K Koda Intelligence
monitoringToken Tracker
LIVE · 15 PROVIDERS · 148 MODELS

The real cost of intelligence.

Verified weekly. 15 providers, 148 models, blended token prices you can actually trust.

CHEAPEST BLEND$0.0030/1MMEDIAN BLEND$1.20/1MPRICE MOVES · 7D2
OpenAIgpt-5.6-luna$0.20/1M in▼ 80.0%OpenAIgpt-5.6-terra$2.00/1M in▼ 20.0%Perplexitypplx-embed-v1-0.6b$0.0040/1M inFLATPerplexitypplx-embed-context-v1-0.6b$0.0080/1M inFLATAWS BedrockAmazon Titan Text Embeddings V2$0.02/1M inFLATPerplexitypplx-embed-v1-4b$0.03/1M inFLATZ.ai (GLM)GLM-OCR$0.03/1M inFLATPerplexitypplx-embed-context-v1-4b$0.05/1M inFLATMistralClassifier API model 8B$0.04/1M inFLATGroqLlama 3.1 8B Instant 128k$0.05/1M inFLATMistralMistral Moderation$0.10/1M inFLATMistralMistral Embed$0.10/1M inFLATMistralMinistral 3 - 3B$0.10/1M inFLATMistralClassifier API model 3B$0.10/1M inFLATZ.ai (GLM)GLM-4-32B-0414-128K$0.10/1M inFLATMistralCodestral Embed$0.15/1M inFLATZ.ai (GLM)GLM-4.6V-FlashX$0.04/1M inFLATGroqGPT OSS 20B 128k$0.07/1M inFLATGroqGPT OSS Safeguard 20B$0.07/1M inFLATAlibaba Qwenqwen-flash$0.05/1M inNEWMistralMinistral 3 - 8B$0.15/1M inFLATMistralMistral NeMo$0.15/1M inNEWZ.ai (GLM)GLM-4.7-FlashX$0.07/1M inFLATGoogle GeminiGemini 2.0 Flash$0.10/1M inNEWDeepSeekdeepseek-v4-flash$0.14/1M inFLATTogether AIQwen3.5 9B$0.17/1M inFLATOpenAIgpt-5.6-luna$0.20/1M in▼ 80.0%OpenAIgpt-5.6-terra$2.00/1M in▼ 20.0%Perplexitypplx-embed-v1-0.6b$0.0040/1M inFLATPerplexitypplx-embed-context-v1-0.6b$0.0080/1M inFLATAWS BedrockAmazon Titan Text Embeddings V2$0.02/1M inFLATPerplexitypplx-embed-v1-4b$0.03/1M inFLATZ.ai (GLM)GLM-OCR$0.03/1M inFLATPerplexitypplx-embed-context-v1-4b$0.05/1M inFLATMistralClassifier API model 8B$0.04/1M inFLATGroqLlama 3.1 8B Instant 128k$0.05/1M inFLATMistralMistral Moderation$0.10/1M inFLATMistralMistral Embed$0.10/1M inFLATMistralMinistral 3 - 3B$0.10/1M inFLATMistralClassifier API model 3B$0.10/1M inFLATZ.ai (GLM)GLM-4-32B-0414-128K$0.10/1M inFLATMistralCodestral Embed$0.15/1M inFLATZ.ai (GLM)GLM-4.6V-FlashX$0.04/1M inFLATGroqGPT OSS 20B 128k$0.07/1M inFLATGroqGPT OSS Safeguard 20B$0.07/1M inFLATAlibaba Qwenqwen-flash$0.05/1M inNEWMistralMinistral 3 - 8B$0.15/1M inFLATMistralMistral NeMo$0.15/1M inNEWZ.ai (GLM)GLM-4.7-FlashX$0.07/1M inFLATGoogle GeminiGemini 2.0 Flash$0.10/1M inNEWDeepSeekdeepseek-v4-flash$0.14/1M inFLATTogether AIQwen3.5 9B$0.17/1M inFLAT
// 01 · TOKEN MARKET

The Intelligence Market

Every model plotted by what it knows against what it costs. Up and to the left wins.

EFFICIENT FRONTIERPREMIUM INTELLIGENCEBUDGET TIEROVERPRICED$0.1$0.3$1$3$10$30152535455565BLENDED PRICE $/1M TOKENS · LOG SCALEINTELLIGENCE INDEXClaude Opus 5 (max)DeepSeek V4 Flash 0731…Claude Fable 5 (with fa…GPT-5.6 Sol (max)Kimi K3 (max)GPT-5.6 Terra (max)
AnthropicOpenAIxAIMetaGoogleDeepSeekOther
SOURCE: ARTIFICIALANALYSIS.AI · SCRAPED AUG 02, 2026
// 02 · SNAPSHOT

Market Snapshot

Counted straight from this week’s scrape.

Providers
15
official price pages
Models Tracked
148
across every task
Price Moves · 7d
2
27 new listings
Biggest Cut · 7d
▼ 80.0%
gpt-5.6-luna
// 03 · VALUE

Cheapest by Task

The lowest blended price in each job family. Unpriced and free-tier listings excluded.

forumCheapest Chat
Llama 3.1 8B Instant 128k
Groq
$0.0575blended /1M
IN $0.05 · OUT $0.08 · CTX 128k
neurologyCheapest Reasoning
Sonar
Perplexity
$1.000blended /1M
IN $1.00 · OUT $1.00 · CTX N/A
codeCheapest Code
Mistral NeMo
Mistral
$0.150blended /1M
IN $0.15 · OUT $0.15 · CTX 32K
data_arrayCheapest Embedding
pplx-embed-v1-0.6b
Perplexity
$0.0030blended /1M
IN $0.0040 · OUT Free · CTX N/A
// 04 · UTILITY

Cost Calculator

What would your workload cost? Each preset ranks only models with compatible capabilities, modalities, and pricing units.

Chatbot contractText conversation and reasoning models with text input and output.USD per 1M input/output tokens · unlike units excluded
Cheapest 10 for this workloadmonthly cost · Mtok×USD/1M

// 05 · REGISTER

The Full Matrix

Every model, every price. Search, filter, sort, and export the lot.

Provider
Type
ProviderModelInput /1MOutput /1MBlend /1M7d ΔTypeContext
OpenAIgpt-5.6-sol$5.00$30.00$11.25FLATchatNot specified
OpenAIgpt-5.6-terra$2.00$12.00$4.50▼ 20.0%chatNot specified
OpenAIgpt-5.6-luna$0.20$1.20$0.45▼ 80.0%chatNot specified
OpenAIgpt-5.5$5.00$30.00$11.25FLATchatNot specified
OpenAIgpt-5.4$2.50$15.00$5.62FLATchatNot specified
OpenAIgpt-5.4-mini$0.75$4.50$1.69FLATchatNot specified
OpenAIgpt-5.4-nano$0.20$1.25$0.46NEWchatNot specified
OpenAIgpt-image-2$8.00$30.00$13.50FLATimageNot specified
OpenAIgpt-image-1.5$8.00$32.00$14.00FLATimageNot specified
OpenAIgpt-image-1-mini$2.50$8.00$3.88NEWimageNot specified
OpenAIgpt-realtime-2.1$32.00$64.00$40.00FLATaudioNot specified
OpenAIgpt-realtime-2.1-mini$10.00$20.00$12.50NEWaudioNot specified
OpenAIgpt-4o-transcribe$2.50$10.00$4.38FLATtranscriptionNot specified
OpenAIgpt-4o-mini-transcribe$1.25$5.00$2.19NEWtranscriptionNot specified
AnthropicClaude Fable 5$10.00$50.00$20.00FLATchat1M tokens
AnthropicClaude Opus 5$5.00$25.00$10.00FLATchat1M tokens
AnthropicClaude Sonnet 5$3.00$15.00$6.00FLATchat1M tokens
AnthropicClaude Haiku 4.5$1.00$5.00$2.00FLATchat200k tokens
Google GeminiGemini 3.6 Flash$1.50$7.50$3.00FLATchatNot specified
Google GeminiGemini 3.5 Flash$1.50$9.00$3.38FLATchatNot specified
Google GeminiGemini 3.5 Flash-Lite$0.30$2.50$0.85FLATchatNot specified
Google GeminiGemini 3.1 Flash-Lite$0.25$1.50$0.56FLATchatNot specified
Google GeminiGemini 3.1 Flash Live Preview$0.75$4.50$1.69FLATaudioNot specified
Google GeminiGemini 2.5 Pro$1.25$10.00$3.44FLATchatNot specified
Google GeminiGemini 2.5 Flash$0.30$2.50$0.85FLATchatNot specified
Google GeminiGemini 2.0 Flash$0.10$0.40$0.18NEWchatNot specified
MistralMistral Medium 3.5$1.50$7.50$3.00FLATtext-to-text32K
MistralMistral Small 4$0.15$0.60$0.26FLATtext-to-text32K
MistralMistral Large 3$0.50$1.50$0.75FLATtext-to-text32K
MistralDevstral 2$0.40$2.00$0.80FLATcodingN/A
MistralCodestral$0.30$0.90$0.45FLATcodingN/A
MistralMagistral Medium$2.00$5.00$2.75FLATtext-to-textN/A
MistralMagistral Small$0.50$1.50$0.75FLATtext-to-textN/A
MistralMinistral 3 - 3B$0.10$0.10$0.10FLATtext-to-textN/A
MistralMinistral 3 - 8B$0.15$0.15$0.15FLATtext-to-textN/A
MistralMinistral 3 - 14B$0.20$0.20$0.20FLATtext-to-textN/A
MistralClassifier API model 3B$0.10$0.10$0.10FLATclassifierN/A
MistralClassifier API model 8B$0.04$0.04$0.04FLATclassifierN/A
MistralMistral Moderation$0.10Free$0.08FLATclassifier32K
MistralCodestral Embed$0.15Free$0.11FLATembeddingN/A
MistralMistral Embed$0.10Free$0.08FLATembedding32K
MistralMistral NeMo$0.15$0.15$0.15NEWcoding32K
MistralMixtral 8x7B$0.70$0.70$0.70FLATtext-to-textN/A
MistralMixtral 8x22B$2.00$6.00$3.00FLATtext-to-textN/A
GroqGPT OSS 20B 128k$0.07$0.30$0.13FLATchat128k
GroqGPT OSS Safeguard 20B$0.07$0.30$0.13FLATchat128k
GroqGPT OSS 120B 128k$0.15$0.60$0.26FLATchat128k
GroqLlama 3.3 70B Versatile 128k$0.59$0.79$0.64FLATchat128k
GroqLlama 3.1 8B Instant 128k$0.05$0.08$0.06FLATchat128k
GroqQwen 3.6 27B 131k$0.60$3.00$1.20FLATchat131k
Together AIDeepSeek V4 Pro$1.74$3.48$2.17FLATinference128K
Together AIMiniMax M3$0.30$1.20$0.52FLATinference200K
Together AIGLM-5.2$1.40$4.40$2.15FLATinference128K
Together AIInkling$1.00$4.05$1.76FLATinferenceN/A
Together AIKimi K3$3.00$15.00$6.00NEWinference256K
Together AIInkling Small$0.50$1.20$0.68NEWinferenceN/A
Together AIGemma 4 31B$0.39$0.97$0.53FLATinferenceN/A
Together AIKimi K2.7 Code$0.95$4.00$1.71FLATcode256K
Together AIQwen3.7-Plus$0.32$1.28$0.56FLATinference1M
Together AIKimi K2.6$1.20$4.50$2.02FLATcode256K
Together AIQwen3.5 9B$0.17$0.25$0.19FLATinference128K
Together AIQwen3.5-397B-A17B$0.60$3.60$1.35NEWinference128K
Together AIGLM-5.1$1.40$4.40$2.15FLATinference128K
Together AIMiniMax M2.7$0.30$1.20$0.52FLATinference200K
Together AIQwen3.6-Plus$0.50$3.00$1.12FLATinference128K
Together AIQwen2.5 7B Instruct Turbo$0.30$0.30$0.30NEWinference128K
Together AILlama Guard 4 12B$0.20$0.20$0.20NEWinferenceN/A
xAIgrok-4.5$2.00$6.00$3.00FLATtext200K
xAIgrok-build-0.1$1.00$2.00$1.25FLATtext200K
xAIgrok-4.3$1.25$2.50$1.56FLATtext1M
xAIgrok-4.20-multi-agent-0309$1.25$2.50$1.56FLATtext1M
xAIgrok-4.20-0309-reasoning$1.25$2.50$1.56FLATtext1M
xAIgrok-4.20-0309-non-reasoning$1.25$2.50$1.56FLATtext1M
PerplexitySonar$1.00$1.00$1.00FLATreasoningN/A
PerplexitySonar Pro$3.00$15.00$6.00FLATreasoningN/A
PerplexitySonar Reasoning Pro$2.00$8.00$3.50FLATreasoningN/A
PerplexitySonar Deep Research$2.00$8.00$3.50FLATreasoningN/A
Perplexitypplx-embed-v1-0.6b$0.0040Free$0.0030FLATembeddingN/A
Perplexitypplx-embed-v1-4b$0.03Free$0.02FLATembeddingN/A
Perplexitypplx-embed-context-v1-0.6b$0.0080Free$0.0060FLATembeddingN/A
Perplexitypplx-embed-context-v1-4b$0.05Free$0.04FLATembeddingN/A
CohereCommand$1.00$2.00$1.25FLATchat4K
CohereCommand-light$0.30$0.60$0.38FLATchat4K
CohereCommand R 03-2024$0.50$1.50$0.75FLATchat128K
CohereCommand R+ 04-2024$3.00$15.00$6.00FLATchat128K
CohereCommand R+ 08-2024$2.50$10.00$4.38FLATchat128K
CohereAya Expanse 8B$0.50$1.50$0.75FLATchat8K
CohereAya Expanse 32B$0.50$1.50$0.75FLATchat8K
AWS BedrockJamba 1.5 Large$2.00$8.00$3.50FLATtext/m
AWS BedrockJamba 1.5 Mini$0.20$0.40$0.25FLATtext/m
AWS BedrockJurassic-2 Mid$12.50$12.50$12.50FLATtext/m
AWS BedrockJurassic-2 Ultra$18.80$18.80$18.80FLATtext/m
AWS BedrockJamba-Instruct$0.50$0.70$0.55FLATtext/m
AWS BedrockAmazon Nova 2 Lite$0.30$2.50$0.85FLATtext128K
AWS BedrockAmazon Nova 2 Omni (Preview)$0.30$2.50$0.85FLATtext128K
AWS BedrockAmazon Nova 2 Pro (Preview)$1.25$10.00$3.44FLATtext128K
AWS BedrockAmazon Titan Text Embeddings V2$0.02Free$0.01FLATembedding8K
AWS BedrockClaude Opus 5$5.00$25.00$10.00FLATtext200K
AWS BedrockClaude Sonnet 5$2.00$10.00$4.00FLATtext200K
AWS BedrockClaude Fable 5$10.00$50.00$20.00FLATtext200K
AWS BedrockClaude Opus 4.8$5.00$25.00$10.00NEWtext200K
AWS BedrockClaude Opus 4.7$5.00$25.00$10.00NEWtext200K
AWS BedrockClaude Sonnet 4.6$3.00$15.00$6.00NEWtext200K
AWS BedrockClaude Opus 4.6$5.00$25.00$10.00NEWtext200K
AWS BedrockClaude Opus 4.5$5.00$25.00$10.00NEWtext200K
AWS BedrockClaude Haiku 4.5$1.00$5.00$2.00NEWtext200K
AWS BedrockClaude Sonnet 4.5$3.00$15.00$6.00NEWtext200K
AWS BedrockClaude Sonnet 4$3.00$15.00$6.00NEWtext200K
DeepSeekdeepseek-v4-flash$0.14$0.28$0.18FLATchat1M
DeepSeekdeepseek-v4-pro$0.43$0.87$0.54FLATchat1M
Moonshot (Kimi)kimi-k2.7-code$0.95$4.00$1.71FLATchat262,144 tokens
Moonshot (Kimi)kimi-k2.7-code-highspeed$1.90$8.00$3.42FLATchat262,144 tokens
Moonshot (Kimi)kimi-k2.6$0.95$4.00$1.71FLATchat262,144 tokens
Moonshot (Kimi)kimi-k2.5$0.60$3.00$1.20FLATchat262,144 tokens
Z.ai (GLM)GLM-5.2$1.40$4.40$2.15FLATtext128K
Z.ai (GLM)GLM-5.1$1.40$4.40$2.15FLATtext128K
Z.ai (GLM)GLM-5$1.00$3.20$1.55FLATtext128K
Z.ai (GLM)GLM-5-Turbo$1.20$4.00$1.90FLATtext128K
Z.ai (GLM)GLM-4.7$0.60$2.20$1.00FLATtext128K
Z.ai (GLM)GLM-4.7-FlashX$0.07$0.40$0.15FLATtext128K
Z.ai (GLM)GLM-4.6$0.60$2.20$1.00FLATtext128K
Z.ai (GLM)GLM-4.5$0.60$2.20$1.00FLATtext128K
Z.ai (GLM)GLM-4.5-X$2.20$8.90$3.88FLATtext128K
Z.ai (GLM)GLM-4.5-Air$0.20$1.10$0.43FLATtext128K
Z.ai (GLM)GLM-4.5-AirX$1.10$4.50$1.95FLATtext128K
Z.ai (GLM)GLM-4-32B-0414-128K$0.10$0.10$0.10FLATtext128K
Z.ai (GLM)GLM-5V-Turbo$1.20$4.00$1.90FLATvision128K
Z.ai (GLM)GLM-4.6V$0.30$0.90$0.45FLATvision128K
Z.ai (GLM)GLM-OCR$0.03$0.03$0.03FLATvision128K
Z.ai (GLM)GLM-4.6V-FlashX$0.04$0.40$0.13FLATvision128K
Z.ai (GLM)GLM-4.5V$0.60$1.80$0.90FLATvision128K
MiniMaxMiniMax-M3$0.30$1.20$0.52FLATchat512k
MiniMaxMiniMax-M2.7$0.30$1.20$0.52FLATchat200K
MiniMaxMiniMax-M2.7-highspeed$0.60$2.40$1.05FLATchat200K
MiniMaxMiniMax-M2.5$0.30$1.20$0.52FLATchat200K
MiniMaxMiniMax-M2.5-highspeed$0.60$2.40$1.05NEWchat200K
MiniMaxMiniMax-M2.1$0.30$1.20$0.52FLATchat200K
MiniMaxMiniMax-M2.1-highspeed$0.60$2.40$1.05NEWchat200K
MiniMaxMiniMax-M2$0.30$1.20$0.52FLATchat200K
Alibaba Qwenqwen3.7-max$2.50$7.50$3.75FLATtext1M
Alibaba Qwenqwen3.6-max$1.30$7.80$2.92NEWtext128K
Alibaba Qwenqwen3-max$1.20$6.00$2.40FLATtext32K
Alibaba Qwenqwen-flash$0.05$0.40$0.14NEWtext32K
Alibaba Qwenqwen3-plus$0.40$1.60$0.70NEWtext256K
Alibaba Qwenqwen3-vl-plus$0.20$1.60$0.55FLATtext32K
Alibaba Qwenqwen3.5-omni-plus$1.40$8.30$3.12NEWtext1M
Alibaba Qwenqwen3-coder-plus$1.00$5.00$2.00NEWtext32K
Alibaba Qwenqwen3-omni-flash$0.40$3.00$1.05NEWtext1M
// 06 · TRUST

Methodology

Every price is scraped directly from the provider’s official pricing or model page and verified against it. Blended price weights input and output 3:1. Deltas compare this week’s scrape to last week’s.

Volumes are entered in millions of tokens. Monthly cost equals input Mtok times input USD/1M plus output Mtok times output USD/1M. Products priced per image, audio minute, video second, character, or request are excluded, not converted.

Numbers move fast. If a figure looks off, it is measured against the source of record above, not estimated.

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