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Machina Sports vs CommitLayer

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

Machina Sports compared with CommitLayer
DetailMachina Sports logo Machina SportsCommitLayer logo CommitLayer
What it doesPlatform to build and run sports AI agents powered by your data The evidence layer for AI-agent actions
StageNot given Not given
Founded2023 Not given
Based inUS US
Pricing modelFreemium Freemium
PricingFree trial: 7 days, 100K tokens, no card required. Builder: $200 per month including 2M tokens, 1 project, 3 seats. Enterprise: custom pricing scoped with the team for customer-facing production. 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
  • Factory: Turn brief into sports app or agent preview
  • Studio: Manage projects, agents, workflows, activity, and usage
  • Arena: Evaluate agents, workflows, and model configurations
  • AI Router: Route model requests through configured providers and profiles
  • Workflow governance with approval modes
  • Connect multiple data sources including live sports feeds and CRM data
  • SDK and published APIs for integration
  • Output record and audit trail
  • Sports-native agent with entity model
  • No betting advice or wagering guidance
  • 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
  • Platform purpose-built for sports workflows, not generic agent framework
  • Built-in approval and governance for compliance and brand rules
  • Structured evaluation and comparison before deployment
  • Live sports data grounding with current match state
  • Measurable output with telemetry and audit trail
  • 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)27 −2 (down) since last checkNot checked yet no change since last check
Trust Flow (Majestic)90
Citation Flow (Majestic)3117
Referring domains (Majestic)1621

6 details filled in for both companies.

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