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The price of intelligence

The best offer has climbed ×205 in 75 days: from 15.2 index points per dollar (mixtral-8x22b, released 2024-04) to 3115.2 (mistral-nemo, released 2024-07). The typical new model has not followed: the median 2026 release buys 42.3 points per dollar, against 116.7 for 2025 releases. Newer models score higher (median 153.5 against 139) and charge more (median $3.48 against $1.20 per 1M tokens).

Prices verified 2026-10-23
Best offer today3115.2 pts/$mistral-nemo · score 119 at $0.038/1M
Record climb×205in 75 days of releases
Median 2026 release42.3 pts/$against 116.7 for 2025 releases
Models plotted11114 labs, each at its cheapest host

Intelligence per dollar, by release date

index points per $ · log scale · click a lab to isolate it, a dot for its page

3103010030010003000Jul 20242025Jul 20252026Jul 2026index points per $ (log)Qwen 2.5 72B (DeepInfra): 169.7 index pts/$ · score 129 at $0.76/1M · released 2024-09-19Qwen2.5 7B Instruct (Phala): 396.7 index pts/$ · score 119 at $0.3/1M · released 2024-10-16Qwen2.5 Coder 32B Instruct (Cloudflare): 71.7 index pts/$ · score 119 at $1.66/1M · released 2024-11-11Qwen3 30B A3B Instruct 2507 (StreamLake): 564.1 index pts/$ · score 136 at $0.241/1M · released 2025-04-28Qwen3 14B (NextBit): 431.2 index pts/$ · score 138 at $0.32/1M · released 2025-04-28Qwen3 32B (DeepInfra): 383.3 index pts/$ · score 138 at $0.36/1M · released 2025-04-30Qwen3 8B (Alibaba): 154.5 index pts/$ · score 136 at $0.88/1M · released 2025-04-30Qwen3 235B A22B Instruct 2507 (GMICloud): 317.7 index pts/$ · score 139 at $0.438/1M · released 2025-07-21Qwen3 235B A22B Thinking 2507 (Alibaba): 56.9 index pts/$ · score 144 at $2.53/1M · released 2025-07-25Qwen3 30B A3B Thinking 2507 (Alibaba): 53.8 index pts/$ · score 140 at $2.60/1M · released 2025-07-30Qwen3 Max (Alibaba): 19.7 index pts/$ · score 142 at $7.20/1M · released 2025-09-23Qwen3.5 397B A17B (DeepInfra): 42.6 index pts/$ · score 147 at $3.45/1M · released 2026-02-15Qwen3.5 Plus 2026-04-20 (Alibaba): 52.1 index pts/$ · score 146 at $2.80/1M · released 2026-02-16Qwen3.5-35B-A3B (DeepInfra): 124.6 index pts/$ · score 142 at $1.14/1M · released 2026-02-23Qwen3.5-9B (SiliconFlow): 556 index pts/$ · score 139 at $0.25/1M · released 2026-02-23Qwen3.5-Flash (Alibaba): 288 index pts/$ · score 144 at $0.5/1M · released 2026-02-23Qwen3.6 Plus (Alibaba): 42 index pts/$ · score 147 at $3.50/1M · released 2026-04-02Qwen3.6 35B A3B (AkashML): 144 index pts/$ · score 144 at $1.00/1M · released 2026-04-17Qwen3.6 Max Preview (Alibaba): 16.4 index pts/$ · score 149 at $9.10/1M · released 2026-04-20Qwen3.6 27B (Chutes): 64.9 index pts/$ · score 146 at $2.25/1M · released 2026-04-22Qwen3.6 Flash (Alibaba): 81.7 index pts/$ · score 143 at $1.75/1M · released 2026-04-27Qwen3.7 Max (Novita): 30.8 index pts/$ · score 154 at $5.00/1M · released 2026-05-21Qwen3.7 Plus (Alibaba): 73.5 index pts/$ · score 147 at $2.00/1M · released 2026-06-02Qwen3.7 Flash (Alibaba): 900 index pts/$ · score 144 at $0.16/1M · released 2026-07-15Qwen3.8 Max (Novita): 19.6 index pts/$ · score 157 at $8.00/1M · released 2026-08-03Qwen3.8 27B (Chutes): 117.9 index pts/$ · score 152 at $1.29/1M · released 2026-08-14Gemma 2 27B (NextBit): 93.8 index pts/$ · score 122 at $1.30/1M · released 2024-07-13Gemma 3 27B (DeepInfra): 541.7 index pts/$ · score 130 at $0.24/1M · released 2025-03-12Gemma 3 4B (Parasail): 1288.9 index pts/$ · score 116 at $0.09/1M · released 2025-03-12Gemma 3 12B (Novita): 826.7 index pts/$ · score 124 at $0.15/1M · released 2025-03-13Gemini 2.5 Pro (Google): 12.9 index pts/$ · score 145 at $11.25/1M · released 2025-06-17Gemini 2.5 Flash (Google): 50.4 index pts/$ · score 141 at $2.80/1M · released 2025-06-17Gemini 3 Flash Preview (Google): 43.4 index pts/$ · score 152 at $3.50/1M · released 2025-12-17Gemini 3.1 Pro Preview (Google): 11.1 index pts/$ · score 155 at $14.00/1M · released 2026-02-19Gemma 4 31B (Reka): 376.3 index pts/$ · score 143 at $0.38/1M · released 2026-04-02Gemma 4 26B A4B (Reka): 546.2 index pts/$ · score 142 at $0.26/1M · released 2026-04-02Gemini 3.6 Flash: 34.4 index pts/$ · score 155 at $4.50/1M · released 2026-07-21Gemini 3.5 Flash Lite (Google): 51.8 index pts/$ · score 145 at $2.80/1M · released 2026-07-21Gemini 3.7 Flash (Google): 35.1 index pts/$ · score 158 at $4.50/1M · released 2026-08-13Gemini 3.8 Flash (Google): 34.9 index pts/$ · score 157 at $4.50/1M · released 2026-09-02Gemini 4 Argon (Google): 13.8 index pts/$ · score 166 at $12.00/1M · released 2026-09-30GPT-4o mini: 168 index pts/$ · score 126 at $0.75/1M · released 2024-07-18GPT-4.1 mini: 67.5 index pts/$ · score 135 at $2.00/1M · released 2025-04-14GPT-4.1 (OpenAI): 13.7 index pts/$ · score 137 at $10.00/1M · released 2025-04-14gpt-oss-20b (AkashML): 1150 index pts/$ · score 138 at $0.12/1M · released 2025-08-05gpt-oss-120b (Venice): 777.8 index pts/$ · score 140 at $0.18/1M · released 2025-08-05GPT-5.3 Codex (OpenAI): 10 index pts/$ · score 157 at $15.75/1M · released 2026-02-24GPT-5.6 Sol (OpenAI): 6.8 index pts/$ · score 163 at $24.00/1M · released 2026-07-09GPT-5.6 Terra (OpenAI): 11.4 index pts/$ · score 160 at $14.00/1M · released 2026-07-09GPT-5.6 Luna (OpenAI): 111.4 index pts/$ · score 156 at $1.40/1M · released 2026-07-09GPT-6 Astra (OpenAI): 2.8 index pts/$ · score 169 at $60.00/1M · released 2026-09-03GPT-6 Sol (OpenAI): 13.7 index pts/$ · score 164 at $12.00/1M · released 2026-09-22GPT-6 Luna (OpenAI): 261.7 index pts/$ · score 157 at $0.6/1M · released 2026-09-22GPT-6.1 Sol (OpenAI): 14 index pts/$ · score 168 at $12.00/1M · released 2026-09-29DeepSeek Chat (DeepInfra): 120.7 index pts/$ · score 146 at $1.21/1M · released 2024-12-26DeepSeek V3 (DeepInfra): 109.1 index pts/$ · score 132 at $1.21/1M · released 2024-12-26DeepSeek R1 (DeepInfra): 52.5 index pts/$ · score 139 at $2.65/1M · released 2025-05-28DeepSeek V3.1 (DeepInfra): 116.7 index pts/$ · score 140 at $1.20/1M · released 2025-08-21DeepSeek V3.2 Exp (AtlasCloud): 431.5 index pts/$ · score 145 at $0.336/1M · released 2025-09-29DeepSeek V3.2 (GMICloud): 281.6 index pts/$ · score 146 at $0.518/1M · released 2025-12-01DeepSeek V4 Pro 0423 (Relace): 62.1 index pts/$ · score 149 at $2.40/1M · released 2026-04-24DeepSeek V4 Flash 0423 (StreamLake): 695.2 index pts/$ · score 146 at $0.21/1M · released 2026-04-24DeepSeek V4 Flash 0731 (Relace): 738.1 index pts/$ · score 155 at $0.21/1M · released 2026-07-31DeepSeek V4 Pro 0813 (Relace): 62.4 index pts/$ · score 156 at $2.50/1M · released 2026-08-13DeepSeek V4.1 Flash (Io Net): 333.3 index pts/$ · score 156 at $0.468/1M · released 2026-09-10Claude Opus 4.1 (Anthropic): 1.6 index pts/$ · score 144 at $90.00/1M · released 2025-08-05Claude Sonnet 4.5 (Anthropic): 8.2 index pts/$ · score 147 at $18.00/1M · released 2025-09-29Claude Haiku 4.5 (Anthropic): 23.7 index pts/$ · score 142 at $6.00/1M · released 2025-10-15Claude Fable 5 (Anthropic): 2.7 index pts/$ · score 163 at $60.00/1M · released 2026-06-09Claude Sonnet 5 (Anthropic): 13.1 index pts/$ · score 157 at $12.00/1M · released 2026-06-30Claude Opus 5 (Anthropic): 5.5 index pts/$ · score 164 at $30.00/1M · released 2026-07-24Claude Fable 5.1 (Anthropic): 2.8 index pts/$ · score 166 at $60.00/1M · released 2026-09-01Claude Opus 5.5 (Anthropic): 7 index pts/$ · score 169 at $24.00/1M · released 2026-09-22Claude Sonnet 5.5 (Anthropic): 13.8 index pts/$ · score 166 at $12.00/1M · released 2026-09-28Claude Haiku 5.5 (Anthropic): 265 index pts/$ · score 159 at $0.6/1M · released 2026-10-07Mixtral 8x22B Instruct (Mistral): 15.2 index pts/$ · score 122 at $8.00/1M · released 2024-04-17Mistral Nemo (Io Net): 3115.2 index pts/$ · score 119 at $0.038/1M · released 2024-07-01Mistral Small 3.1 24B (Cloudflare): 141.3 index pts/$ · score 128 at $0.906/1M · released 2025-03-17Mistral Medium 3 (Mistral): 55.8 index pts/$ · score 134 at $2.40/1M · released 2025-05-07Mistral Medium 3.5 (Mistral): 15.7 index pts/$ · score 141 at $9.00/1M · released 2026-04-30Mistral Large 4 (Mistral): 27.1 index pts/$ · score 150 at $5.54/1M · released 2026-10-06Phi 4 (DeepInfra): 619 index pts/$ · score 130 at $0.21/1M · released 2024-12-11Inkling (DeepInfra): 29.6 index pts/$ · score 148 at $5.00/1M · released 2026-07-15Inkling Small (DeepInfra): 90.9 index pts/$ · score 150 at $1.65/1M · released 2026-07-30Muse Spark 1.3 (Meta): 28.5 index pts/$ · score 157 at $5.50/1M · released 2026-09-02Muse Wonder (Meta): 6.8 index pts/$ · score 162 at $24.00/1M · released 2026-10-12Muse Spark Open (Meta): 28.2 index pts/$ · score 155 at $5.50/1M · released 2026-10-15GLM 4.7 (DeepInfra): 67 index pts/$ · score 144 at $2.15/1M · released 2025-12-22GLM 5 (GMICloud): 57.9 index pts/$ · score 146 at $2.52/1M · released 2026-02-12GLM 5.1 (StreamLake): 37.5 index pts/$ · score 150 at $4.00/1M · released 2026-04-07GLM-5.2 (DeepInfra): 64.3 index pts/$ · score 152 at $2.36/1M · released 2026-06-13GLM 5.3 (Inceptron): 66.1 index pts/$ · score 156 at $2.36/1M · released 2026-08-14GLM 5.3 Flash (StreamLake): 811.7 index pts/$ · score 153 at $0.189/1M · released 2026-08-26Llama 3.1 8B (DeepInfra): 1933.3 index pts/$ · score 116 at $0.06/1M · released 2024-07-23Llama 3.1 70B Instruct (DeepInfra): 157.5 index pts/$ · score 126 at $0.8/1M · released 2024-07-23Llama 3.3 70B (DeepInfra): 302.4 index pts/$ · score 127 at $0.42/1M · released 2024-12-06Llama 4 Scout (DeepInfra): 325 index pts/$ · score 130 at $0.4/1M · released 2025-04-05Llama 4 Maverick (DeepInfra): 132 index pts/$ · score 132 at $1.00/1M · released 2025-04-05Kimi K2 Thinking (Google): 47.1 index pts/$ · score 146 at $3.10/1M · released 2025-11-06Kimi K2.5 (DeepInfra): 54.8 index pts/$ · score 148 at $2.70/1M · released 2026-01-27Kimi K2.6 (Chutes): 62.9 index pts/$ · score 151 at $2.40/1M · released 2026-04-21Kimi K2.7 Code (StreamLake): 40.4 index pts/$ · score 150 at $3.71/1M · released 2026-06-12Kimi K3 (Chutes): 13.9 index pts/$ · score 158 at $11.35/1M · released 2026-07-16MiniMax M2.5 (Venice): 120.5 index pts/$ · score 147 at $1.22/1M · released 2026-02-12MiniMax M2.7 (GMICloud): 139 index pts/$ · score 146 at $1.05/1M · released 2026-03-18MiniMax M3 (CoreWeave): 123.5 index pts/$ · score 147 at $1.19/1M · released 2026-06-01Grok 4.5 (xAI): 19.2 index pts/$ · score 154 at $8.00/1M · released 2026-07-08Grok 4.6 (xAI): 19.6 index pts/$ · score 157 at $8.00/1M · released 2026-08-12Grok 4.7 (xAI): 19.2 index pts/$ · score 154 at $8.00/1M · released 2026-09-21Command R+ (08-2024) (Cohere): 9.5 index pts/$ · score 119 at $12.50/1M · released 2024-08-30Nemotron 3 Ultra (DeepInfra): 54.1 index pts/$ · score 146 at $2.70/1M · released 2026-06-04

What a level of intelligence costs, week by week

Every Monday, the lowest price (input + output per million tokens) of any offer whose model scores at least 150, then 160, on the Epoch Capabilities Index. The line drops when a cheaper model reaches the level, or when a host cuts its price.

$0.1$0.3$1$3$10SepOct150+ · $0.21160+ · $12.00
Score 150 and up: $0.24 → $0.21 (−12%)Score 160 and up: $14.00 → $12.00 (−14%)

Score: Epoch Capabilities Index by Epoch AI (CC BY 4.0), today's score for every model · prices: each offer's price as published on that date, from our price history, which starts on 5 August 2026.

Year by year

The record is one model. The median is what a typical release of that year buys per dollar. A year with fewer than 5 scored models is shown but not compared.

Intelligence per dollar by release year
20266642.3qwen3.7-flash 900 pts/$153.5$3.48
202531116.7gemma-3-4b 1288.9 pts/$139$1.20
202414162.8mistral-nemo 3115.2 pts/$124$0.78

Intelligence

The Epoch Capabilities Index by Epoch AI, published under CC BY 4.0: one score per model, combined from dozens of benchmarks. Higher is better; the scale has no zero, so a ratio to price compares models with each other, not to an absolute. We report it, we do not produce it.

Price

The cheapest live blended offer (input + output per 1M tokens) across every host of the model; $0 free tiers excluded.

What is missing

Retired models are not priced any more and do not appear, so older years show only the models that survived. Price by model age

See also the current intelligence-per-dollar ranking, the price × intelligence frontier and the methodology.

FAQ

How fast is the price of intelligence falling?

The best offer has climbed ×205 in 75 days: from 15.2 index points per dollar (mixtral-8x22b, released 2024-04) to 3115.2 (mistral-nemo, released 2024-07). The typical new model has not followed: the median 2026 release buys 42.3 points per dollar, against 116.7 for 2025 releases. Newer models score higher (median 153.5 against 139) and charge more (median $3.48 against $1.20 per 1M tokens).

What does 'intelligence per dollar' mean?

Each model's Epoch Capabilities Index score (Epoch AI, combined from dozens of benchmarks, CC BY 4.0) divided by its cheapest blended API price per 1M tokens. It answers: how much measured capability does $1 of tokens buy?

Why do the newest flagships sit low on this chart?

Because peak capability carries a price premium. The model with the highest score today, GPT-6 Astra (OpenAI), costs $60.00 per 1M tokens; the first record holder on this chart cost $8.00. A flagship can score highest and still buy the least intelligence per dollar.