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 Results for other workloads are historical and no longer updated.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 3.5 Flash 2603. We suggest considering it instead.

For more information, see comparison of Step 3.5 Flash 2603 to other models and API provider benchmarks for Step 3.5 Flash 2603.

Open weights model

Released February 2026

Step 3.5 Flash API Provider Benchmarking & Analysis

Model Comparison

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

Fastest

#1
StepFunStepFun
106.0 t/s
#2
SiliconFlow (FP8)SiliconFlow (FP8)
74.4 t/s

Output speed

Total 2 providers

Lowest Latency

#1
StepFunStepFun
22.32 s
#2
SiliconFlow (FP8)SiliconFlow (FP8)
28.62 s

Time to first answer token

Total 2 providers

Lowest Price

#1
StepFunStepFun
$0.12
#2
SiliconFlow (FP8)SiliconFlow (FP8)
$0.12

Blended price (per 1M tokens)

Total 2 providers

Step 3.5 Flash is available through 2 API providers, each offering different performance characteristics and pricing. Below is a comparison of the key metrics across providers.

  • For output speed, the top providers are StepFun (106.0 t/s) and SiliconFlow (FP8) (74.4 t/s).
  • For latency, StepFun (22.32s) and SiliconFlow (FP8) (28.62s) offer the lowest time to first answer token.
  • For pricing, StepFun (0.12) and SiliconFlow (FP8) (0.12) offer the lowest blended prices per 1M tokens.
  • StepFun stands out as the overall leader, ranking first across all three categories: speed, latency, and pricing.

Highlights

Output tokens per second · Higher is better
Seconds · 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

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

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
Pareto line

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
Open
--
106
3.47
27.05
18.87
SiliconFlow logoSiliconFlow
262k
Open
--
74
1.74
35.34
26.88

Frequently Asked Questions

Common questions about Step 3.5 Flash providers