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StepFun: Step 3.7 Flash

stepfun/step-3.7-flash

Model weights

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 per token. The model supports a 256K context window and exposes selectable reasoning levels (high/medium/low), letting callers trade off speed, cost, and depth of reasoning.

Designed for coding, agentic workflows, structured outputs, and long-context productivity tasks.

Modalities
In / out price
$0.20 / $1.15per 1M
Context
262K
Released
May 28, 2026

Providers

Different companies host the same model. OpenRouter routes your request to one of them based on the routing mode you pick: Balanced (price + speed), Nitro (fastest), or Floor (cheapest).

Pricing

The average price customers actually pay for this model, next to the prices providers post. Caching and discounts mean the price actually paid is often well below the listed one.

Weighted average

Input
$0.08397/M tokens
Output
$1.15/M tokens
Price history
No effective price data for this selection

Performance

Throughput is how fast the model writes (tokens per second — higher is better). Latency is total round-trip time (lower is better). TTFT is time-to-first-token — how long before you see anything appear (lower is better).

Throughput
144tok/s

P50, best across providers

Latency
3.57s

P50, best provider

Uptime

Uptime is the percentage of the past 3 days that at least one provider was responding to requests. Availability is the percentage of time that inference was successfully served. OpenRouter continuously monitors and uses the next-best provider when one returns an error.

Uptime (3d)The model was reachable. Request routed to a provider.
100.00%
Availability (3d)The model returned inference from any provider. Errors and empty responses count against it.
99.85%

Availability over the last 3 days

Last 72 hours
Availability 99.85%
3 Days Ago2 Days AgoYesterdayNow

Availability over the last 24 hours

OpenRouter Availability
99.80%
Without Routing
99.73%

When an error occurs in an upstream provider, we can recover by routing to another healthy provider, if your request filters allow it. You can access per-provider uptime data programmatically through the Endpoints API. Learn more about our load balancing and provider routing options.

Benchmarks

Scores on standardized evaluations and this model’s own outputs on shared benchmark prompts. Higher percentages are better — and each rank shows where this model lands among the models evaluated on that source.

Benchmark score summary for StepFun: Step 3.7 Flash (Artificial Analysis and Design Arena)
SourceBenchmarkScore
Artificial AnalysisStep 3.7 Flash Coding Index39.6
Artificial AnalysisStep 3.7 Flash GPQA Diamond80.9%
Artificial AnalysisStep 3.7 Flash HLE21.4%
Artificial AnalysisStep 3.7 Flash IFBench67.3%
Artificial AnalysisStep 3.7 Flash τ²-Bench Telecom98.5%
Artificial AnalysisStep 3.7 Flash AA-LCR73.7%
Artificial AnalysisStep 3.7 Flash τ-Bench Banking12.0%
Artificial AnalysisStep 3.7 Flash GDPval-AA18.2%
Artificial AnalysisStep 3.7 Flash CritPt2.3%
Artificial AnalysisStep 3.7 Flash SciCode43.9%
Artificial AnalysisStep 3.7 Flash Terminal-Bench Hard35.6%
Artificial AnalysisStep 3.7 Flash Terminal-Bench 2.139.3%
Design ArenaStep 3.7 Flash Models Arena 3D Elo1108
Design ArenaStep 3.7 Flash Models Arena Asciiart Elo1142
Design ArenaStep 3.7 Flash Models Arena Code Categories Elo1169
Design ArenaStep 3.7 Flash Models Arena Data Visualization Elo1171
Design ArenaStep 3.7 Flash Models Arena Game Development Elo1142
Design ArenaStep 3.7 Flash Models Arena SVG Elo1074
Design ArenaStep 3.7 Flash Models Arena UI Component Elo1167
Design ArenaStep 3.7 Flash Models Arena Website Elo1186

Apps

Public apps that send the most traffic to this model. Good signal for what real production workloads look like — and a hint at which use cases this model is best suited for.

1.
Favicon for https://nousresearch.com
Hermes Agent
824Btokens
2.
Favicon for https://portal.nousresearch.com/api-docs
Nous Research API
34.5Btokens
3.
879Mtokens
4.
Favicon for https://openrouter.ai/images/apps/cline.png
Cline
667Mtokens
5.
Favicon for https://claude.ai/apple-touch-icon.png
Claude Code
118Mtokens
Top 5 Apps
81.8M
Rest of OpenRouter
2.09M

Activity

Token volume and request traffic to this model over time.

API

Drop-in code to call this model. OpenRouter's API is OpenAI-compatible — most SDKs work by just swapping the base URL. The only thing that changes between models is the model slug below.

Not currently available through EU in-region routing. In-region routing docs

Frequently asked questions