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Kimi K3.1 Pro vs DeepSeek V4.1 Flash 1017

Detailed technical comparison between Kimi K3.1 Pro (Moonshot AI) and DeepSeek V4.1 Flash 1017 (DeepSeek). 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: 6 WinsvsDeepSeek V4.1 Flash 1017: 0 Wins
Context Leader

Tie

Equal Capacity
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

DeepSeek V4.1 Flash 1017

$0.15 / MTok
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 →
DeepSeekactive

DeepSeek V4.1 Flash 1017

DeepSeek V4.1 Flash 1017 is the October 17, 2026 snapshot of DeepSeek V4.1 Flash, served by DeepSeek under the `deepseek-flash` API model name. V4.1 Flash is a sparse mixture-of-experts model...

View DeepSeek V4.1 Flash 1017 Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationKimi K3.1 ProDeepSeek V4.1 Flash 1017
ProviderMoonshot AIDeepSeek
Context Window1,048,576 tokens1,048,576 tokens
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apiself hostable
Production StabilityNot verifiedNot verified
API AvailableYesYes
Released Date2026-10-232026-10-17

API Pricing Comparison

Input Price per Million Tokens

Kimi K3.1 Pro

$2.00

DeepSeek V4.1 Flash 1017

$0.15

Output Price per Million Tokens

Kimi K3.1 Pro

$10.00

DeepSeek V4.1 Flash 1017

$0.60

💡 Cost Ratio: DeepSeek V4.1 Flash 1017 is 13.3x cheaper per input token than Kimi K3.1 Pro.

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%vs74.4%+11.2% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
DeepSeek V4.1 Flash 1017
HumanEvalPython coding & logic synthesis
84.8%vs70.6%+14.2% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
DeepSeek V4.1 Flash 1017
MATHComplex mathematical problem solving
66.0%vs43.8%+22.2% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
DeepSeek V4.1 Flash 1017
GPQAGraduate-level expert reasoning
47.4%vs31.2%+16.2% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
DeepSeek V4.1 Flash 1017
HellaSwagCommonsense reasoning and inference
86.6%vs78.4%+8.2% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
DeepSeek V4.1 Flash 1017
MT-BenchMulti-turn conversation flow quality
8.9%vs8.1%+0.8% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
DeepSeek V4.1 Flash 1017

Kimi K3.1 Pro Quirks & Gotchas

No developer gotchas reported.

DeepSeek V4.1 Flash 1017 Quirks & Gotchas

No developer gotchas reported.

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