Token Dynamo
70 providers scraped every day

Know the real price of
AI tokens

What every model costs per million tokens, at every provider that serves it. Frontier labs, open-weights hosts and the Chinese market, scraped daily, with history back to July 26, 2023.

The cost of intelligence · frontier, median and floor of every listed price · since 2023

$ / 1M tokens · 3:1 input:output blend · log scale
series in the cross-section each month, 53 → 2,612 · aggregators excluded · months under 50 series omitted

The frontier (p90) has fallen 89% since September 30, 2023; the floor (p10) has barely moved. Deflation is replacement, not repricing: see the research charts →

70
providers scraped daily
1,335
models priced today
599,386
daily price observations
July 2023
history begins

Frontier lab list prices

What the labs themselves charge today, as of November 3, 2026

15 models
O1 Pro
OpenAI
$262.501
GPT 5.4 Pro
OpenAI
$67.502
GPT 5.5 Pro
OpenAI
$67.502
GPT 5.2 Pro
OpenAI
$57.752
GPT 5 Pro
OpenAI
$41.252
GPT 4
OpenAI
$37.502
O3 Pro
OpenAI
$35.002
Claude Opus 4.1
Anthropic
$30.002
Claude Opus 4
Anthropic
$30.001
O1
OpenAI
$26.251
Claude Fable 5
Anthropic
$20.002
Claude Fable 5.1
Anthropic
$20.002
GPT-6 Astra
OpenAI
$20.002
GPT 4 Turbo
OpenAI
$15.001
GPT 5.5
OpenAI
$11.252
Prices are $ per 1M tokens, 3:1 input:output blend, non-batch, cheapest listing across providers. 30d = change in the cheapest price vs 30 days ago.

Most widely served models

Open-weights models by number of providers listing them, and the cheapest of those listings

20 models
GLM 5.3
Z.ai
$0.40237
GLM 5.3 Flash
Z.ai
$0.044635
DeepSeek V4.1 Flash 1017
DeepSeek
$0.10534
DeepSeek V4.1 Flash
DeepSeek
$0.057831
GLM 5.2
Z.ai
$0.41524
DeepSeek V4 Flash 0731
DeepSeek
$0.087524
GPT OSS 120B
OpenAI
$0.060023
DeepSeek V4 Pro 0813
DeepSeek
$0.55422
Qwen3.8 27B
Qwen
$0.34222
Kimi K3
Moonshot AI
$2.6120
Kimi K2.6
Moonshot AI
$0.70217
DeepSeek V4 Flash
DeepSeek
$0.10316
DeepSeek V4 Pro
DeepSeek
$1.0514
Gemma 4 31B IT
Google
$0.16014
Gemma 4 26B A4B IT
Google
$0.067514
GLM 5.1
Z.ai
$1.3813
MiniMax M3.1 Flash
MiniMax
$0.087513
MiniMax M3
MiniMax
$0.38812
Kimi K2.7 Code
Moonshot AI
$1.2011
Qwen3.5 397B A17B
Qwen
$0.87710
Prices are $ per 1M tokens, 3:1 input:output blend, non-batch, cheapest listing across providers. 30d = change in the cheapest price vs 30 days ago.

Latest price moves

Repricings of 15% or more in the last 30 days, vendors only. Token prices move in steps, not drifts.

Full feed →
November 3, 2026
BaiduraisedDeepSeek V4 Flash 0731
$0.0805 → $0.660 per 1M tokens
+720%
BaiduraisedDeepSeek V4 Flash
$0.0592 → $0.175 per 1M tokens
+196%
PrimeIntellectraisedQwen3.8 27B
$0.151 → $0.425 per 1M tokens
+181%
PrimeIntellectraisedGPT OSS 120B
$0.0365 → $0.0757 per 1M tokens
+108%
StreamLakeraisedDeepSeek V4 Flash
$0.0499 → $0.103 per 1M tokens
+107%
Sail ResearchraisedDeepSeek V4 Pro 0813
$0.806 → $1.61 per 1M tokens
+100%
BaiduraisedDeepSeek V4.1 Flash 1017
$0.172 → $0.263 per 1M tokens
+53%
StreamLakeraisedDeepSeek V4 Flash 0731
$0.132 → $0.198 per 1M tokens
+50%

Every provider, one price

The same model is sold under a dozen names by a dozen hosts at a wide spread of prices. We resolve the names to one canonical model and show you the whole market for it, cheapest first.

Three years of history

Reconstructed from archived rate cards and daily API captures back to mid-2023, then observed live every day since. Every change point carries its source and a confidence grade.

The Chinese market, in dollars

DeepSeek, Qwen, Kimi, GLM, MiniMax and their hosts, priced in USD alongside the US labs. Nobody else tracks this side of the market with history.

Validated, not just scraped

Every observation is checked against plausibility bounds, cross-provider medians and yesterday's price before it is published. Failures are quarantined, not shown. Nothing on this site is a placeholder.

Simple, transparent plans

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The market at a glance

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Today's cheapest price for the headline models
Frontier-lab list prices (OpenAI, Anthropic, Google, DeepSeek…)
12-month chart of the most widely served models
30 days of history on any model page
Price-move feed, last 90 days
Research charts: TDX class index, repricing vs replacement, output/input ratio
China discount: Chinese vs US lab list prices by tier
Every model priced today (1,200+)
Full provider × model matrix: input, output, cached, batch, region
12 months of history per model
Search, sort and filter by developer and country
Dispersion strip, market ribbon and workload-profile blends on model pages
Full history back to 2023
Per-provider change-point history with source links
CSV export: current matrix, price moves, any model's history
Aggregator routing changes in the feed (OpenRouter)
Frontier Lab Monitor: price ladders, launch track, list-price index, revenue bridge, margin proxy, move timeline
Vintage curve and hosts-per-model dispersion series
Most popular

Basic

$29/month

Every model, every provider

Request early access
Today's cheapest price for the headline models
Frontier-lab list prices (OpenAI, Anthropic, Google, DeepSeek…)
12-month chart of the most widely served models
30 days of history on any model page
Price-move feed, last 90 days
Research charts: TDX class index, repricing vs replacement, output/input ratio
China discount: Chinese vs US lab list prices by tier
Every model priced today (1,200+)
Full provider × model matrix: input, output, cached, batch, region
12 months of history per model
Search, sort and filter by developer and country
Dispersion strip, market ribbon and workload-profile blends on model pages
Full history back to 2023
Per-provider change-point history with source links
CSV export: current matrix, price moves, any model's history
Aggregator routing changes in the feed (OpenRouter)
Frontier Lab Monitor: price ladders, launch track, list-price index, revenue bridge, margin proxy, move timeline
Vintage curve and hosts-per-model dispersion series

Premium

$149/month

Three years of history, exportable

Request early access
Today's cheapest price for the headline models
Frontier-lab list prices (OpenAI, Anthropic, Google, DeepSeek…)
12-month chart of the most widely served models
30 days of history on any model page
Price-move feed, last 90 days
Research charts: TDX class index, repricing vs replacement, output/input ratio
China discount: Chinese vs US lab list prices by tier
Every model priced today (1,200+)
Full provider × model matrix: input, output, cached, batch, region
12 months of history per model
Search, sort and filter by developer and country
Dispersion strip, market ribbon and workload-profile blends on model pages
Full history back to 2023
Per-provider change-point history with source links
CSV export: current matrix, price moves, any model's history
Aggregator routing changes in the feed (OpenRouter)
Frontier Lab Monitor: price ladders, launch track, list-price index, revenue bridge, margin proxy, move timeline
Vintage curve and hosts-per-model dispersion series

Stop guessing what inference costs

Engineers picking a host, analysts modelling the cost of intelligence, founders pricing a product: the number you need is here, with the history behind it.

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