StepFun: Step 3.5 Flash

StepFun: Step 3.5 Flash

stepfun · Released Jan 29, 2026 Professional
Intelligence #9 / 571
82.0 Our Score
Speed #53 / 266
170.1 tokens / sec
Input #186 / 573
$0.090 per 1M tokens
Output #208 / 573
$0.300 per 1M tokens
Context #106 / 573
262,144 tokens

Analysis Summary

Step 3.5 Flash is StepFun's production Flash model, sitting at an intelligence index of 38.5, which places it in the very strong tier against the broader field. Its agentic index of 60 is respectable, and it pairs tool use with function calling across a 262K context window. Pricing at $0.09 input and $0.30 output per million tokens makes it one of the more cost-efficient benchmarked models at this capability level.

For businesses, it suits mid-complexity automation, structured content generation, and agentic workflows where cost efficiency matters more than frontier-level reasoning. The instruction-following score (ifbench 0.665) and long-context reasoning (lcr 0.543) are adequate for document summarisation and multi-step task pipelines. Coding capability is more limited, with a coding index of 34.6, so it is not the right choice for software engineering agents.

At this price point, Step 3.5 Flash is a practical option for high-volume, mid-complexity business workflows. Teams needing stronger coding or reasoning should look to higher-tier models, but for cost-conscious deployments it offers a strong capability-to-cost ratio.

Assessed June 6, 2026

Editorial notes

StepFun Step 3.5 Flash delivers very strong reasoning for its price tier, with a 262K context window, tool use, function calling, and competitive agentic performance at $0.09 input per million tokens.

Rankings consider pricing, capabilities, benchmarks, and real-world applicability and are refreshed as new models launch. Feedback?

Performance Profile

Intelligence5.7Technical6.3Value8Content6.9
Intelligence 5.7/10
Technical 6.3/10
Content 6.9/10
Value 8/10

How StepFun: Step 3.5 Flash compares

StepFun: Step 3.5 Flash ranks #68 of 375 AI models we track for overall intelligence, #68 of 312 for coding, #54 of 286 for agentic tasks. Its 262K-token context window is larger than 82% of the models we list. At $0.09 per million input tokens it is cheaper than 68% of comparable models.

About 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..

Capabilities

Tool Use Function Calling

Performance Indices

Source: Artificial Analysis

38.5 Intelligence Index
34.6 Coding Index
60 Agentic Index

Benchmark Scores

Intelligence

GPQA Diamond 82.6% Graduate-level scientific reasoning
HLE 22.6% Humanity's Last Exam
SciCode 38.5% Scientific computing

Technical

TerminalBench Hard 32.6% Agentic terminal tasks
τ²-Bench 87.4% Conversational agent benchmark

Content

IFBench 66.5% Instruction following
LCR 54.3% Long-context reasoning

Benchmark data from Artificial Analysis and Hugging Face

How does StepFun: Step 3.5 Flash stack up?

Compare side-by-side with other professional models.

Compare Models

Model Information

OpenRouter ID stepfun/step-3.5-flash
Providerstepfun
Release Date January 29, 2026
Context Length262,144 tokens
Max Completion16,384 tokens
Status Active

Pricing

Token Type Cost per 1M tokens Cost per 1K tokens
Input $0.09 $0.000090
Output $0.30 $0.000300

Live Performance

Live endpoint metrics, refreshed every 30 minutes.

99.3%
Avg Uptime
539ms
Best Latency (TTFT)
47 tok/s
Best Throughput
2/2
Active Endpoints
Available via: DeepInfra, SiliconFlow

Leaderboard Categories

Frequently asked questions about StepFun: Step 3.5 Flash

How much does StepFun: Step 3.5 Flash cost?

StepFun: Step 3.5 Flash costs $0.09 per million input tokens and $0.30 per million output tokens.

What is the context window of StepFun: Step 3.5 Flash?

StepFun: Step 3.5 Flash has a context window of 262,144 tokens (262K).

Is StepFun: Step 3.5 Flash good for coding?

On our coding benchmark index, StepFun: Step 3.5 Flash ranks #68 of 312 models, placing it in the top quartile of the field for code generation and debugging.

What can StepFun: Step 3.5 Flash do?

StepFun: Step 3.5 Flash supports tool use and function calling.

Who created StepFun: Step 3.5 Flash?

StepFun: Step 3.5 Flash is developed by StepFun and was released on January 29, 2026.