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Qwen3 30B A3B vs Step 3.5 Flash

Step 3.5 Flash leads Qwen3 30B A3B on the Artificial Analysis Intelligence Index, 17.0 to 7.6, and Step 3.5 Flash costs 1.7x less per output token ($0.30 vs $0.50 per million). Updated October 21, 2026; 35 benchmarks have a result for both.

Qwen3 30B A3BQwen
Coding
No data
Overall
38.2
Output $/M
$0.50
0
Step 3.5 FlashStepFun
Coding
No data
Overall
No data
Output $/M
$0.30
35
vs boards won of 35 shared

Qwen3 30B A3B or Step 3.5 Flash: which to pick

Neither model has a coding score yet, so the two cannot be ranked on coding.

Pick Qwen3 30B A3B for work measured by Terminal-Bench Hard (Artificial Analysis run) or LMArena Text: coding, where it leads.

Shared results
35
Qwen3 30B A3B only
17
Step 3.5 Flash only
0
Like-for-like categories
7 of 9

Only benchmarks that tested both models count toward a pick; a result only one model has is shown but not compared.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
Qwen3 30B A3B not benchmarked, Step 3.5 Flash not benchmarked.
Widest category
Agentic work, 68.4 points apart on average over 1 shared benchmark.
Widest single gap
τ²-Bench Telecom: Qwen3 30B A3B 26.0% against Step 3.5 Flash 94.4%, 68.4 points apart on a 0 to 100 scale.
Output price
Qwen3 30B A3B $0.50 against Step 3.5 Flash $0.30 per million output tokens, 1.7x apart.
Context window
Qwen3 30B A3B takes 41K tokens, Step 3.5 Flash 262K.

Benchmark by benchmark

First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.

Boards won, where both have a result
CategoryQwen3 30B A3BBarsStep 3.5 FlashTies
Coding03
Intelligence01
Agentic work01
Reasoning05
Math02
Knowledge04
General019
All shared boards035
CodingLike-for-likeSix of these boards feed the Vibe Coding Index03
Coding benchmarks for Qwen3 30B A3B and Step 3.5 Flash
BenchmarkQwen3 30B A3BStep 3.5 FlashLeader
LiveCodeBench (Artificial Analysis run)50.6%Not measuredOnly Qwen3 30B A3B measured
Terminal-Bench Hard (Artificial Analysis run)6.8%32.6%Step 3.5 Flash
WeirdML29.8%Not measuredOnly Qwen3 30B A3B measured
LMArena Text: coding13371436Step 3.5 Flash
LMArena Text: software and IT13401434Step 3.5 Flash
Neither model has a result on the other 34 boards here
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index01
Intelligence benchmarks for Qwen3 30B A3B and Step 3.5 Flash
BenchmarkQwen3 30B A3BStep 3.5 FlashLeader
AA Intelligence Index7.617.0Step 3.5 Flash
Epoch Capabilities Index137.3Not measuredOnly Qwen3 30B A3B measured
Agentic workLike-for-likePublic boards, shown as published, kept out of the index01
Agentic work benchmarks for Qwen3 30B A3B and Step 3.5 Flash
BenchmarkQwen3 30B A3BStep 3.5 FlashLeader
τ²-Bench Telecom26.0%94.4%Step 3.5 Flash
Neither model has a result on the other 40 boards here
ReasoningLike-for-likePublic boards, shown as published, kept out of the index05
Reasoning benchmarks for Qwen3 30B A3B and Step 3.5 Flash
BenchmarkQwen3 30B A3BStep 3.5 FlashLeader
GPQA Diamond (Artificial Analysis run)61.6%83.1%Step 3.5 Flash
Humanity's Last Exam (Artificial Analysis run)6.2%24.5%Step 3.5 Flash
GPQA Diamond (Epoch AI run)61.7%Not measuredOnly Qwen3 30B A3B measured
LMArena Text: hard prompts13141411Step 3.5 Flash
LMArena Text: expert13141421Step 3.5 Flash
LMArena Text: hard prompts in English13291421Step 3.5 Flash
Neither model has a result on the other 16 boards here
MathLike-for-likePublic boards, shown as published, kept out of the index02
Math benchmarks for Qwen3 30B A3B and Step 3.5 Flash
BenchmarkQwen3 30B A3BStep 3.5 FlashLeader
AA Math Index72.3Not measuredOnly Qwen3 30B A3B measured
AIME 2025 (Artificial Analysis run)72.3%Not measuredOnly Qwen3 30B A3B measured
OTIS Mock AIME62.8%Not measuredOnly Qwen3 30B A3B measured
LMArena Text: math13551408Step 3.5 Flash
LMArena Text: mathematical work13631421Step 3.5 Flash
Neither model has a result on the other 8 boards here
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index04
Knowledge benchmarks for Qwen3 30B A3B and Step 3.5 Flash
BenchmarkQwen3 30B A3BStep 3.5 FlashLeader
MMLU Pro (Artificial Analysis run)77.7%Not measuredOnly Qwen3 30B A3B measured
LMArena Text: science13211415Step 3.5 Flash
LMArena Text: medicine and healthcare13181408Step 3.5 Flash
LMArena Text: legal and government13141408Step 3.5 Flash
LMArena Text: business and finance13091394Step 3.5 Flash
Neither model has a result on the other 13 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index5 boards, none shared
Web design benchmarks for Qwen3 30B A3B and Step 3.5 Flash
BenchmarkQwen3 30B A3BStep 3.5 FlashLeader
Design Arena: websites955Not measuredOnly Qwen3 30B A3B measured
Design Arena: UI components946Not measuredOnly Qwen3 30B A3B measured
Design Arena: game dev899Not measuredOnly Qwen3 30B A3B measured
Design Arena: data viz967Not measuredOnly Qwen3 30B A3B measured
Design Arena: all code categories942Not measuredOnly Qwen3 30B A3B measured
Neither model has a result on the other 4 boards here
GeneralLike-for-likePublic boards, shown as published, kept out of the index019
General benchmarks for Qwen3 30B A3B and Step 3.5 Flash
BenchmarkQwen3 30B A3BStep 3.5 FlashLeader
IFBench41.5%66.5%Step 3.5 Flash
Long context reasoning (AA-LCR)0.0%63.0%Step 3.5 Flash
DTBench60.3%Not measuredOnly Qwen3 30B A3B measured
LMCA15.8%Not measuredOnly Qwen3 30B A3B measured
Fiction.LiveBench40.6%Not measuredOnly Qwen3 30B A3B measured
Creative writing (Lech Mazur)75.3%Not measuredOnly Qwen3 30B A3B measured
LMArena Text13171403Step 3.5 Flash
LMArena Text: instruction following12831385Step 3.5 Flash
LMArena Text: creative writing12711357Step 3.5 Flash
LMArena Text: English13351417Step 3.5 Flash
LMArena Text: non-English12951385Step 3.5 Flash
LMArena Text: Chinese13471446Step 3.5 Flash
LMArena Text: German13071405Step 3.5 Flash
LMArena Text: Japanese12541353Step 3.5 Flash
LMArena Text: Korean12611351Step 3.5 Flash
LMArena Text: French13521421Step 3.5 Flash
LMArena Text: Spanish13171419Step 3.5 Flash
LMArena Text: Russian12911385Step 3.5 Flash
LMArena Text: Polish12991389Step 3.5 Flash
LMArena Text: multi-turn13071404Step 3.5 Flash
LMArena Text: longer queries13121402Step 3.5 Flash
LMArena Text: writing and language12901372Step 3.5 Flash
LMArena Text: entertainment and media12581360Step 3.5 Flash
Neither model has a result on the other 23 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for Qwen3 30B A3B and Step 3.5 Flash
BenchmarkQwen3 30B A3BStep 3.5 FlashLeader
Neither model has a result on 5 boards here

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

Qwen3 30B A3B$0.0004Fits in one request
Step 3.5 Flash$0.0003Fits in one request

Step 3.5 Flash costs less

Repository review

50K input + 3K output tokens

Qwen3 30B A3B$0.0075Exceeds the context window
Step 3.5 Flash$0.0059Fits in one request

Step 3.5 Flash costs less

Agent loop

200K input + 10K output tokens

Qwen3 30B A3B$0.029Exceeds the context window
Step 3.5 Flash$0.023Fits in one request

Step 3.5 Flash costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of Qwen3 30B A3B and Step 3.5 Flash
SpecificationQwen3 30B A3BStepFun Step 3.5 Flash
MakerQwenStepFun
WeightsOpen weightsOpen weights
ReleasedApril 28, 2025January 29, 2026
Context window41K262K
Input $/Mtok$0.12$0.10
Output $/Mtok$0.50$0.30
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Qwen3 30B A3B better than Step 3.5 Flash for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Qwen3 30B A3B for work measured by Terminal-Bench Hard (Artificial Analysis run) or LMArena Text: coding, where it leads.

Which is cheaper, Qwen3 30B A3B or Step 3.5 Flash?

Qwen3 30B A3B costs $0.12 per million input tokens and $0.50 per million output tokens; Step 3.5 Flash costs $0.10 and $0.30. Cost per solved task is known for neither of them.

Which has the bigger context window, Qwen3 30B A3B or Step 3.5 Flash?

Step 3.5 Flash, with 262K tokens against 41K.

How many benchmarks is the Qwen3 30B A3B vs Step 3.5 Flash comparison based on?

35 benchmarks have a result for both models as of October 21, 2026. Qwen3 30B A3B's coding index rests on 0 independent benchmarks and Step 3.5 Flash's on 0. Where only one model has a result, the page says so instead of naming a winner.

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