Machina Sports vs Preuve AI

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 Preuve AI
Detail	Machina Sports	Preuve AI
What it does	Platform to build and run sports AI agents powered by your data	AI startup idea validator that scans 60+ live data sources to generate a viability score and map competitors before you build
Stage	Not given	Startup
Founded	2023	2026
Based in	US	FR
Pricing model	Freemium	Freemium
Pricing	Free 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.	Free: Reality Check (60-second scan with viability score and 2 competitor previews). Founder Report: $59 one-time, includes Sentinel market monitoring for 3 months, business plan PDF, and 200 bonus credits. 2-Report Pack: $89 ($44.50 each). 5-Report Pack: $199 ($39.80 each). Investor-Ready Package:
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	10 AI agents analyze 60+ live data sources in parallel Viability score 0-100 backed by live market data Map up to 15 competitors with funding, pricing, and weaknesses Market sizing with TAM, SAM, SOM methodology Every claim linked to source URL for verification 3 pivot recommendations ranked by score improvement potential Business plan PDF export ready for banks and investors
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	Data-driven viability score where only 17.5% reach launch-ready threshold, unlike tools that give everyone a green light One-time $59 payment with no subscription required Concurrent verification across multiple AI model runs until verdict converges Founder support with average response under 4 hours on business days
Community votes	0	0
DR (Domain Rating by Ahrefs)	28 no change since last check	54 no change since last check
Trust Flow (Majestic)	9	11
Citation Flow (Majestic)	31	35
Referring domains (Majestic)	162	419

7 details filled in for both companies.

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