BenchLeader

Step 3.5 Flash

Step 3.5 Flash is a StepFun open-weights reasoning model, released 29 Jan 2026. Its best configuration ranks #248 of 756 on the BenchLeader Index at 54.0 ±3.6, in the upper half. The ± is the point: 272 other configurations score within that range, so they and this one cannot be told apart on quality alone — price and speed are what separate them. It scores highest in instruction following (66) and lowest in knowledge (43). At $0.150 per million tokens blended it is among the cheapest fifth of ranked models. Output speed of 133 tokens per second puts it in the fastest quarter, with a first answer in 18.5 s. Last measured 2 Oct 2026.

Blended price
$0.150/M
$0.100 in · $0.300 out
Output speed
133 tok/s
measured by Artificial Analysis
First answer
18 s
first token 1.27 s
Context
256k
Full answer
22 s
median, reasoning included
Cost per run
–
Released
29 Jan 2026
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index54
  2. Reasoning49
  3. Coding58
  4. Agents & tools62
  5. Maths54
  6. Knowledge43
  7. Instruction following66
  8. Human preference57
  9. Long context57
  10. Composite49

Versions

StepFun has shipped 2 models under this name. Each is ranked on its own results; a newer version often has fewer results so far, which holds its index nearer the average until more arrive.

ModelReleasedIndexRank
Step 3.7 Flash29 May 202651.7#324
Step 3.5 Flashthis page29 Jan 202654.0#248

How its index has moved

9 Sept 2026 to 3 Oct 2026
505559

The index is recomputed from scratch every day, so a line moves when a new benchmark result lands, when a publisher revises a score, or when the models it is normalised against change. Early movement usually means the score is still settling.

Benchmark results

One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Reasoning

Benchmarknot statedSourceTrend
LMArena Hard Prompts1413#158LMArena
GPQA Diamond (AA)not in index83.1%#157Artificial Analysis
Humanity's Last Exam (AA)not in index24.5%#169Artificial Analysis
CritPt2.5%#178Artificial Analysis

Coding

Benchmarknot statedSourceTrend
LMArena Coding1449#142LMArena

Agents & tools

Benchmarknot statedSourceTrend
Terminal-Bench Hard32.6%#98Artificial Analysis
τ²-Bench Telecom (AA)not in index94.4%#31Artificial Analysis

Maths

Benchmarknot statedSourceTrend
AIME 202696.7%#6MathArena
HMMT February 202686.4%#20MathArena
MathArena Apex13.5%#18MathArena
LMArena Maths1408#134LMArena

Knowledge

Instruction following

Benchmarknot statedSourceTrend
IFBench66.5%#93Artificial Analysis
LMArena Instruction Followingnot in index1384#153LMArena

Human preference

Benchmarknot statedSourceTrend
LMArena Text1393#154LMArena
LMArena Creative Writingnot in index1345#166LMArena
LMArena Multi-turnnot in index1397#152LMArena
LMArena Longer Queriesnot in index1403#152LMArena

Long context

Benchmarknot statedSourceTrend
AA-LCR63.0%#249Artificial Analysis

Composite

Benchmarknot statedSourceTrend
AA Intelligence Index17.0#245Artificial Analysis

Where to run it

Every provider serving this model through OpenRouter, with throughput and first-token latency measured on live traffic over the last 30 minutes and each provider’s own price. Purple marks the best in each column.

ProviderSpeedFirst tokenInput $/MOutput $/MContextQuantisation
SiliconFlow49 tok/s1.37 s$0.100$0.300262kfp8

What a task costs

Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache at $0.020 per 1M. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0001$0.000120.7 s
Summarise a 30-page report12,000 / 600$0.0014$0.000723.0 s
Code edit6,000 / 1,500$0.0011$0.000729.8 s
Agentic coding session60,000 / 4,000$0.0072$0.003648.5 s
Structured extraction2,000 / 200$0.0003$0.000120.0 s

See also

Data as of 5 Oct 2026. Compare with another model.

Cite as: BenchLeader, “Step 3.5 Flash: benchmarks, pricing, speed and rank”, https://www.benchleader.com/models/step-3-5-flash, data as of 5 Oct 2026.