quinn highlighted was striking. Mid-trial, with a witness seated, a litigator can ask the AI: "What's the best evidence that so and so just lied about that?" Quinn acknowledged that many suggestions would be unhelpful or already known — but argued the value lies in the outliers. "There will be a couple of gems in there that you might not have thought of — new lines of attack, and that's extraordinarily powerful," he said.

Quinn framed the firm's ambition in pragmatic terms: the goal is not full AI autonomy but a meaningful reduction in the labour burden on lawyers. "Our goal is to get to a point where the AI yields a work product that's like 80% or 90% there," he said — a threshold that would represent substantial efficiency gains on document-intensive, high-stakes litigation where Quinn Emanuel competes. The comments underscore a broader shift among elite litigation firms toward proprietary, in-house AI development rather than reliance on third-party legal tech platforms.

Customer Stories

See how leading enterprise in-house teams have scaled smarter with Legal.io's high-caliber flex talent.

More from Legal.io


AI Adoption in Legal Industry Increases, Sentiment Improves
AI Adoption in Legal Industry Increases, Sentiment Improves

AI adoption in legal work has doubled, with 40% of legal professionals using enterprise AI solutions and rising confidence in AI's benefits while job displacement concerns decline.

Feb 25, 2025
Read More
Visa, Mastercard Settle $198 Million ATM Fee Lawsuit

Visa and Mastercard settle a $198 million lawsuit involving inflated ATM fees, bringing an end to a long-standing antitrust case.

Jun 23, 2025
Read More
KPMG Seeks Arizona Approval for Alternative Legal Business Model

Obtaining the license would permit a KPMG subsidiary to provide legal work. KPMG is the first of the Big Four to seek Alternative Business Structure status in the U.S.

Jan 10, 2025
Read More
Redefining Legal Partnerships: Outside Counsel Management in the Modern Era
Redefining Legal Partnerships: Outside Counsel Management in the Modern Era

As tech advances ease some time constraints, other considerations must be made for how in-house teams manage outside counsel relationships.

Nov 30, 2023
Read More
Ready to hire?

Schedule a free consultation to discuss your hiring needs.

Free 15-min consultation
Legal.io Platform
5 star reviews
Hiring made smarter

Easy-to-use platform for hiring legal talent, managing spend, and optimizing your panel — plus an average savings of 50%.

Need Immediate Help?

Submit a hiring request and let our experts handle the entire process for you.