America's Best AI Coder Has Serious Competition. It's From Beijing.
A new independent study put 12 frontier models through real production work. Moonshot AI's Kimi K3 tied Anthropic's Claude Opus 5, wrote cleaner code, and cost a third as much.
The study asked twelve frontier models to build twelve real deliverables: a 3D game, WebGL shaders, an accessible interface, production email templates. Each got one shot. No retries, no follow-up questions, no human help. Anthropic's Claude Opus 5 finished first with a score of 82.3. Kimi K3, from
Where Kimi K3 pulled ahead was integrity. Auditors combed every deliverable for faked effects, stubbed functions, broken states, and violated briefs. Kimi K3 logged eleven red flags across the entire study. Opus 5 logged sixteen. No American model came close.
Then there's the bill. Kimi K3 ran the full suite for
"We didn't set out to write a geopolitics story. We wanted to know which models to trust with client work," said
The study had sharper edges, too. OpenAI's entire GPT-5.6 family (Terra, Sol, and Luna) landed mid-pack. And in a simple honesty test, Alibaba's Qwen 3.7 Max claimed to be Claude when asked to identify itself.
Every model received an identical brief and was scored three ways: automated checks in a real Chromium browser, a blind judging panel drawn from three different labs, and blind human review. All 144 deliverables are published with run IDs, so anyone can check the work at startrise.io/benchmark.
About Startrise
Startrise AI Labs is the research arm of Startrise, a product engineering and AI consulting firm working with startups and Fortune 100 teams. The lab runs its benchmarks to guide model selection for client work, and publishes them because clients keep asking the same question: which one should we use?
Media Contact
Misha Petrov
Startrise AI Labs
+1 (415) 347-6981
[email protected]
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SOURCE Startrise AI Labs
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