Legal AI's Next Job Is Arguing Against You

After two years of tools that answer questions, some legal AI is being built to take the other side. ilovelawyer's Red Team pane shows what that looks like in practice. Most legal AI launched since 2023 has done one thing: answer questions. Ask about a statute or a line of authority, and get a summary back. The debate has centred on whether those answers can be trusted. A different use is now appearing in litigation tools. Instead of answering the lawyer, the software argues with them. ilovelawyer, the case workspace built by FORHU for lawyers in the UK and the Philippines, calls its version Red Team. It sits in the product's Legal Terminal. It reads the case file and lists the arguments opposing counsel is most likely to make, ranked by threat. Each comes with a suggested response. In the company's fictional estate-claim demo, the highest-ranked threat is that "the payments were gifts, not maintenance." The suggested response is to prove the purpose of the payments and the claimant's needs. It is the kind of point that can decide a claim, and the kind a busy lawyer may only meet at the hearing. Built around the file, not a chat window Red Team does not work from a prompt. It draws on the same case file as the rest of the workspace: documents, timeline, legal issues, strengths and weaknesses. Those panes refresh with each analysis, and rows a lawyer enters by hand are kept.

A separate Contradiction scan checks the bundle for conflicting dates, amounts and durations. It shows both sides of each conflict with the document and page, which matters when the other side's best argument is about credibility. The limits are part of the design The company presents everything in the pane as a provisional assessment. Lawyers can edit, re-rate or dispute each item. ilovelawyer makes no claims about outcomes, and the lawyer decides which risks are real. That caution fits the sector's mood. Regulators and professional bodies have spent two years telling lawyers to verify AI output. A tool that suggests rather than concludes is easier to defend. What to watch The open question is whether adversarial review becomes a standard part of litigation software, alongside research and drafting. Red-teaming has long been routine in cybersecurity and military planning. Its arrival in case preparation would move legal AI from the library to the war room.