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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. Gemini 3.6 Pro vs Qwen 2.5 Coder 32B

Pairwise benchmark snapshot · Aug 16, 2026

Gemini 3.6 Pro vs Qwen 2.5 Coder 32B benchmark

In this head-to-head showdown, Gemini 3.6 Pro delivers higher overall intelligence and human-preferred responses (Elo 1,570 vs 1,425), while Gemini 3.6 Pro leads in SWE-bench software engineering benchmarks (74.6%), while Qwen 2.5 Coder 32B is more budget-friendly at $0.72/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose Gemini 3.6 Pro if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Qwen 2.5 Coder 32B if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

10 direct benchmark disciplines evaluated across capability, speed, and cost

Gemini 3.6 Pro (6)Qwen 2.5 Coder 32B (4)
Gemini 3.6 Pro
6 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Context window
Qwen 2.5 Coder 32B
4 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price
Google
Leads 6 of 10 metrics
Gemini 3.6 Pro

Current Google Pro-class multimodal model. Long context, strong coding, billed like the 3.x Pro tier.

Elo 1,570$5/1M out
Alibaba
Leads 4 of 10 metrics
Qwen 2.5 Coder 32B

Alibaba dedicated open-weight code generation model with near-frontier SWE-bench Verified coding capability.

Elo 1,425$0.72/1M out

Gemini 3.6 Pro Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (8k tokens)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
205 ms
Standard speed
Reasoning Depth
~2,400
Internal tokens
Cost / 1k Calls
$14.13
6.6× standard bill
Accuracy Boost
+4.8% accuracy
STEM & SWE-bench
Top Rival Showdowns for Gemini 3.6 Pro
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGemini 3.6 Pro Wins

Gemini 3.6 Pro

Δ 145 Arena Elo pts

Throughput LeaderQwen 2.5 Coder 32B Wins

Qwen 2.5 Coder 32B

110 tok/s

Value per Dollar LeaderQwen 2.5 Coder 32B Wins

Qwen 2.5 Coder 32B

$0.72 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

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

Gemini 3.6 Pro (6)vsQwen 2.5 Coder 32B (4)
Gemini 3.6 Pro: 6W (60%)Overall: Gemini 3.6 ProQwen 2.5 Coder 32B: 4W (40%)
← Gemini 3.6 ProQwen 2.5 Coder 32B →
🏆Gemini 3.6 Pro(5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
Gemini 3.6 ProvsQwen 2.5 Coder 32B
Preference Elo
1,570vs1,425+145
Coding Elo
1,566vs1,495+71
SWE-bench
74.6%vs65.2%+9.4%
LiveBench
71.8%vs64.8%+7%
GPQA Diamond
84.4%vs74%+10.4%
Gemini 3.6 Pro: 5WQwen 2.5 Coder 32B: 0W
🏆Qwen 2.5 Coder 32B(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Gemini 3.6 ProvsQwen 2.5 Coder 32B
Output speed
102 tok/svs110 tok/s+8 tok/s
Time to first token
205 msvs180 ms+25 ms
Gemini 3.6 Pro: 0WQwen 2.5 Coder 32B: 2W
🏆Qwen 2.5 Coder 32B(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Gemini 3.6 ProvsQwen 2.5 Coder 32B
Output price
$5/1Mvs$0.72/1M+$4.28/1M
Input price
$1.25/1Mvs$0.18/1M+$1.07/1M
Context window
2Mvs131k+1.9M
Gemini 3.6 Pro: 1WQwen 2.5 Coder 32B: 2W

Side-by-Side Benchmark Matrix

Preference Elo+145
Gemini 3.6 Pro1,570
seed-bootstrap · Aug 16, 2026
Qwen 2.5 Coder 32B1,425
seed-bootstrap · Aug 1, 2026
Coding Elo+71
Gemini 3.6 Pro1,566
seed-bootstrap · Aug 16, 2026
Qwen 2.5 Coder 32B1,495
seed-bootstrap · Aug 1, 2026
LiveBench+7%
Gemini 3.6 Pro71.8%
seed-bootstrap · Aug 16, 2026
Qwen 2.5 Coder 32B64.8%
seed-bootstrap · Aug 1, 2026
SWE-bench+9.4%
Gemini 3.6 Pro74.6%
seed-bootstrap · Aug 16, 2026
Qwen 2.5 Coder 32B65.2%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+10.4%
Gemini 3.6 Pro84.4%
seed-bootstrap · Aug 16, 2026
Qwen 2.5 Coder 32B74%
seed-bootstrap · Aug 1, 2026
Time to first token+25 ms
Gemini 3.6 Pro205 ms
seed-bootstrap · Aug 16, 2026
Qwen 2.5 Coder 32B180 ms
seed-bootstrap · Aug 1, 2026
Output speed+8 tok/s
Gemini 3.6 Pro102 tok/s
seed-bootstrap · Aug 16, 2026
Qwen 2.5 Coder 32B110 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$1.07/1M
Gemini 3.6 Pro$1.25/1M
seed-bootstrap · Aug 16, 2026
Qwen 2.5 Coder 32B$0.18/1M
seed-bootstrap · Aug 1, 2026
Output price+$4.28/1M
Gemini 3.6 Pro$5/1M
seed-bootstrap · Aug 16, 2026
Qwen 2.5 Coder 32B$0.72/1M
seed-bootstrap · Aug 1, 2026
Context window+1.9M
Gemini 3.6 Pro2M
seed-bootstrap · Aug 16, 2026
Qwen 2.5 Coder 32B131k
seed-bootstrap · Aug 1, 2026
BenchmarkGemini 3.6 ProQwen 2.5 Coder 32BAdvantage Delta
Preference Elo
1,570
seed-bootstrap · Aug 16, 2026
1,425
seed-bootstrap · Aug 1, 2026
+145
Coding Elo
1,566
seed-bootstrap · Aug 16, 2026
1,495
seed-bootstrap · Aug 1, 2026
+71
LiveBench
71.8%
seed-bootstrap · Aug 16, 2026
64.8%
seed-bootstrap · Aug 1, 2026
+7%
SWE-bench
74.6%
seed-bootstrap · Aug 16, 2026
65.2%
seed-bootstrap · Aug 1, 2026
+9.4%
GPQA Diamond
84.4%
seed-bootstrap · Aug 16, 2026
74%
seed-bootstrap · Aug 1, 2026
+10.4%
Time to first token
205 ms
seed-bootstrap · Aug 16, 2026
180 ms
seed-bootstrap · Aug 1, 2026
+25 ms
Output speed
102 tok/s
seed-bootstrap · Aug 16, 2026
110 tok/s
seed-bootstrap · Aug 1, 2026
+8 tok/s
Input price
$1.25/1M
seed-bootstrap · Aug 16, 2026
$0.18/1M
seed-bootstrap · Aug 1, 2026
+$1.07/1M
Output price
$5/1M
seed-bootstrap · Aug 16, 2026
$0.72/1M
seed-bootstrap · Aug 1, 2026
+$4.28/1M
Context window
2M
seed-bootstrap · Aug 16, 2026
131k
seed-bootstrap · Aug 1, 2026
+1.9M
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 86% with Qwen 2.5 Coder 32B
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Gemini 3.6 Pro$118.75 / mo
In: $43.75Out: $75
Qwen 2.5 Coder 32B$17.10 / mo
In: $6.3Out: $10.8
Estimated Cost Delta

Qwen 2.5 Coder 32B is estimated to save $101.65/month ($1,220/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Gemini 3.6 Pro:Pick Gemini 3.6 Pro when repo-level coding accuracy is the constraint.
  • 2
    Qwen 2.5 Coder 32B:Pick Qwen 2.5 Coder 32B when you are optimizing output cost.
  • 3
    Qwen 2.5 Coder 32B:Pick Qwen 2.5 Coder 32B when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGemini 3.6 Pro

Higher SWE-bench (74.6%).

High-volume chatQwen 2.5 Coder 32B

Lower output list price ($0.72/1M).

Voice / low-latency UIQwen 2.5 Coder 32B

Lower TTFT (180 ms).

Long-document RAGGemini 3.6 Pro

Larger window (2M).

Screenshots / visionGemini 3.6 Pro

Gemini 3.6 Pro is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGemini 3.6 ProHigher SWE-bench (74.6%).
High-volume chatQwen 2.5 Coder 32BLower output list price ($0.72/1M).
Voice / low-latency UIQwen 2.5 Coder 32BLower TTFT (180 ms).
Long-document RAGGemini 3.6 ProLarger window (2M).
Screenshots / visionGemini 3.6 ProGemini 3.6 Pro is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 13, 2026

Gemini Flash vs Pro: when Flash is the whole product

3.7 Flash vs 3.6 Pro is the current Google volume-versus-upgrade pair.

compareJul 24, 2026

Claude vs Gemini: coding, Elo, and output price — not a brand mashup

Top Anthropic vs top Google. Usually Opus 5 vs 3.6 Pro. Two different invoices.

compareJul 16, 2026

Gemini vs GPT: long context versus the OpenAI flagship invoice

Hub remaps to top Google vs top OpenAI Elo. Usually 3.6 Pro vs Sol. Window vs price is the plot.

launchJul 15, 2026

Gemini 3.6 Pro: Google’s current Pro-class long-context row

2M context, Pro-class Elo and coding. Upgrade path from Flash is this page, not a vibe check.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Google

Gemini 3.6 Pro

Elo 1,570
SWE-bench74.6%
Speed (tok/s)102 tok/s
Input / 1M Tokens$1.25/1M
Output / 1M Tokens$5/1M
Alibaba

Qwen 2.5 Coder 32B

Elo 1,425
SWE-bench65.2%
Speed (tok/s)110 tok/s
Input / 1M Tokens$0.18/1M
Output / 1M Tokens$0.72/1M

Frequently Asked Questions

Which is better overall, Gemini 3.6 Pro or Qwen 2.5 Coder 32B?
Gemini 3.6 Pro has the higher preference Elo in our latest snapshot (1,570). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Gemini 3.6 Pro or Qwen 2.5 Coder 32B?
Gemini 3.6 Pro leads SWE-bench at 74.6% vs 65.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Qwen 2.5 Coder 32B output tokens are $0.72/1M versus $5/1M. Input prices and retry rates still move the real bill.
Which is faster, Gemini 3.6 Pro or Qwen 2.5 Coder 32B?
Qwen 2.5 Coder 32B has the lower time-to-first-token (180 ms vs 205 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Gemini 3.6 Pro accepts 2M tokens versus 131k.
Can I self-host either model?
Qwen 2.5 Coder 32B is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.
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. Gemini 3.6 Pro and Qwen 2.5 Coder 32B Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 13, 2026

    Gemini Flash vs Pro: when Flash is the whole product

  • compare · Jul 24, 2026

    Claude vs Gemini: coding, Elo, and output price — not a brand mashup

  • compare · Jul 16, 2026

    Gemini vs GPT: long context versus the OpenAI flagship invoice

  • launch · Jul 15, 2026

    Gemini 3.6 Pro: Google’s current Pro-class long-context row

Similar Head-to-Head Comparisons

All Gemini 3.6 Pro matchups →|All Qwen 2.5 Coder 32B matchups →
Gemini 3.6 Pro vs Gemini 3 Pro (previous gemini-pro)Qwen 2.5 Coder 32B vs Qwen 2.5 Plus (previous qwen)Qwen 2.5 Coder 32B vs Qwen3 235B (next qwen)Gemini 3.7 Flash vs Gemini 3.6 ProQwen 3 Max vs Gemini 3.6 ProGemini 3.6 Flash vs Gemini 3.6 Pro