The LLM-as-Judge Stack Is Dead on Arrival for Indian Markets

Galileo raised $45 million in October 2024 to build AI evaluation tools. Revenue grew 834% that year. Six Fortune 50 companies signed up. Snorkel AI raised $100 million in May 2025 at a $1.3 billion valuation, with Snorkel Evaluate as a core product. Confident AI came out of YC W25. These companies are now pitching Indian edtech buyers. Beautiful decks. Impressive demos. Per-evaluation API pricing that will bankrupt every Indian buyer who signs. I keep watching this happen. The demo works. The pricing model is imported from a market where course fees are $500-2,000/seat. The Indian buyer is selling at ₹200-800/learner/month. Nobody does the math until after the contract is signed. The number that kills you Take a corporate training product. 10,000 active learners, 4 evaluations per month. 40,000 evaluation events. LLM-as-judge at GPT-4o-mini rates — $0.15 per million input tokens, $0.60 per million output tokens. A basic evaluation prompt with rubric and response runs roughly 1,500 tok