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Kimi K2.7 Code vs Step 3.5 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 K2.7 Code and Step 3.5 Flash.

Moonshot AI

Kimi K2.7 Code

MoonshotAI: Kimi K2.7 Code is a coding-focused model in Moonshot AI's Kimi K2 family, built to complete end-to-end programming tasks reliably over long contexts. It uses a native multimodal mixture-of-experts...

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StepFun

Step 3.5 Flash

Step 3.5 Flash is StepFun's most capable open-source foundation model. Built on a sparse Mixture of Experts (MoE) architecture, it selectively activates only 11B of its 196B parameters per token....

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Technical Specifications

SpecificationKimi K2.7 CodeStep 3.5 Flash
ProviderMoonshot AIStepFun
Context Window262,144 tokens262,144 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2026-06-122026-01-29

API Pricing Comparison

Input Price per Million Tokens

Kimi K2.7 Code

$0.74

Step 3.5 Flash

$0.10

Output Price per Million Tokens

Kimi K2.7 Code

$3.50

Step 3.5 Flash

$0.30

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
8500.0%vsN/A
Kimi K2.7 Code
Step 3.5 Flash
HumanEvalPython coding & logic synthesis
9320.0%vsN/A
Kimi K2.7 Code
Step 3.5 Flash
MATHComplex mathematical problem solving
7650.0%vsN/A
Kimi K2.7 Code
Step 3.5 Flash
GPQAGraduate-level expert reasoning
4600.0%vsN/A
Kimi K2.7 Code
Step 3.5 Flash
HellaSwagCommonsense reasoning and inference
8600.0%vsN/A
Kimi K2.7 Code
Step 3.5 Flash
MT-BenchMulti-turn conversation flow quality
900.0%vsN/A
Kimi K2.7 Code
Step 3.5 Flash

Kimi K2.7 Code Quirks & Gotchas

No developer gotchas reported.

Step 3.5 Flash Quirks & Gotchas

No developer gotchas reported.