Cross-provider intelligence

What's actually happening across the AI market.

Comparative views across every tracked provider — pricing direction, capability spread, lifecycle activity. Built from tracked changes to each provider's own docs, not press releases or vendor decks.

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Today's AI pricing landscape

Where input and output prices actually sit across the tracked market — the budget, workhorse, and premium tiers, and the full spread.

$1.05/M median input across 56 models · 1500× spread

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Where the market is cheap — and where it bites

Every provider ranked cheapest to priciest, plus the models whose output token costs many times their input.

Cheapest: Mistral AI $0.15/M · output up to 20× input

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Capability adoption by provider

Which providers lead on vision, function calling, prompt caching, batch API, and fine-tuning — by share of their current lineup.

Anthropic leads on vision — 85% of their current lineup

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Stack risk radar

Preview-only, deprecated, and soon-to-retire models across every provider — spot the risk in your stack before it bites.

12 preview

Updated as we track new changes. Every value links to the source page it came from. Methodology →

Go to

🗂 Model directory/ai/models 📡 Change feed/ai/changes 📊 Cross-provider insights/ai/insights 🏆 Best for…/ai/best-for 💰 Cost calculator/ai/calculator 🔔 AI Stack Watch/ai/stack-watch ✓ How we keep data accurate/ai/methodology

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