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Kimi K3.1 Pro vs Auto Code

Detailed technical comparison between Kimi K3.1 Pro (Moonshot AI) and Auto Code (OpenRouter). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

⚡ Executive Summary & Verdict

Comparison Snapshot

Kimi K3.1 Pro: 5 WinsvsAuto Code: 1 Win
Context Leader

Auto Code

2,000,000 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Tie

Equal Pricing
Moonshot AIactive

Kimi K3.1 Pro

Kimi K3.1 Pro is Moonshot AI's flagship open-weight multimodal reasoning model and a post-trained successor to Kimi K3, with a 1M-token context window. It is built for long-horizon coding, 3D...

View Kimi K3.1 Pro Full Specs →
OpenRouteractive

Auto Code

Auto Code is OpenRouter’s router built specifically for coding agents and harnesses. It uses the same routing engine as the [Auto Router](https://openrouter.ai/openrouter/auto), with every request treated as part of an...

View Auto Code Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationKimi K3.1 ProAuto Code
ProviderMoonshot AIOpenRouter
Context Window1,048,576 tokens2,000,000 tokens🏆
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apimanaged api
Production StabilityNot verifiedNot verified
API AvailableYesYes
Released Date2026-10-232026-11-05

API Pricing Comparison

Input Price per Million Tokens

Kimi K3.1 Pro

$2.00

Auto Code

Not listed

Output Price per Million Tokens

Kimi K3.1 Pro

$10.00

Auto Code

Not listed

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0–100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
85.6%vs81.2%+4.4% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
Auto Code
HumanEvalPython coding & logic synthesis
84.8%vs91.4%+6.6% Auto Code
Kimi K3.1 Pro
Auto Code 🏆
MATHComplex mathematical problem solving
66.0%vs56.6%+9.4% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
Auto Code
GPQAGraduate-level expert reasoning
47.4%vs38.6%+8.8% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
Auto Code
HellaSwagCommonsense reasoning and inference
86.6%vs80.8%+5.8% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
Auto Code
MT-BenchMulti-turn conversation flow quality
8.9%vs8.3%+0.6% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
Auto Code

Kimi K3.1 Pro Quirks & Gotchas

No developer gotchas reported.

Auto Code Quirks & Gotchas

No developer gotchas reported.

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