Theo Ai

Theo Ai is a Palo Alto, California-based legal technology company that develops a predictive engine for forecasting the outcomes of legal disputes. Its models are trained on historical case data and combine real-time analytics with predictive modeling to produce forecasts of case outcomes, settlement ranges, timelines and risk exposure. The platform ingests legal documents that can run to thousands of pages and processes them in minutes, surfacing case-specific details such as context, terminology, tone and imagery, and automatically identifying case type, statute of limitations, insurance coverage and expected time to resolution.

The product is delivered primarily inside email rather than through a separate dashboard or web portal: it analyzes attachments and correspondence and returns prediction reports in the user's inbox. Each report cites and attributes the documents used to reach its conclusions, an approach the company describes as deep attribution for traceability. Theo Ai positions itself as a tool for litigation funders, Am Law 200 / Big Law firms, general counsel and corporate legal departments deciding which cases to take, how to price risk, and how to advise clients.

In November 2025 the company formed a General Counsel Advisory Board of current and former in-house legal leaders from companies including Bristol Myers Squibb, Docusign, HP, SentinelOne, GoDaddy, eBay and others, intended to give enterprise legal buyers visibility into how its prediction models are built, validated and applied.

Founding story

Theo Ai was founded in 2024 by Patrick Ip (co-founder and CEO) and Tiago Luchini (co-founder and CTO). Ip, an ex-Googler and three-time startup CEO/co-founder who previously led Catalog and founded Kip Solutions (acquired by Post+Beam in 2013), conceived of the company while earning his law degree at UCLA School of Law around the release of OpenAI's GPT-3.5, which prompted him to examine how AI could improve legal prediction and settlement transparency. Luchini is a five-time CTO/founder with about 20 years of experience across fintech, retail and biotech, most recently co-founding and serving as CTO of Deep Origin. The company was incubated at Stanford University's StartX and the University of Chicago ANVC, with research partnerships at Harvard University and Caltech; the founding team includes multiple company founders, five lawyers and AI engineers from big tech and financial institutions.

Business model

Theo Ai sells access to its predictive litigation platform to law firms, corporate legal departments and litigation funders under contracts; one flagship client began with a $51,000 contract and doubled its commitment within four weeks.

Client contracts for platform access, exemplified by a reported $51,000 initial contract with a litigation funding client that was subsequently expanded.

Traction

The company reported securing $6.4 million in funding since launching in November 2024 and, as of November 2025, more than $10 million in total funding. Mustang Litigation Funding is a flagship client for personal injury cases, starting with a $51,000 contract that doubled within four weeks. Benchmarked against Mustang's cases, the platform achieved a reported 85% accuracy rate versus an estimated 60-65% for human judgment. The company says its dataset has been backtested with litigation funders and with Big Law and Fortune 500 legal teams.

Latest developments

On 12 November 2025 Theo Ai announced a new funding round led by Run Ventures with participation from angel investors, reported at $3.4 million, bringing total funding to more than $10 million, and the formation of a 15-member General Counsel Advisory Board. Run Ventures partner PT Ungvichian joined the board of directors. Proceeds are earmarked for expanding AI capabilities, hiring engineering talent and further development of the predictive analytics platform.