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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-5.6 Sol vs Qwen2.5 Coder 32B Instruct

Pairwise benchmark snapshot · Aug 17, 2026

GPT-5.6 Sol vs Qwen2.5 Coder 32B Instruct benchmark

In this head-to-head showdown, GPT-5.6 Sol delivers higher overall intelligence and human-preferred responses (Elo 1,608 vs 1,425), while GPT-5.6 Sol leads in SWE-bench software engineering benchmarks (77.6%), while Qwen2.5 Coder 32B Instruct is more budget-friendly at $1/1M 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 GPT-5.6 Sol if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Qwen2.5 Coder 32B Instruct if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

GPT-5.6 Sol (5)Qwen2.5 Coder 32B Instruct (2)
GPT-5.6 Sol
5 of 7 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓Context window
Qwen2.5 Coder 32B Instruct
2 of 7 Wins
✓Input price✓Output price
OpenAI
Leads 5 of 7 metrics
GPT-5.6 Sol

OpenAI 5.6 flagship tier. Official API $5/$30 per 1M tokens (OpenAI pricing, Jul 30 2026 update left Sol unchanged).

Elo 1,608$30/1M out
Alibaba
Leads 2 of 7 metrics
Qwen2.5 Coder 32B Instruct

Auto-discovered from OpenRouter (qwen/qwen-2.5-coder-32b-instruct). Preview until a second source matches.

Elo 1,425$1/1M out

GPT-5.6 Sol Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Standard)

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
270 ms
Standard speed
Reasoning Depth
~1,500
Internal tokens
Cost / 1k Calls
$56.50
4.9× standard bill
Accuracy Boost
+4.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for GPT-5.6 Sol
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGPT-5.6 Sol Wins

GPT-5.6 Sol

Δ 183 Arena Elo pts

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderQwen2.5 Coder 32B Instruct Wins

Qwen2.5 Coder 32B Instruct

$1 / 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
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

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

GPT-5.6 Sol (8)vsQwen2.5 Coder 32B Instruct (2)
GPT-5.6 Sol: 8W (80%)Overall: GPT-5.6 SolQwen2.5 Coder 32B Instruct: 2W (20%)
← GPT-5.6 SolQwen2.5 Coder 32B Instruct →
🏆GPT-5.6 Sol(5/5)

Intelligence & Reasoning

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

Benchmark
GPT-5.6 SolvsQwen2.5 Coder 32B Instruct
Preference Elo
1,608vs1,425+183
Coding Elo
1,602vs1,495+107
SWE-bench
77.6%vs65.2%+12.4%
LiveBench
73.9%vs64.8%+9.1%
GPQA Diamond
86.8%vs—
GPT-5.6 Sol: 5WQwen2.5 Coder 32B Instruct: 0W
🏆GPT-5.6 Sol(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5.6 SolvsQwen2.5 Coder 32B Instruct
Output speed
84 tok/svs—
Time to first token
270 msvs—
GPT-5.6 Sol: 2WQwen2.5 Coder 32B Instruct: 0W
🏆Qwen2.5 Coder 32B Instruct(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5.6 SolvsQwen2.5 Coder 32B Instruct
Output price
$30/1Mvs$1/1M+$29/1M
Input price
$5/1Mvs$0.66/1M+$4.34/1M
Context window
1.1Mvs33k+1M
GPT-5.6 Sol: 1WQwen2.5 Coder 32B Instruct: 2W

Side-by-Side Benchmark Matrix

Preference Elo+183
GPT-5.6 Sol1,608
lmarena · Aug 16, 2026
Qwen2.5 Coder 32B Instruct1,425
lmarena · Aug 17, 2026
Coding Elo+107
GPT-5.6 Sol1,602
lmarena · Aug 16, 2026
Qwen2.5 Coder 32B Instruct1,495
lmarena · Aug 17, 2026
LiveBench+9.1%
GPT-5.6 Sol73.9%
livebench · Aug 16, 2026
Qwen2.5 Coder 32B Instruct64.8%
livebench · Aug 17, 2026
SWE-bench+12.4%
GPT-5.6 Sol77.6%
swebench · Aug 16, 2026
Qwen2.5 Coder 32B Instruct65.2%
swebench · Aug 17, 2026
GPQA Diamond
GPT-5.6 Sol86.8%
seed-bootstrap · Aug 16, 2026
Qwen2.5 Coder 32B Instruct—
Time to first token
GPT-5.6 Sol270 ms
seed-bootstrap · Aug 16, 2026
Qwen2.5 Coder 32B Instruct—
Output speed
GPT-5.6 Sol84 tok/s
seed-bootstrap · Aug 16, 2026
Qwen2.5 Coder 32B Instruct—
Input price+$4.34/1M
GPT-5.6 Sol$5/1M
openrouter · Aug 17, 2026
Qwen2.5 Coder 32B Instruct$0.66/1M
openrouter · Aug 17, 2026
Output price+$29/1M
GPT-5.6 Sol$30/1M
openrouter · Aug 17, 2026
Qwen2.5 Coder 32B Instruct$1/1M
openrouter · Aug 17, 2026
Context window+1M
GPT-5.6 Sol1.1M
openrouter · Aug 17, 2026
Qwen2.5 Coder 32B Instruct33k
openrouter · Aug 17, 2026
BenchmarkGPT-5.6 SolQwen2.5 Coder 32B InstructAdvantage Delta
Preference Elo
1,608
lmarena · Aug 16, 2026
1,425
lmarena · Aug 17, 2026
+183
Coding Elo
1,602
lmarena · Aug 16, 2026
1,495
lmarena · Aug 17, 2026
+107
LiveBench
73.9%
livebench · Aug 16, 2026
64.8%
livebench · Aug 17, 2026
+9.1%
SWE-bench
77.6%
swebench · Aug 16, 2026
65.2%
swebench · Aug 17, 2026
+12.4%
GPQA Diamond
86.8%
seed-bootstrap · Aug 16, 2026
——
Time to first token
270 ms
seed-bootstrap · Aug 16, 2026
——
Output speed
84 tok/s
seed-bootstrap · Aug 16, 2026
——
Input price
$5/1M
openrouter · Aug 17, 2026
$0.66/1M
openrouter · Aug 17, 2026
+$4.34/1M
Output price
$30/1M
openrouter · Aug 17, 2026
$1/1M
openrouter · Aug 17, 2026
+$29/1M
Context window
1.1M
openrouter · Aug 17, 2026
33k
openrouter · Aug 17, 2026
+1M
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 94% with Qwen2.5 Coder 32B Instruct
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GPT-5.6 Sol$625.00 / mo
In: $175Out: $450
Qwen2.5 Coder 32B Instruct$38.10 / mo
In: $23.1Out: $15
Estimated Cost Delta

Qwen2.5 Coder 32B Instruct is estimated to save $586.90/month ($7,043/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GPT-5.6 Sol:Pick GPT-5.6 Sol when repo-level coding accuracy is the constraint.
  • 2
    Qwen2.5 Coder 32B Instruct:Pick Qwen2.5 Coder 32B Instruct when you are optimizing output cost.
  • 3
    GPT-5.6 Sol:Pick GPT-5.6 Sol for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsGPT-5.6 Sol

Higher SWE-bench (77.6%).

High-volume chatQwen2.5 Coder 32B Instruct

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

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGGPT-5.6 Sol

Larger window (1.1M).

Screenshots / visionGPT-5.6 Sol

GPT-5.6 Sol is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGPT-5.6 SolHigher SWE-bench (77.6%).
High-volume chatQwen2.5 Coder 32B InstructLower output list price ($1/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGGPT-5.6 SolLarger window (1.1M).
Screenshots / visionGPT-5.6 SolGPT-5.6 Sol is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 12, 2026

Grok vs ChatGPT: price and Elo, not a personality contest

Brand hub remaps to top xAI vs top OpenAI. After Aug 12 that is Grok 4.6 vs Sol.

compareJul 24, 2026

Claude vs GPT benchmark: this hub always remaps to the current Elo leaders

Not a frozen 2025 article. Today that is usually Opus 5 vs GPT-5.6 Sol. Dated cells, not a brand fight.

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 9, 2026

GPT-5.6 Sol: OpenAI’s $5/$30 flagship tier on this leaderboard

Jul 9 2026 family; Jul 30 price update left Sol unchanged. This is the GPT side of Claude vs GPT.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-5.6 Sol

Elo 1,608
SWE-bench77.6%
Speed (tok/s)84 tok/s
Input / 1M Tokens$5/1M
Output / 1M Tokens$30/1M
Alibaba

Qwen2.5 Coder 32B Instruct

Elo 1,425
SWE-bench65.2%
Speed (tok/s)33k
Input / 1M Tokens$0.66/1M
Output / 1M Tokens$1/1M

Frequently Asked Questions

Which is better overall, GPT-5.6 Sol or Qwen2.5 Coder 32B Instruct?
GPT-5.6 Sol has the higher preference Elo in our latest snapshot (1,608). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-5.6 Sol or Qwen2.5 Coder 32B Instruct?
GPT-5.6 Sol leads SWE-bench at 77.6% vs 65.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Qwen2.5 Coder 32B Instruct output tokens are $1/1M versus $30/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5.6 Sol or Qwen2.5 Coder 32B Instruct?
We do not have TTFT for both models.
Which has the larger context window?
GPT-5.6 Sol accepts 1.1M tokens versus 33k.
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. GPT-5.6 Sol and Qwen2.5 Coder 32B Instruct Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 12, 2026

    Grok vs ChatGPT: price and Elo, not a personality contest

  • compare · Jul 24, 2026

    Claude vs GPT benchmark: this hub always remaps to the current Elo leaders

  • compare · Jul 16, 2026

    Gemini vs GPT: long context versus the OpenAI flagship invoice

  • launch · Jul 9, 2026

    GPT-5.6 Sol: OpenAI’s $5/$30 flagship tier on this leaderboard

Similar Head-to-Head Comparisons

All GPT-5.6 Sol matchups →|All Qwen2.5 Coder 32B Instruct matchups →
GPT-5.6 Sol vs GPT-5 (previous gpt-flagship)Qwen2.5 Coder 32B Instruct vs Qwen 2.5 Plus (next qwen)GPT-5.6 Terra vs GPT-5.6 SolGPT-4.5 Orion vs GPT-5.6 SolQwen 3 Max vs GPT-5.6 SolQwen QwQ 32B vs Qwen2.5 Coder 32B Instruct