Gemini 3.1 Pro Preview Custom Tools vs Qwen3 235B A22B Thinking 2507

Qwen3 235B A22B Thinking 2507 costs 3.4x less per output token than Gemini 3.1 Pro Preview Custom Tools ($3.50 vs $12.00 per million). Updated October 22, 2026; 1 benchmarks have a result for both.

Replace Gemini 3.1 Pro Preview Custom Tools Replace Qwen3 235B A22B Thinking 2507

Gemini 3.1 Pro Preview Custom ToolsGoogle

Coding: No data
Overall: No data
Output $/M: $12.00

Qwen3 235B A22B Thinking 2507Qwen

Coding: No data
Overall: 52.9
Output $/M: $3.50

vs boards won of 1 shared

Gemini 3.1 Pro Preview Custom Tools or Qwen3 235B A22B Thinking 2507: which to pick

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

Pick Gemini 3.1 Pro Preview Custom Tools for a larger context window (1.05M against 128K tokens).

Model AGemini 3.1 Pro Preview Custom ToolsGoogleNot benchmarkedNo coding benchmarkNo cost per solved task Model BQwen3 235B A22B Thinking 2507QwenNot benchmarkedNo coding benchmarkNo cost per solved task

145

Shared results: 1
Gemini 3.1 Pro Preview Custom Tools only: 0
Qwen3 235B A22B Thinking 2507 only: 45
Like-for-like categories: 1 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.

Coding
Vibe Coding Index, six public coding benchmarks
No call
Neither has a coding score yet.
One side not measured
Intelligence
AA Intelligence Index
No call
Only Qwen3 235B A22B Thinking 2507 has a AA Intelligence Index result, 12.7.
Directional only
Agentic work
AA Agentic Index
No call
Only Qwen3 235B A22B Thinking 2507 has a AA Agentic Index result, 1.3.
Directional only
Web design
Design Arena: websites
No call
Only Qwen3 235B A22B Thinking 2507 has a Design Arena: websites result, 1052.
Directional only
Long documents
Listed context window
Gemini 3.1 Pro Preview Custom Tools
Gemini 3.1 Pro Preview Custom Tools takes 1.05M tokens against 128K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Qwen3 235B A22B Thinking 2507
Gemini 3.1 Pro Preview Custom Tools $0.0080, Qwen3 235B A22B Thinking 2507 $0.0022 per turn.
List prices

At a glance

Coding index: Gemini 3.1 Pro Preview Custom Tools not benchmarked, Qwen3 235B A22B Thinking 2507 not benchmarked.
Widest category: Agentic work, 23.6 points apart on average over 1 shared benchmark.
Widest single gap: Vending-Bench 2: Gemini 3.1 Pro Preview Custom Tools $3,774 against Qwen3 235B A22B Thinking 2507 -$11, 23.6 points apart on a 0 to 100 scale.
Output price: Gemini 3.1 Pro Preview Custom Tools $12.00 against Qwen3 235B A22B Thinking 2507 $3.50 per million output tokens, 3.4x apart.
Context window: Gemini 3.1 Pro Preview Custom Tools takes 1.05M tokens, Qwen3 235B A22B Thinking 2507 128K.

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
Category	Gemini 3.1 Pro Preview Custom Tools	Bars	Qwen3 235B A22B Thinking 2507	Ties
Agentic work	1		0
All shared boards	1		0

CodingDirectional onlySix of these boards feed the Vibe Coding Index4 boards, none shared

Coding benchmarks for Gemini 3.1 Pro Preview Custom Tools and Qwen3 235B A22B Thinking 2507
Benchmark	Gemini 3.1 Pro Preview Custom Tools	Qwen3 235B A22B Thinking 2507	Leader
AA Coding Index	Not measured	22.1	Only Qwen3 235B A22B Thinking 2507 measured
WeirdML	Not measured	41.0%	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: coding	Not measured	1424	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: software and IT	Not measured	1431	Only Qwen3 235B A22B Thinking 2507 measured
Neither model has a result on the other 39 boards here

IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared

Intelligence benchmarks for Gemini 3.1 Pro Preview Custom Tools and Qwen3 235B A22B Thinking 2507
Benchmark	Gemini 3.1 Pro Preview Custom Tools	Qwen3 235B A22B Thinking 2507	Leader
AA Intelligence Index	Not measured	12.7	Only Qwen3 235B A22B Thinking 2507 measured
Neither model has a result on the other 1 board here

Agentic workLike-for-likePublic boards, shown as published, kept out of the index10

Agentic work benchmarks for Gemini 3.1 Pro Preview Custom Tools and Qwen3 235B A22B Thinking 2507
Benchmark	Gemini 3.1 Pro Preview Custom Tools	Qwen3 235B A22B Thinking 2507	Leader
AA Agentic Index	Not measured	1.3	Only Qwen3 235B A22B Thinking 2507 measured
Vending-Bench 2	$3,774	-$11	Gemini 3.1 Pro Preview Custom Tools
Neither model has a result on the other 40 boards here

ReasoningDirectional onlyPublic boards, shown as published, kept out of the index5 boards, none shared

Reasoning benchmarks for Gemini 3.1 Pro Preview Custom Tools and Qwen3 235B A22B Thinking 2507
Benchmark	Gemini 3.1 Pro Preview Custom Tools	Qwen3 235B A22B Thinking 2507	Leader
GPQA Diamond (Epoch AI run)	Not measured	80.1%	Only Qwen3 235B A22B Thinking 2507 measured
Mystery game puzzles	Not measured	9.0%	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: hard prompts	Not measured	1416	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: expert	Not measured	1463	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: hard prompts in English	Not measured	1432	Only Qwen3 235B A22B Thinking 2507 measured
Neither model has a result on the other 18 boards here

MathDirectional onlyPublic boards, shown as published, kept out of the index3 boards, none shared

Math benchmarks for Gemini 3.1 Pro Preview Custom Tools and Qwen3 235B A22B Thinking 2507
Benchmark	Gemini 3.1 Pro Preview Custom Tools	Qwen3 235B A22B Thinking 2507	Leader
OTIS Mock AIME	Not measured	86.7%	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: math	Not measured	1412	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: mathematical work	Not measured	1435	Only Qwen3 235B A22B Thinking 2507 measured
Neither model has a result on the other 11 boards here

KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index5 boards, none shared

Knowledge benchmarks for Gemini 3.1 Pro Preview Custom Tools and Qwen3 235B A22B Thinking 2507
Benchmark	Gemini 3.1 Pro Preview Custom Tools	Qwen3 235B A22B Thinking 2507	Leader
SimpleQA Verified	Not measured	40.4%	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: science	Not measured	1433	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: medicine and healthcare	Not measured	1456	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: legal and government	Not measured	1415	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: business and finance	Not measured	1413	Only Qwen3 235B A22B Thinking 2507 measured
Neither model has a result on the other 15 boards here

Web designDirectional onlyPublic boards, shown as published, kept out of the index6 boards, none shared

Web design benchmarks for Gemini 3.1 Pro Preview Custom Tools and Qwen3 235B A22B Thinking 2507
Benchmark	Gemini 3.1 Pro Preview Custom Tools	Qwen3 235B A22B Thinking 2507	Leader
Design Arena: websites	Not measured	1052	Only Qwen3 235B A22B Thinking 2507 measured
Design Arena: UI components	Not measured	942	Only Qwen3 235B A22B Thinking 2507 measured
Design Arena: game dev	Not measured	956	Only Qwen3 235B A22B Thinking 2507 measured
Design Arena: data viz	Not measured	950	Only Qwen3 235B A22B Thinking 2507 measured
Design Arena: 3D	Not measured	997	Only Qwen3 235B A22B Thinking 2507 measured
Design Arena: all code categories	Not measured	1032	Only Qwen3 235B A22B Thinking 2507 measured
Neither model has a result on the other 3 boards here

GeneralDirectional onlyPublic boards, shown as published, kept out of the index20 boards, none shared

General benchmarks for Gemini 3.1 Pro Preview Custom Tools and Qwen3 235B A22B Thinking 2507
Benchmark	Gemini 3.1 Pro Preview Custom Tools	Qwen3 235B A22B Thinking 2507	Leader
DTBench	Not measured	80.3%	Only Qwen3 235B A22B Thinking 2507 measured
LMCA	Not measured	29.3%	Only Qwen3 235B A22B Thinking 2507 measured
Fiction.LiveBench	Not measured	75.0%	Only Qwen3 235B A22B Thinking 2507 measured
Creative writing (Lech Mazur)	Not measured	82.4%	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text	Not measured	1415	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: instruction following	Not measured	1386	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: creative writing	Not measured	1384	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: English	Not measured	1429	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: non-English	Not measured	1397	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: Chinese	Not measured	1481	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: German	Not measured	1408	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: Japanese	Not measured	1386	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: Korean	Not measured	1375	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: Spanish	Not measured	1389	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: Russian	Not measured	1401	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: Polish	Not measured	1390	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: multi-turn	Not measured	1406	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: longer queries	Not measured	1400	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: writing and language	Not measured	1388	Only Qwen3 235B A22B Thinking 2507 measured
LMArena Text: entertainment and media	Not measured	1370	Only Qwen3 235B A22B Thinking 2507 measured
Neither model has a result on the other 28 boards here

Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared

Image generation benchmarks for Gemini 3.1 Pro Preview Custom Tools and Qwen3 235B A22B Thinking 2507
Benchmark	Gemini 3.1 Pro Preview Custom Tools	Qwen3 235B A22B Thinking 2507	Leader
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

Gemini 3.1 Pro Preview Custom Tools$0.0080Fits in one request

Qwen3 235B A22B Thinking 2507$0.0022Fits in one request

Qwen3 235B A22B Thinking 2507 costs less

Repository review

50K input + 3K output tokens

Gemini 3.1 Pro Preview Custom Tools$0.136Fits in one request

Qwen3 235B A22B Thinking 2507$0.033Fits in one request

Qwen3 235B A22B Thinking 2507 costs less

Agent loop

200K input + 10K output tokens

Gemini 3.1 Pro Preview Custom Tools$0.520Fits in one request

Qwen3 235B A22B Thinking 2507$0.125Exceeds the context window

Qwen3 235B A22B Thinking 2507 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 Gemini 3.1 Pro Preview Custom Tools and Qwen3 235B A22B Thinking 2507
Specification	Google Gemini 3.1 Pro Preview Custom Tools	Qwen3 235B A22B Thinking 2507
Maker	Google	Qwen
Weights	No public weights listed	Open weights
Released	February 25, 2026	July 25, 2025
Context window	1.05M	128K
Input $/Mtok	$2.00	$0.45
Output $/Mtok	$12.00	$3.50
Coding index	Not benchmarked	Not benchmarked
Independent measurements behind it	0	0
Cost per solved task	Not computable	Not computable
Source	OpenRouter listing	OpenRouter listing

Questions

Is Gemini 3.1 Pro Preview Custom Tools better than Qwen3 235B A22B Thinking 2507 for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Gemini 3.1 Pro Preview Custom Tools for a larger context window (1.05M against 128K tokens).

Which is cheaper, Gemini 3.1 Pro Preview Custom Tools or Qwen3 235B A22B Thinking 2507?

Gemini 3.1 Pro Preview Custom Tools costs $2.00 per million input tokens and $12.00 per million output tokens; Qwen3 235B A22B Thinking 2507 costs $0.45 and $3.50. Cost per solved task is known for neither of them.

Which has the bigger context window, Gemini 3.1 Pro Preview Custom Tools or Qwen3 235B A22B Thinking 2507?

Gemini 3.1 Pro Preview Custom Tools, with 1.05M tokens against 128K.

How many benchmarks is the Gemini 3.1 Pro Preview Custom Tools vs Qwen3 235B A22B Thinking 2507 comparison based on?

1 benchmarks have a result for both models as of October 22, 2026. Gemini 3.1 Pro Preview Custom Tools's coding index rests on 0 independent benchmarks and Qwen3 235B A22B Thinking 2507's on 0. Where only one model has a result, the page says so instead of naming a winner.

Gemini 3.1 Pro Preview Custom Tools or Qwen3 235B A22B Thinking 2507: which to pick

Which one for your work

Coding

Intelligence

Agentic work

Web design

Long documents

Everyday cost

At a glance

Benchmark by benchmark

What each workload costs

Chat turn

Repository review

Agent loop

Specification differences

Questions

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