Model Profile

Qwen3-235B-A22B-Thinking-2507

Name: Qwen3-235B-A22B-Thinking-2507
Author: Qwen

4,096 ctxOpen weights

Use this page to decide where this model is a strong fit. Rankings below are benchmark-backed by use case, with explicit confidence and contributor metrics.

Identity

ID: Qwen/Qwen3-235B-A22B-Thinking-2507

Author: Qwen

Origin: huggingface_catalog

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 15.0%

Evidence points: 47

Raw rows: 105

Weighted rows: 14

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 50,867

Some fit rows have limited benchmark evidence.

12 of 12 scored use cases have low confidence or thin contributor coverage.

Coverage Diagnostics

actively scored

Use-Case Scores

Total Measurements

105

Weighted Measurements

Weighted Sources

Raw Source Coverage

ugi_main 60galileo_agent_v2 34sciarena_leaderboard 7openrouter_models 3swe_rebench_leaderboard 1

Weighted Source Coverage

galileo_agent_v2 10ugi_main 3sciarena_leaderboard 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Claims summary use_case.ins.claims_summary	insurance	9.6%	16.9%	5	Galileo Agent Leaderboard v2: Insurance TSQ
Product positioning and messaging use_case.mkt.product_positioning	marketing_sales	9.4%	16.0%	4	Galileo Agent Leaderboard v2: Avg TSQ
Campaign brief use_case.mkt.campaign_brief	marketing_sales	9.4%	16.0%	4	Galileo Agent Leaderboard v2: Avg TSQ
Social post generation use_case.mkt.social_post_generation	marketing_sales	9.4%	16.0%	4	Galileo Agent Leaderboard v2: Avg TSQ
FNOL structuring use_case.ins.fnol_structuring	insurance	8.6%	15.2%	5	Galileo Agent Leaderboard v2: Insurance TSQ
Ad copy variants use_case.mkt.ad_copy_variants	marketing_sales	8.2%	14.0%	4	Galileo Agent Leaderboard v2: Avg TSQ
Personalized sales outreach use_case.mkt.sales_outreach_personalized	marketing_sales	8.2%	14.0%	4	Galileo Agent Leaderboard v2: Avg TSQ
Route alternatives planning use_case.sc.route_alternatives_planning	supply_chain	8.1%	12.9%	3	Galileo Agent Leaderboard v2: Avg TSQ
Underwriting submission ingest use_case.ins.underwriting_submission_ingest	insurance	7.5%	13.2%	5	Galileo Agent Leaderboard v2: Insurance TSQ
Config debugging use_case.sre.config_debugging	devops_sre	7.4%	15.4%	3	Galileo Agent Leaderboard v2: Avg AC
Terraform generation use_case.sre.iac_terraform	devops_sre	7.4%	15.4%	3	Galileo Agent Leaderboard v2: Avg AC
Kubernetes manifest generation use_case.sre.iac_k8s	devops_sre	7.4%	15.4%	3	Galileo Agent Leaderboard v2: Avg AC

Deployment Fit Calculator

Model

Qwen3-235B-A22B-Thinking-2507

Qwen/Qwen3-235B-A22B-Thinking-2507

Hardware

Quantization: 4-bit

2-bit8-bit

Insufficient

Unknown parameter count. Cannot estimate deployment fit.

Required VRAM

~0.0GB

Est. Throughput

0.00 tok/s

Deployment Fit Matrix

GPU	4-bit	6-bit	8-bit
RTX 3060 12GB	Insufficient	Insufficient	Insufficient
RTX 3090 24GB	Insufficient	Insufficient	Insufficient
RTX 4090 24GB	Insufficient	Insufficient	Insufficient
Mac Studio M2 Ultra 192GB	Insufficient	Insufficient	Insufficient