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Best LLM for Coding

Coding is where model quality is easiest to feel — a weak model wastes more of your time than it saves. But the strongest coding model is also the priciest, and for most day-to-day work a tier down is indistinguishable.

Best value pick

GLM-5.2

Z.ai (Zhipu AI) · Coding Arena 1587 · about $430.00/month at 100,000 calls. The top-ranked Kimi K3 costs $1,200.00/month — you save $770.00/month with GLM-5.2.

1GLM-5.21587$430.00Z.ai (Zhipu AI)
2Kimi K31679$1,200.00Moonshot AI
3Claude Opus 5 (JP)Est.1670$2,000.00AWS Bedrock
4Claude Opus 51670$2,000.00Anthropic
5GPT-5.6 Sol1623$2,250.00OpenAI
6GPT-5.6 SolEst.1623$2,250.00AWS Bedrock
7Claude Fable 51629$4,000.00Anthropic
8Claude Fable 5Est.1629$4,000.00AWS Bedrock

Intelligence scores are community Arena ratings from LMArena / arena.ai, used under CC BY 4.0. Snapshot last refreshed 28 July 2026. Scores are a relative signal, not an absolute measure of capability. A Measured score was voted on directly; an Estimated score is inherited from an identical base model (a regional/creator-prefixed hosting duplicate). See our methodology.

Why picking isn’t obvious

Code quality depends on more than a leaderboard: context window (for large files), tool/function calling (for agents and editors), and latency all matter. We rank on the coding Arena and require tool calling, then surface the cheapest model that still clears the bar.

FAQ

What is the best value LLM for coding?

GLM-5.2 is the cheapest model that still clears our quality bar for this task, at about $430.00/month for 100,000 calls (1,500 in / 500 out). It scores 1587 on the Coding Arena.

Is the most expensive model worth it for this?

Kimi K3 tops the Coding Arena but costs about $1,200.00/month here — roughly $770.00/month more than GLM-5.2 for 92 extra Arena points. For most workloads that gap is not worth the premium.

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