Claude 4.5 Sonnet keeps the LLM crown for a fifth week runningDeepSeek V3.1 cuts API pricing and the market reprices overnightYOLO26 lands as the new edge-vision default for retailMistral Large 3 ships with EU-only data residency — a procurement resetFLUX.2 brings open-weights image generation closer to Midjourney qualityVeo 3 doubles its clip length, but the editing workflow is still the bottleneckQwen 3 VL goes long-context — and the multimodal eval landscape shiftsElevenLabs v3 ships twelve new languages, with caveats for production useXGBoost still beats every transformer your team will deploy this quarterThe hidden cost of frontier-tier models when you actually run them at scaleClaude 4.5 Sonnet keeps the LLM crown for a fifth week runningDeepSeek V3.1 cuts API pricing and the market reprices overnightYOLO26 lands as the new edge-vision default for retailMistral Large 3 ships with EU-only data residency — a procurement resetFLUX.2 brings open-weights image generation closer to Midjourney qualityVeo 3 doubles its clip length, but the editing workflow is still the bottleneckQwen 3 VL goes long-context — and the multimodal eval landscape shiftsElevenLabs v3 ships twelve new languages, with caveats for production useXGBoost still beats every transformer your team will deploy this quarterThe hidden cost of frontier-tier models when you actually run them at scale

Code Generation, ranked.

Help your dev team ship faster.

Which AI coding tool should my dev team use, and is it worth the cost?

Use case

All use cases · 36 models shown

value sweet spot$0.20$0.50$1.0$2.0$5.0$10$20405060708090100COST ($ PER 1M TOKENS, BLENDED) → cheaper is leftCODE COMPETENCY (0–100)Claude Sonnet 5DeepSeek V4 Flash 0731DeepSeek V4 Pro 0813GPT-5.3 CodexGPT-5.4 miniGPT-5.4 nanoGPT-5.5GPT-5.5 InstantGemini 3.1 Pro PreviewHy3InklingKimi K2.7 CodeMiMo-V2.5MiMo-V2.5-ProMiniMax-M3Nex-N2-ProQwen 3 CoderQwen3.8 27BSolar Pro 4Claude Fable 5Claude Opus 5GPT-5 CodeGemini 3.7 FlashGrok 4.6Kimi K3Qwen3.8 2.4T A95B
Cloud (API) Local / open weights Both (cloud + local) Frontier this weekBubble size = speed 
Scores are weighted averages of underlying business-relevant benchmarks. How we score →UPDATED · TUE 25 AUG 2026

Cloud or local?

Same question, two answers. The cloud leader for raw quality vs the open-weights leader for self-hosting.

Cloud

via API

Better if you want top-tier quality with zero infrastructure, fast setup, and elastic scale — and sending requests to a managed API is acceptable for your data.

Claude 4.5 SonnetCATEGORY LEADER · COMPETENCY 93/100
Cost
$7.50 / 1M tok
Speed
80 tok/s
Accuracy
2.0% incorrect-code rate
Context
~400 pages
To deploy
API key, 5 min

Local

open weights

Better if data must stay in-house for compliance or privacy, you run steady high volume where self-hosting is cheaper, or you need full control and predictable cost.

DeepSeek V3.1 CoderOPEN-WEIGHTS LEADER · COMPETENCY 81/100
Cost
$0.60 / 1M tok*
Speed
76 tok/s on H100
Accuracy
3.2%
Context
~256 pages
To deploy
~$2/hr GPU

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