Miami-based legal technology company Litmas AI launched its Agentic Litigation Associate on Monday, Nov. 2, bringing evidence mapping, legal research and motion drafting into a single litigation workflow.
The product is designed to take on connected, time-consuming tasks that lawyers often handle across separate tools. Litmas says its agent can work through those steps autonomously and produce drafts it describes as “90 percent ready to file,” with pinpoint citations, known as pincites, to the record. Those performance statements are company claims, not independently verified results.
In a region whose headlines range from Miami courtrooms to the Everglades, the launch is a technology story aimed squarely at legal work. It also reflects a broader shift in how AI companies are designing tools for specific professional tasks rather than general-purpose chat.
One workflow, from evidence to a draft
Litmas presents the Agentic Associate as a connected system for three stages of litigation work: organizing case facts, researching law and preparing motions.
Its Evidence Mapper is intended to organize facts around the claims and legal elements a lawyer needs to establish. The company says it links each fact to its underlying source (such as a deposition, exhibit or medical record) so an attorney can check the evidence behind a draft.
The research stage is designed to find jurisdiction-specific authorities and verify cases and statutes, according to Litmas. The drafting function then uses the mapped facts and research to prepare court-format documents, including motions.
That sequence is central to the product pitch. A generic drafting tool may produce text from a prompt, but litigation requires a close connection between an argument, the record supporting it and the law that applies. Litmas says its platform is built to maintain those links throughout the workflow.
The company says a motion for summary judgment, often a substantial project involving a large factual record, can be drafted in as little as 90 minutes using the platform. Litmas also says its system reduces motion-drafting time by 60% to 80%. Those estimates come from the company; the launch announcement does not provide independent testing details or a methodology for measuring the results.
For attorneys, the practical question is not simply whether the software can generate a document quickly. It is whether the draft is accurate, traceable and useful enough to withstand careful review before it reaches a court.
Pincites put the emphasis on review
Litmas says the system’s drafts include pincites to record evidence and references to legal authority. In practice, a pincite points a reviewer to the specific page or line supporting a factual statement. That can make it easier to test whether a draft accurately represents a deposition, exhibit or other case material.
The company also says it runs cited cases and statutes through a verification process and has not recorded fabricated case citations to date. That, too, is a company-reported figure, not an independently audited accuracy rate. A citation check cannot substitute for an attorney’s assessment of whether a source is controlling, relevant and accurately characterized.
The distinction matters in litigation, where lawyers remain responsible for the filings they submit. An AI system can help collect, organize and draft; it cannot take professional responsibility for a case. Litmas describes the attorney as the reviewer and final decision-maker.
That approach addresses a persistent concern around legal AI: fluent output can sound persuasive even when its factual basis or citations are wrong. Tools that make it easier to trace statements back to the record may support verification, but they do not eliminate the need to perform it.
A litigator and a product leader
Litmas AI was founded in 2025 and is headquartered in Miami. CEO Jason Weber is a veteran litigator who previously ran a Miami law firm. CTO Sriram Sekhar is a former Amazon product leader.
The founding team brings two different perspectives to the product: experience with litigation work and experience building technology products. Litmas says it developed the Agentic Associate with input from practicing litigators.
That focus is visible in the company’s choice to center the platform on litigation rather than attempt to serve every legal task. Evidence, authorities and court filings are linked in a workflow designed for case work. The approach may be attractive to firms that spend substantial time reviewing records and preparing motions, though adoption will depend on how well the system fits a firm’s existing processes and review standards.
Law.com’s Legaltech News report describes the launch as an updated platform that connects litigation tools with agentic AI. The company’s launch announcement and product overview provide more detail on its claims and workflow.
What “agentic” means for a law firm
In this context, “agentic” refers to software that can carry out a sequence of tasks toward a goal, rather than simply respond to a single question. Litmas says its Agentic Associate can move from case materials to mapped evidence, research and a draft within one platform.
That may reduce the time spent transferring information between tools and performing repetitive first-pass work. But the label does not mean the system practices law independently, nor does it mean the output is ready to file without attorney review. A responsible evaluation will look at the quality of citations, the accuracy of factual summaries, how confidential information is handled and how readily lawyers can inspect the work.
For firms considering legal AI, a useful test is to run the product on a contained assignment and compare its output against the underlying record. How much revision is required? Are sources easy to verify? Does the tool save time without obscuring how it reached a conclusion? Those questions matter more than a headline speed claim.
A Miami launch, with practical questions ahead
Litmas AI’s new platform puts a Miami-founded company into a fast-changing legal technology market with a focused proposition: connect evidence management, research and drafting in one litigation workflow.
The pitch is straightforward: less time stitching tools together and more time for lawyers to assess the case and shape the argument. Whether the Agentic Associate delivers that benefit will depend on real-world performance, especially the reliability of its citations and its ability to handle varied case records.
The launch is notable for South Florida’s technology scene, but its larger test will take place in law offices and court filings. For litigators, the promise is a more efficient first draft. The standard remains the same: the attorney must be able to verify the work before putting their name on it.
For more regional reporting, explore South Florida Digest’s business coverage and our reporting on the Everglades reservoir.
