WhatA transparent, continuously-updated platform that tracks actual inference costs across all major AI providers, cutting through misleading claims about API pricing vs. true compute costs.
SignalThere is widespread confusion and misinformation about what AI models actually cost to run — journalists cite retail API prices as costs, companies obscure margins, and users have no reliable way to compare true economics across providers.
Why NowThe AI inference market has exploded with dozens of providers offering wildly different pricing, and enterprise buyers are making million-dollar procurement decisions based on unreliable cost data.
MarketEnterprise AI buyers, VCs evaluating AI companies, and AI startups choosing infrastructure — $10B+ AI infrastructure market. Competitors like Artificial Analysis exist but focus on benchmarks, not cost transparency.
MoatFirst-mover data accumulation — continuous tracking of pricing changes, real-world throughput measurements, and provider margin estimates creates a proprietary dataset that compounds over time.
No, it doesn't cost Anthropic $5k per Claude Code userView discussion ↗ · Article ↗ · 467 pts · March 10, 2026
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