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Precision Benchmarks

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© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

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  3. MAI-Image-2.5 vs Qwen: Qwen3 Next 80B A3B Thinking

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

MAI-Image-2.5 vs Qwen: Qwen3 Next 80B A3B Thinking benchmark

Comparing verified benchmark accuracy, speed, and token pricing between MAI-Image-2.5 and Qwen: Qwen3 Next 80B A3B Thinking. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Both MAI-Image-2.5 and Qwen: Qwen3 Next 80B A3B Thinking present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
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Executive Verdict Summary

MAI-Image-2.5 holds empirical advantage (0 of 0 metrics)

Coding / SWESWE-bench
MAI-Image-2.5Top code solve rate
ReasoningGPQA / Live
MAI-Image-2.5Top logical accuracy
Best Value$/1M Tok
Qwen: Qwen3 Next 80B A3B ThinkingLowest API billing cost
Speed / TokTok/Sec
MAI-Image-2.5Fastest stream rate
Microsoft AI
MAI-Image-2.5

Microsoft AI proprietary foundation image model for Copilot Studio and enterprise creative workflows.

Img Elo 1,307$48.1/1k imgs
Alibaba
Qwen: Qwen3 Next 80B A3B Thinking

Auto-discovered from OpenRouter (qwen/qwen3-next-80b-a3b-thinking). Preview until a second source matches.

Top Rival Showdowns for MAI-Image-2.5
All Matchups
Compare vs:vs GPT Image 2 (High)vs Reve 2.1vs Nano Banana Pro (Gemini 3 Pro Image)vs FLUX.2 [max]vs Ideogram 4.0 (Quality)
Image Quality Leader

No shared data

Single model data

Generation Speed Leader

No shared data

No latency data

Value per Dollar Leader

No shared data

Unpriced

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

MAI-Image-2.5 (5)vsQwen: Qwen3 Next 80B A3B Thinking (0)
MAI-Image-2.5: 5W (100%)Overall: MAI-Image-2.5Qwen: Qwen3 Next 80B A3B Thinking: 0W (0%)
← MAI-Image-2.5Qwen: Qwen3 Next 80B A3B Thinking →
🏆MAI-Image-2.5 Leads(3/3)

Visual Quality & Adherence

Arena Preference Elo, prompt fidelity & typography score

Benchmark
MAI-Image-2.5vsQwen: Qwen3 Next 80B A3B Thinking
Image Elo
1,307vs—
Prompt adherence
92%vs—
Text rendering
93%vs—
MAI-Image-2.5: 3WQwen: Qwen3 Next 80B A3B Thinking: 0W
🏆MAI-Image-2.5 Leads(1/1)

Generation Latency

Time to render full-resolution image snapshot (seconds)

Benchmark
MAI-Image-2.5vsQwen: Qwen3 Next 80B A3B Thinking
Generation time
3.8svs—
MAI-Image-2.5: 1WQwen: Qwen3 Next 80B A3B Thinking: 0W
🏆MAI-Image-2.5 Leads(1/1)

Cost Efficiency

API inference cost per 1,000 generated images

Benchmark
MAI-Image-2.5vsQwen: Qwen3 Next 80B A3B Thinking
Price per 1k images
$48.1/1kvs—
MAI-Image-2.5: 1WQwen: Qwen3 Next 80B A3B Thinking: 0W

Side-by-Side Benchmark Matrix

MAI-Image-2.5Qwen: Qwen3 Next 80B A3B Thinking
Image Elo
MAI-Image-2.51,307
Qwen: Qwen3 Next 80B A3B Thinking—
Generation time
MAI-Image-2.53.8s
Qwen: Qwen3 Next 80B A3B Thinking—
Price per 1k images
MAI-Image-2.5$48.1/1k
Qwen: Qwen3 Next 80B A3B Thinking—
Prompt adherence
MAI-Image-2.592%
Qwen: Qwen3 Next 80B A3B Thinking—
Text rendering
MAI-Image-2.593%
Qwen: Qwen3 Next 80B A3B Thinking—
BenchmarkMAI-Image-2.5Qwen: Qwen3 Next 80B A3B ThinkingAdvantage Delta
Image Elo
1,307
seed-bootstrap · Aug 1, 2026
——
Generation time
3.8s
seed-bootstrap · Aug 1, 2026
——
Price per 1k images
$48.1/1k
seed-bootstrap · Aug 1, 2026
——
Prompt adherence
92%
seed-bootstrap · Aug 1, 2026
——
Text rendering
93%
seed-bootstrap · Aug 1, 2026
——

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save 100% with Qwen: Qwen3 Next 80B A3B Thinking
Monthly Image Production Volume25k images / month (25000 imgs)
Quick Presets:
MAI-Image-2.5$1,202.50 / mo
Rate: $48.1/1k
Qwen: Qwen3 Next 80B A3B Thinking$0.00 / mo
Rate: $0/1k
Estimated Cost Delta

Qwen: Qwen3 Next 80B A3B Thinking is estimated to save $1,202.50/month ($14,430/year).

Based on 25k images generated

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatinsufficient data

Need list prices.

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGinsufficient data

Need context sizes.

Screenshots / visionMAI-Image-2.5

MAI-Image-2.5 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatinsufficient dataNeed list prices.
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGinsufficient dataNeed context sizes.
Screenshots / visionMAI-Image-2.5MAI-Image-2.5 is the side marked multimodal in the catalog.

Cast Your Matchup Vote

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Microsoft AI

MAI-Image-2.5

Elo n/a
SWE-bench—
Speed (tok/s)—
Input / 1M Tokens$48.1/1k
Output / 1M Tokens$48.1/1k
Alibaba

Qwen: Qwen3 Next 80B A3B Thinking

Elo n/a
SWE-bench—
Speed (tok/s)262k
Input / 1M Tokens$0.15/1M
Output / 1M Tokens$1.2/1M

Frequently Asked Questions

Which is better overall, MAI-Image-2.5 or Qwen: Qwen3 Next 80B A3B Thinking?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, MAI-Image-2.5 or Qwen: Qwen3 Next 80B A3B Thinking?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
List prices are missing for at least one model.
Which is faster, MAI-Image-2.5 or Qwen: Qwen3 Next 80B A3B Thinking?
We do not have TTFT for both models.
Which has the larger context window?
Context window is missing for at least one model.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. MAI-Image-2.5 and Qwen: Qwen3 Next 80B A3B Thinking Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All MAI-Image-2.5 matchups →|All Qwen: Qwen3 Next 80B A3B Thinking matchups →
MAI-Image-2.5 vs HiDream-O1-Image-1.5 (previous other)MAI-Image-2.5 vs MAI-Image-2.5-Flash (next other)