This model is deprecated. We only continue performance benchmarking for the default 10k input token workload. Results for other workloads are historical and no longer updated.

StepFun has launched a newer model, Step 3.7 Flash. We suggest considering it instead.

For more information, see comparison of Step 3.7 Flash to other models and API provider benchmarks for Step 3.7 Flash.

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Proprietary model

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Released April 2026

Step 3.5 Flash 2603 API Provider Benchmarking & Analysis

Model Comparison

This analysis is intended to support you in choosing the best API provider of Step 3.5 Flash 2603 for your use-case.

Fastest

#1
StepFunStepFun
141.4 t/s

Output speed

Total 1 provider

Lowest Latency

#1
StepFunStepFun
17.38 s

Time to first answer token

Total 1 provider

Lowest Price

#1
StepFunStepFun
$0.06

Blended price (per 1M tokens)

Total 1 provider

Step 3.5 Flash 2603 is available through StepFun.

Highlights

Output tokens per second · Higher is better
Seconds to first answer token received · Lower is better
USD per 1M tokens (blended) · Lower is better

Pricing

Pricing: Cache Hit, Input, and Output

Price (USD per M Tokens) · Lower is better · 10,000 input tokens

Pricing: Blended Price

Blended at 7:2:1 (cache-input-output) · USD per 1M tokens (blended) · Lower is better

Pricing: Cache Discount

1 - (cache hit price / input price) · Higher is better

Output Speed vs. Price

Blended at 7:2:1 (cache-input-output) · Output speed: output tokens per second · USD per 1M tokens (blended)
Most attractive quadrant

Speed

Measured by Output Speed (tokens per second)

Output Speed: Step 3.5 Flash 2603

Output speed: output tokens per second · 10,000 input tokens

Latency vs. Output Speed

Latency: seconds to first token received · Output speed: output tokens per second · 10,000 input tokens
Most attractive quadrant

Latency

Measured by Time (seconds) to First Token

Time to First Answer Token

Seconds to first token received · Lower is better · 10,000 input tokens

End-to-End Response Time

Seconds to output 500 tokens, calculated based on time to first token, 'thinking' time for reasoning models, and output speed

End-to-End Response Time

Seconds to output 500 tokens, including reasoning model 'thinking' time · Lower is better · 10,000 input tokens

Key Comparison Metrics & API Features

StepFun logoStepFun
256k
Proprietary
--
141
3.24
20.92
14.15

Frequently Asked Questions

Common questions about Step 3.5 Flash 2603 providers