Step 3.7 Flash

by StepFun

Released 57 days after Step 3.5 Flash Β· All StepFun releases

Step 3.7 Flash brings StepFun's Step series down to a high-efficiency footprint, released as open weights in May 2026. The model is a sparse mixture-of-experts design that activates roughly 11 billion of its 198 billion total parameters per token and pairs the language backbone with a compact vision encoder, adding native image input that the earlier 3.5 Flash generation lacked. Selectable reasoning levels let callers trade depth for speed on each request, and the model is tuned for agent frameworks with reliable tool calling, MCP support, and structured output. It suits coding agents, search and retrieval workflows, and screenshot-driven automation that want capable multimodal behavior at small-model inference cost, backed by a 262K context window and outputs up to 256K tokens.

Key info

Input
Output
Features
Context window
262K
Max output
256K
Input price
$0.20 /1M
Output price
$1.15 /1M
Released
  • US residency available
  • Zero data retention via Enterprise
  • No training by default
  • GDPR DPA available

Available routes

Step 3.7 Flash runs on 1 route through the Opper gateway. Compare residency, ZDR, and training posture at a glance β€” full data-handling detail per route below.

ProviderRegionZero data retentionTrainingInputOutput
USEnterpriseNo$0.20$1.15

Uptime and availability

Step 3.7 Flash runs on a single route through the Opper gateway today, so its availability is that provider's availability.

100%route uptime, last 30 days
Single route, no failover target within this model.

Name a second model in the same request and the gateway tries it on retriable errors, so a busy hour never has to reach your users. Set up a fallback chain.

Measured over the last 30 days from each provider's official status feed via StatusGator. Refreshed hourly. See uptime for every provider Opper monitors.

Data handling per route

Each route hosting Step 3.7 Flash has its own privacy posture, residency, and GDPR terms. Postures are maintained by Opper with a last-verification timestamp.

Novita β€” United StatesπŸ‡ΊπŸ‡Έ

Zero data retention is available via Opper Enterprise contract. No training on customer data. US; SCCs; DPA available.

Zero data retention
Available via Opper Enterprise contract.
Training
No training on customer data.
Logging
Abuse monitoring
Third-party access
None disclosed
GDPR DPA
DPA available
Transfer mechanism
SCCs

Benchmarks

Independent benchmark scores β€” composite indices for reasoning, coding, and math, plus individual eval scores where available.

Global rank#166 of 603 LLMs
TierStrong
Output speed131 tok/s
First token1.65s
Intelligence Index30.9
Coding Index39.6
Reasoning & knowledge
GPQA Diamond
81%
Humanity's Last Exam
21%
Long-context reasoning
70%
Coding
SciCode
40%
Agentic & tool use
Terminal-Bench Hard
36%
τ²-Bench Telecom
99%
Math & instruction following
IFBench
67%

Get started

Call Step 3.7 Flash through the Opper gateway with one API key. Let your coding agent set it up, or call it directly β€” Opper is drop-in compatible with the OpenAI, Anthropic, and Google AI SDKs.

Set it up with your agent

Copy this and paste it into a coding agent like Claude Code, Cursor or Codex and it'll wire up Opper for you.

Or call it directly

import OpenAI from "openai";
const client = new OpenAI({
apiKey: process.env.OPPER_API_KEY,
baseURL: "https://api.opper.ai/v3/compat",
});
const completion = await client.chat.completions.create({
model: "novita/stepfun/step-3.7-flash",
messages: [{ role: "user", content: "Hello" }],
});
console.log(completion.choices[0].message.content);

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