Cost & Efficiency

Intelligence Per Dollar

Find best-value models by comparing public price data against quality, benchmark, or proxy signals.

How to use this dashboard

Find best-value models by comparing public price data against quality, benchmark, or proxy signals.

Use this heatmap-style table to find models that may offer strong capability for lower token cost. Treat value scores as comparison signals, not official benchmark results.

Intelligence Per Dollar

100 records
Mistral: Mistral NemoMistralai630.020.030.0242,625Strong value
Meta: Llama 3.1 8B InstructMeta Llama550.020.050.0321,718.75Strong value
Meta: Llama 3 8B InstructMeta Llama550.030.040.0341,617.65Strong value
Google: Gemma 3 4BGoogle760.040.080.0561,357.14Strong value
Sao10K: Llama 3 8B LunarisSao10k550.040.050.0441,250Strong value
IBM: Granite 4.0 MicroIbm Granite580.0170.110.05421,070.11Strong value
OpenAI: gpt-oss-20bOpenai750.030.140.0741,013.51Strong value
Google: Gemma 3 12BGoogle760.040.130.0761,000Strong value
Mistral: Mistral Small 3Mistralai590.050.080.062951.61Strong value
Qwen: Qwen2.5 7B InstructQwen590.040.10.064921.88Strong value
MythoMax 13BGryphe550.060.060.06916.67Strong value
Qwen: Qwen-TurboQwen630.03250.130.0715881.12Strong value
Cohere: Command R7B (12-2024)Cohere700.03750.150.0825848.48Strong value
LiquidAI: LFM2-24B-A2BLiquid540.030.120.066818.18Strong value
Qwen: Qwen3 235B A22B Instruct 2507Qwen670.0710.10.0826811.14Strong value
Arcee AI: Trinity MiniArcee Ai700.0450.150.087804.6Strong value
NVIDIA: Nemotron Nano 9B V2Nvidia700.040.160.088795.45Strong value
OpenAI: gpt-oss-120bOpenai750.0390.190.0994754.53Strong value
Amazon: Nova Micro 1.0Amazon580.0350.140.077753.25Strong value
Qwen: Qwen3.5-9BQwen850.10.150.12708.33Strong value
Mistral: Ministral 3 3B 2512Mistralai690.10.10.1690Strong value
Google: Gemma 3 27BGoogle760.080.160.112678.57Strong value
NVIDIA: Nemotron 3 Nano 30B A3BNvidia740.050.20.11672.73Strong value
Microsoft: Phi 4Microsoft620.0650.140.095652.63Strong value
Google: Gemma 3n 4BGoogle540.060.120.084642.86Strong value
Qwen: Qwen3.5-FlashQwen910.0650.260.143636.36Strong value
Z.ai: GLM 4 32B Z Ai630.10.10.1630Strong value
Meta: Llama 3.2 1B InstructMeta Llama590.0270.20.0962613.31Strong value
Reka EdgeRekaai560.10.10.1560Strong value
Mistral: Mistral Small 3.2 24BMistralai690.0750.20.125552Strong value
Qwen: Qwen3 14BQwen710.060.240.132537.88Strong value
Amazon: Nova Lite 1.0Amazon680.060.240.132515.15Strong value
Google: Gemini 2.0 Flash LiteGoogle830.0750.30.165503.03Strong value
Qwen: Qwen3 32BQwen710.080.240.144493.06Strong value
Mistral: Ministral 3 8B 2512Mistralai730.150.150.15486.67Strong value
ByteDance Seed: Seed 1.6 FlashBytedance Seed800.0750.30.165484.85Strong value
Google: Gemma 4 26B A4B Google800.060.330.168476.19Strong value
Reka Flash 3Rekaai660.10.20.14471.43Strong value
ByteDance: UI-TARS 7B Bytedance640.10.20.14457.14Strong value
OpenAI: gpt-oss-safeguard-20bOpenai750.0750.30.165454.55Strong value
Baidu: ERNIE 4.5 21B A3B ThinkingBaidu700.070.280.154454.55Strong value
OpenAI: GPT-5 NanoOpenai850.050.40.19447.37Strong value
Qwen: Qwen3 30B A3BQwen710.080.280.16443.75Strong value
EssentialAI: Rnj 1 InstructEssentialai660.150.150.15440Strong value
Xiaomi: MiMo-V2-FlashXiaomi740.090.290.17435.29Strong value
Meta: Llama 4 ScoutMeta Llama730.080.30.168434.52Strong value
DeepSeek: DeepSeek V4 FlashDeepseek850.140.280.196433.67Strong value
Google: Gemini 2.5 Flash Lite Preview 09-2025Google950.10.40.22431.82Strong value
Google: Gemini 2.5 Flash LiteGoogle950.10.40.22431.82Strong value
inclusionAI: Ling-2.6-flashInclusionai620.080.240.144430.56Strong value
Meta: Llama 3.2 3B InstructMeta Llama710.0510.340.1666426.17Strong value
Qwen: Qwen3 Coder 30B A3B InstructQwen630.070.270.15420Strong value
StepFun: Step 3.5 FlashStepfun740.10.30.18411.11Strong value
Z.ai: GLM 4.7 FlashZ Ai790.060.40.196403.06Strong value
NousResearch: Hermes 2 Pro - Llama-3 8BNousresearch550.140.140.14392.86Strong value
Mistral: Mistral 7B Instruct v0.1Mistralai550.110.190.142387.32Strong value
Qwen: Qwen3 30B A3B Instruct 2507Qwen670.090.30.174385.06Strong value
Arcee AI: SpotlightArcee Ai690.180.180.18383.33Strong value
Meta: Llama Guard 4 12BMeta Llama690.180.180.18383.33Strong value
Google: Gemini 2.0 FlashGoogle830.10.40.22377.27Strong value
Baidu: ERNIE 4.5 21B A3BBaidu580.070.280.154376.62Strong value
Qwen: Qwen3 8BQwen710.050.40.19373.68Strong value
Mistral: Ministral 3 14B 2512Mistralai730.20.20.2365Strong value
ByteDance Seed: Seed-2.0-MiniBytedance Seed800.10.40.22363.64Strong value
Qwen: Qwen3 30B A3B Thinking 2507Qwen750.080.40.208360.58Strong value
OpenAI: GPT-4.1 NanoOpenai790.10.40.22359.09Strong value
Qwen: Qwen3 VL 32B InstructQwen810.1040.4160.2288354.02Strong value
Mistral: Voxtral Small 24B 2507Mistralai630.10.30.18350Strong value
Mistral: Devstral Small 1.1Mistralai630.10.30.18350Strong value
Google: Gemma 4 31BGoogle800.130.380.23347.83Strong value
NVIDIA: Llama 3.3 Nemotron Super 49B V1.5Nvidia750.10.40.22340.91Strong value
Meta: Llama 3.3 70B InstructMeta Llama630.10.320.188335.11Strong value
Mistral: Mistral Small CreativeMistralai590.10.30.18327.78Strong value
Qwen: Qwen3 VL 8B InstructQwen810.080.50.248326.61Strong value
NVIDIA: Nemotron 3 SuperNvidia740.090.450.234316.24Strong value
Nous: Hermes 4 70BNousresearch750.130.40.238315.13Strong value
Tongyi DeepResearch 30B A3BAlibaba700.090.450.234299.15Strong value
xAI: Grok 4.1 FastX Ai910.20.50.32284.38Strong value
xAI: Grok 4 FastX Ai910.20.50.32284.38Strong value
Meta: Llama 3.2 11B Vision InstructMeta Llama690.2450.2450.245281.63Strong value
Qwen: Qwen VL PlusQwen690.13650.40950.2457280.83Strong value
Mistral: Mistral Small 4Mistralai850.150.60.33257.58Strong value
Nous: Hermes 3 70B InstructNousresearch750.30.30.3250Strong value
DeepSeek: DeepSeek V3.2Deepseek750.2520.3780.3024248.02Strong value
DeepSeek: R1 Distill Qwen 32BDeepseek710.290.290.29244.83Strong value
Qwen: Qwen3 VL 30B A3B InstructQwen690.130.520.286241.26Strong value
Meta: Llama 4 MaverickMeta Llama790.150.60.33239.39Strong value
DeepSeek: DeepSeek V3.2 ExpDeepseek750.270.410.326230.06Strong value
AllenAI: Olmo 3 32B ThinkAllenai660.150.50.29227.59Strong value
Tencent: Hunyuan A13B InstructTencent700.140.570.312224.36Strong value
Nex AGI: DeepSeek V3.1 Nex N1Nex Agi630.1350.50.281224.2Strong value
Baidu: ERNIE 4.5 VL 28B A3BBaidu680.140.560.308220.78Strong value
Arcee AI: Trinity Large PreviewArcee Ai580.150.450.27214.81Strong value
Upstage: Solar Pro 3Upstage700.150.60.33212.12Strong value
Cohere: Command R (08-2024)Cohere700.150.60.33212.12Strong value
NVIDIA: Nemotron Nano 12B 2 VLNvidia760.20.60.36211.11Strong value
Llama Guard 3 8BMeta Llama630.480.030.3210Strong value
OpenAI: GPT-4o-mini (2024-07-18)Openai690.150.60.33209.09Strong value
OpenAI: GPT-4o-miniOpenai690.150.60.33209.09Strong value
Qwen: Qwen3 Next 80B A3B ThinkingQwen750.09750.780.3705202.43Strong value