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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. GPT-4o mini vs Qwen 2.5 Coder 32B

Pairwise benchmark snapshot · Aug 17, 2026

GPT-4o mini vs Qwen 2.5 Coder 32B benchmark

In this head-to-head showdown, Qwen 2.5 Coder 32B delivers higher overall intelligence and human-preferred responses (Elo 1,425 vs 1,272), while Qwen 2.5 Coder 32B leads in SWE-bench software engineering benchmarks (65.2%), while GPT-4o mini is more budget-friendly at $0.6/1M 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 Qwen 2.5 Coder 32B if your priority is peak reasoning, complex code generation, and top preference Elo. Choose GPT-4o mini if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Executive Verdict Summary

Qwen 2.5 Coder 32B holds empirical advantage (5 of 9 metrics)

Coding / SWESWE-bench
Qwen 2.5 Coder 32BTop code solve rate
ReasoningGPQA / Live
Qwen 2.5 Coder 32BTop logical accuracy
Best Value$/1M Tok
GPT-4o miniLowest API billing cost
Speed / TokTok/Sec
GPT-4o miniFastest stream rate

Verified Advantage Breakdown

9 benchmarks evaluated across capability, speed, and cost

GPT-4o mini (4)Qwen 2.5 Coder 32B (5)
GPT-4o mini
4 of 9 Wins
✓Time to first token✓Output speed✓Input price✓Output price
Qwen 2.5 Coder 32B
5 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Context window
OpenAI
Leads 4 of 9
GPT-4o mini

Legacy small OpenAI model. Useful as a cheap baseline.

4o MiniElo 1,272In: $0.15 · Out: $0.6/1M
Alibaba
Leads 5 of 9
Qwen 2.5 Coder 32B

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

Elo 1,425In: $0.18 · Out: $0.72/1M

GPT-4 Series Lineage & Sibling Variants

4 models

Currently comparing GPT-4o mini vs Qwen 2.5 Coder 32B. Alternative family tiers available.

Active: GPT-4o mini
GPT-4o$10GPT-4.5 Orion$150OpenAI: GPT-4$60
Top Rival Showdowns for GPT-4o mini
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderQwen 2.5 Coder 32B Wins

Qwen 2.5 Coder 32B

Δ 153 Arena Elo pts

Throughput LeaderGPT-4o mini Wins

GPT-4o mini

160 tok/s

Value per Dollar LeaderGPT-4o mini Wins

GPT-4o mini

$0.6 / 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 standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

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

GPT-4o mini (4)vsQwen 2.5 Coder 32B (6)
GPT-4o mini: 4W (40%)Overall: Qwen 2.5 Coder 32BQwen 2.5 Coder 32B: 6W (60%)
← GPT-4o miniQwen 2.5 Coder 32B →
🏆Qwen 2.5 Coder 32B Leads(5/5)

Intelligence & Reasoning

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

Benchmark
GPT-4o minivsQwen 2.5 Coder 32B
Preference Elo
1,272vs1,425+153
Coding Elo
—vs1,495
SWE-bench
41.2%vs65.2%+24%
LiveBench
48.1%vs64.8%+16.7%
GPQA Diamond
60.1%vs74%+13.9%
GPT-4o mini: 0WQwen 2.5 Coder 32B: 5W
🏆GPT-4o mini Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-4o minivsQwen 2.5 Coder 32B
Output speed
160 tok/svs110 tok/s+50 tok/s
Time to first token
130 msvs180 ms+50 ms
GPT-4o mini: 2WQwen 2.5 Coder 32B: 0W
🏆GPT-4o mini Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-4o minivsQwen 2.5 Coder 32B
Output price
$0.6/1Mvs$0.72/1M+$0.12/1M
Input price
$0.15/1Mvs$0.18/1M+$0.03/1M
Context window
128kvs131k+3k
GPT-4o mini: 2WQwen 2.5 Coder 32B: 1W

Side-by-Side Benchmark Matrix

GPT-4o miniQwen 2.5 Coder 32B
Preference EloQwen 2.5 Coder 32B +153
GPT-4o mini1,272
Qwen 2.5 Coder 32B1,425
Coding Elo
GPT-4o mini—
Qwen 2.5 Coder 32B1,495
LiveBenchQwen 2.5 Coder 32B +16.7%
GPT-4o mini48.1%
Qwen 2.5 Coder 32B64.8%
SWE-benchQwen 2.5 Coder 32B +24%
GPT-4o mini41.2%
Qwen 2.5 Coder 32B65.2%
GPQA DiamondQwen 2.5 Coder 32B +13.9%
GPT-4o mini60.1%
Qwen 2.5 Coder 32B74%
Time to first tokenGPT-4o mini +50 ms
GPT-4o mini130 ms
Qwen 2.5 Coder 32B180 ms
Output speedGPT-4o mini +50 tok/s
GPT-4o mini160 tok/s
Qwen 2.5 Coder 32B110 tok/s
Input priceGPT-4o mini +$0.03/1M
GPT-4o mini$0.15/1M
Qwen 2.5 Coder 32B$0.18/1M
Output priceGPT-4o mini +$0.12/1M
GPT-4o mini$0.6/1M
Qwen 2.5 Coder 32B$0.72/1M
Context windowQwen 2.5 Coder 32B +3k
GPT-4o mini128k
Qwen 2.5 Coder 32B131k
BenchmarkGPT-4o miniQwen 2.5 Coder 32BAdvantage Delta
Preference Elo
1,272
lmarena · Aug 17, 2026
1,425
seed-bootstrap · Aug 1, 2026
+153
Coding Elo—
1,495
seed-bootstrap · Aug 1, 2026
—
LiveBench
48.1%
livebench · Aug 17, 2026
64.8%
seed-bootstrap · Aug 1, 2026
+16.7%
SWE-bench
41.2%
swebench · Aug 17, 2026
65.2%
seed-bootstrap · Aug 1, 2026
+24%
GPQA Diamond
60.1%
seed-bootstrap · Aug 1, 2026
74%
seed-bootstrap · Aug 1, 2026
+13.9%
Time to first token
130 ms
seed-bootstrap · Aug 1, 2026
180 ms
seed-bootstrap · Aug 1, 2026
+50 ms
Output speed
160 tok/s
seed-bootstrap · Aug 1, 2026
110 tok/s
seed-bootstrap · Aug 1, 2026
+50 tok/s
Input price
$0.15/1M
openrouter · Aug 17, 2026
$0.18/1M
seed-bootstrap · Aug 1, 2026
+$0.03/1M
Output price
$0.6/1M
openrouter · Aug 17, 2026
$0.72/1M
seed-bootstrap · Aug 1, 2026
+$0.12/1M
Context window
128k
openrouter · Aug 17, 2026
131k
seed-bootstrap · Aug 1, 2026
+3k

Workload Cost & Savings Calculator

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

Save 17% with GPT-4o mini
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GPT-4o mini$14.25 / mo
In: $5.25Out: $9
Qwen 2.5 Coder 32B$17.10 / mo
In: $6.3Out: $10.8
Estimated Cost Delta

GPT-4o mini is estimated to save $2.85/month ($34/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Qwen 2.5 Coder 32B:Pick Qwen 2.5 Coder 32B when repo-level coding accuracy is the constraint.
  • 2
    GPT-4o mini:Pick GPT-4o mini when you are optimizing output cost.
  • 3
    GPT-4o mini:Pick GPT-4o mini when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsQwen 2.5 Coder 32B

Higher SWE-bench (65.2%).

High-volume chatGPT-4o mini

Lower output list price ($0.6/1M).

Voice / low-latency UIGPT-4o mini

Lower TTFT (130 ms).

Long-document RAGQwen 2.5 Coder 32B

Larger window (131k).

Screenshots / visionGPT-4o mini

GPT-4o mini is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsQwen 2.5 Coder 32BHigher SWE-bench (65.2%).
High-volume chatGPT-4o miniLower output list price ($0.6/1M).
Voice / low-latency UIGPT-4o miniLower TTFT (130 ms).
Long-document RAGQwen 2.5 Coder 32BLarger window (131k).
Screenshots / visionGPT-4o miniGPT-4o mini is the side marked multimodal in the catalog.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-4o mini

Elo 1,272
SWE-bench41.2%
Speed (tok/s)160 tok/s
Input / 1M Tokens$0.15/1M
Output / 1M Tokens$0.6/1M
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, GPT-4o mini or Qwen 2.5 Coder 32B?
Qwen 2.5 Coder 32B has the higher preference Elo in our latest snapshot (1,425). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-4o mini or Qwen 2.5 Coder 32B?
Qwen 2.5 Coder 32B leads SWE-bench at 65.2% vs 41.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-4o mini output tokens are $0.6/1M versus $0.72/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-4o mini or Qwen 2.5 Coder 32B?
GPT-4o mini has the lower time-to-first-token (130 ms vs 180 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Qwen 2.5 Coder 32B accepts 131k tokens versus 128k.
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. GPT-4o mini and Qwen 2.5 Coder 32B Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All GPT-4o mini matchups →|All Qwen 2.5 Coder 32B matchups →
GPT-4o mini vs OpenAI o1-mini (next gpt-mini)Qwen 2.5 Coder 32B vs Qwen 2.5 Plus (previous qwen)Qwen 2.5 Coder 32B vs Qwen3 235B (next qwen)GPT-5 vs Qwen 2.5 Coder 32BQwen 3 Max vs Qwen 2.5 Coder 32BQwen QwQ 32B vs Qwen 2.5 Coder 32B