Show HN: Mediator.ai – Using Nash bargaining and LLMs to systematize fairness

AI referee for fights: from co-parents to HOAs—some say world peace, others can’t log in

TLDR: Mediator.ai uses AI and Nash’s bargaining math to propose fair deals—like a 60/40 split with earn-back—in messy disputes. Commenters swung from “this could help co-parents and HOAs (and save $20k)” to “solve geopolitics,” with a side of login glitches and UX nitpicks, spotlighting big promise and immediate growing pains.

HN just met its new couples therapist: Mediator.ai. The demo story is pure startup soap—two bakery co-founders stalemated over equity until an AI referee churned out a twist: 60/40 now, with a way to earn back the 10%, plus a salary for extra hours and a clean-slate clause. The twist? It’s built on 1950s “Nash bargaining” math—yes, that Nash—while the AI turns plain-English complaints into something scoreable.

The crowd reaction? All over the map. One user can’t even log in—cue the “can’t mediate my password” jokes—while another gushes that LLM-assisted mediation could help “all of humanity,” especially co-parenting blowups. A pragmatist chimes in: this could replace a $20k human mediator for HOA drama. Then the thread does what threads do: someone asks if it can tackle Iran/US or Israel/Palestine next, and suddenly we’re speedrunning from bakery buns to world peace.

Design nitpickers show up too: the “How it Works” link feels broken, and a blog post explaining Nash bargaining reads more like the real how-to. But the vibe is unmistakable: if it works, this could make fair deals cheaper and less ugly, even if the first fight is with the site’s UX. Also, yes, people are already calling it “AI Judge Judy.”

Key Points

  • Mediator.ai generates and scores candidate agreements between disputing parties using Nash bargaining principles.
  • The system ingests private statements from each side and iterates drafts until no proposal can improve both sides’ outcomes.
  • In the example case, it proposed a 60/40 equity split with a path to regain 10% via future work or foregone distributions.
  • The agreement also included a management salary, a waiver of claims for the first 18 months, and a shotgun buy-sell clause.
  • The approach targets scenarios like founder equity, shared living, and contractor disputes where both parties seek a fair deal.

Hottest takes

"The addressable market is all of humanity" — ttul
"mediator alone is ~$20k" — mfrye0
"How about Iran/US conflict? or Israel/Palestine?" — mukundesh
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