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Kimi K3 vs Step 3.7 Flash

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Kimi K3 and Step 3.7 Flash.

Moonshot AI

Kimi K3

Kimi K3 is an ultra-large-scale, open-weight multimodal reasoning model from Moonshot AI. It is suited for complex coding, knowledge work, and long-horizon agentic workflows, and is particularly strong at navigating...

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StepFun

Step 3.7 Flash

Step 3.7 Flash is StepFun's latest high-efficiency multimodal Mixture-of-Experts model. It pairs a 196B-parameter language backbone with a vision encoder for native image and video understanding, activating roughly 11B parameters...

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Technical Specifications

SpecificationKimi K3Step 3.7 Flash
ProviderMoonshot AIStepFun
Context Window1,048,576 tokens256,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-07-162026-05-28

API Pricing Comparison

Input Price per Million Tokens

Kimi K3

$3.00

Step 3.7 Flash

$0.20

Output Price per Million Tokens

Kimi K3

$15.00

Step 3.7 Flash

$1.15

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs8450.0%
Kimi K3
Step 3.7 Flash
HumanEvalPython coding & logic synthesis
N/Avs8600.0%
Kimi K3
Step 3.7 Flash
MATHComplex mathematical problem solving
N/Avs6680.0%
Kimi K3
Step 3.7 Flash
GPQAGraduate-level expert reasoning
N/Avs4400.0%
Kimi K3
Step 3.7 Flash
HellaSwagCommonsense reasoning and inference
N/Avs8580.0%
Kimi K3
Step 3.7 Flash
MT-BenchMulti-turn conversation flow quality
N/Avs890.0%
Kimi K3
Step 3.7 Flash

Kimi K3 Quirks & Gotchas

No developer gotchas reported.

Step 3.7 Flash Quirks & Gotchas

No developer gotchas reported.