WhatA continuously updated platform that tracks actual pricing (including hidden costs like thinking tokens and cache pricing) across all major LLM providers and benchmarks true cost-per-quality-unit for common tasks.
SignalCommenters are confused and even contradicting each other on the actual pricing of this model — some cite $9 output, others $4.50, the distinction between cache pricing and token pricing is unclear, and thinking tokens being bundled into output cost is a new wrinkle that makes apples-to-apples comparison very difficult.
Why NowPricing structures have become genuinely complex with cached vs. uncached tokens, thinking tokens included in output pricing, tiered rate limits, and frequent price changes — a problem that didn't exist 18 months ago.
MarketAI engineering teams and CTOs at thousands of companies making model selection decisions; could monetize via enterprise tiers or affiliate/referral arrangements with providers; Artificial Analysis exists but focuses on benchmarks not cost modeling.
MoatFirst-mover with comprehensive historical pricing data and real-world cost modeling becomes the reference source that teams bookmark and integrate into procurement workflows.
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