The before
Marco had a reasonable concern: a single AI can sound confident while being wrong. For legal work, a false citation or missing exception is not a minor inconvenience.
The turning point
MultipleChat changed the pattern. Instead of asking one model for an answer, the team asks several and looks for disagreement. When models diverge, the conflict becomes a research checklist for source-level verification.
"A single answer is not enough. The value is seeing where the answers agree and where they do not."
The after
The firm uses MultipleChat for first-draft memos, clause comparison, and plain-language summaries. Nothing leaves without human review, but the starting point is better.
What they used
Compare mode
Ask the same legal question across models.
AI disagreements
Turn conflict into a verification checklist.
Draft then review
Use AI for first drafts, not final legal judgment.