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Compare performance benchmarks, coding intelligence, reasoning evaluations, context limits, and API economics between GPT-6 Astra (OpenAI) and Kimi K3.1 Pro (Moonshot AI).
| Metric / Capability | GPT-6 Astra | Kimi K3.1 Pro |
|---|---|---|
| Developer / Organization | OpenAI | Moonshot AI |
| Release Date | 2026-09-04 | 2026-10-23 |
| Deployment / Weights | Proprietary Cloud API | Proprietary Cloud API |
| Context Window | 1.1M tokens (1,050,000 tokens) | 1.0M tokens (1,048,576 tokens) |
| Input Pricing (/1M Tokens) | $10 | $2 |
| Output Pricing (/1M Tokens) | $50 | $10 |
| Benchmark / Domain | GPT-6 Astra | Kimi K3.1 Pro | Advantage |
|---|---|---|---|
Artificial Analysis Intelligence Index Composite index aggregating 10+ evaluations of general reasoning and knowledge. | 52.7% | 55.1% | Kimi K3.1 Pro (+5%) |
Artificial Analysis Coding Index Composite index of coding and software-engineering evaluations. | 76.9% | — | — |
Artificial Analysis Agentic Index Composite index of tool-use and long-horizon agentic tasks. | 51.0% | — | — |
Artificial Analysis Coding Agent Index v2.0 Composite index of coding-agent systems (model + harness) across FrontierCode v1.1, SWE-Atlas-QnA, and Terminal-Bench v4. | 54.7% | — | — |
Terminal-Bench 4.0 Sandboxed command-line tasks requiring shell and file-system operation. | 57.9% | 65.7% | Kimi K3.1 Pro (+13%) |
ARC-AGI-2 Novel visual grid puzzles requiring abstract rule induction. | 95.0% | — | — |
GPQA Diamond Graduate-level physics, chemistry, and biology questions written by domain experts. | 96.0% | 94.2% | GPT-6 Astra (+2%) |
Humanity's Last Exam Expert-written questions across hundreds of disciplines designed to resist saturation. | — | 51.1% | — |
FrontierMath v2 (Tiers 1-3) Unpublished, research-level mathematics problems across Tiers 1-3. | 93.7% | — | — |
Design Arena ELO Human-preference ELO across UI, 3D, data-visualization, and game-dev generations. | — | 1448 | — |
Kimi K3.1 Pro outperforms GPT-6 Astra across 2 evaluated benchmarks compared to 1 for GPT-6 Astra, excelling in Artificial Analysis Intelligence Index, Terminal-Bench 4.0.
GPT-6 Astra offers a larger context capacity of 1.1M tokens (1,050,000 tokens), compared to 1.0M tokens for Kimi K3.1 Pro.
Kimi K3.1 Pro is more economical. Input tokens cost $2/M tokens compared to $10/M tokens for GPT-6 Astra.
GPT-6 Astra is a proprietary cloud API. Kimi K3.1 Pro is a proprietary cloud API.
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