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Referee.chat vs CommitLayer

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Referee.chat compared with CommitLayer
DetailReferee.chat logo Referee.chatCommitLayer logo CommitLayer
What it doesAn AI panel debates your goal; a referee rules on re-checkable evidence The evidence layer for AI-agent actions
StageNot given Not given
FoundedNot given Not given
Based inNot given US
Pricing modelFreemium Freemium
PricingFree: $1.00 starting credit once. Credit plans from $10 top-up with no expiration. Your own key: 5% infrastructure fee after the first $5.00 of usage. Developer: Free with no time limit (1,000 verified actions/month). Builder (Founding): $59/month for first 12 months, then $99/month (5,000 verified actions/month, then 2.5¢ per action). Team: $299/month (25,000 verified actions/month, then 1.5¢ per action). Growth: $999/month (100,000 verified acti
Key features
  • Panel of up to six AI models from different vendors
  • Referee rules on re-checkable evidence only
  • Searches academic databases: arXiv, OpenAlex, Crossref, Europe PMC
  • Executes Python code to verify claims
  • Customizable acceptance standards
  • Matches pause and resume without losing work
  • Shared ledger prevents re-derivation
  • Spending limit per match
  • Records agent actions through API or OpenTelemetry spans
  • Verifies actions against systems of record including Stripe, Shopify, Salesforce, HubSpot, Zendesk, Intercom and Coinbase
  • Integrates with agent frameworks: LangGraph, CrewAI, OpenAI Agents SDK, Pydantic AI
  • Supports workflow runtimes: Temporal and Inngest
  • Action contracts define verification rules with limits and required effects
  • Settlement window re-checks verify actions again at end of settlement window
  • Webhooks and Slack/PagerDuty alerts on verdict results
  • Public hash verification allows verifying verdicts without an account
What makes it different
  • Referee decides on evidence, not argument quality
  • Panel from different vendors fails in different directions
  • Stuck is a targeted question, not model thrashing
  • Cost grows with ledger, not round count
  • Published matches become research record
  • Verdicts come from deterministic rules, not language models
  • Never blocks actions; verifies after the fact only
  • Takes no payment from vendors; paid only by customer
  • Tested against real models: Claude, GPT and Gemini
  • Priced by verified actions, not seats or agent claims
Community votes00
DR (Domain Rating by Ahrefs)2 no change since last checkNot checked yet no change since last check
Trust Flow (Majestic)00
Citation Flow (Majestic)1317
Referring domains (Majestic)311

5 details filled in for both companies.

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