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  3. GPT-5.6 Terra vs Qwen3 235B

Pairwise benchmark snapshot · Aug 16, 2026

GPT-5.6 Terra vs Qwen3 235B benchmark

In this head-to-head showdown, GPT-5.6 Terra delivers higher overall intelligence and human-preferred responses (Elo 1,548 vs 1,440), while GPT-5.6 Terra leads in SWE-bench software engineering benchmarks (70.4%), while Qwen3 235B is more budget-friendly at $0.88/1M per 1M output tokens, while GPT-5.6 Terra provides faster response streaming (128 tok/s). 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 Terra if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Qwen3 235B if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

GPT-5.6 Terra (7)Qwen3 235B (2)
GPT-5.6 Terra
7 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Context window
Qwen3 235B
2 of 9 Wins
✓Input price✓Output price
OpenAI
Leads 7 of 9 metrics
GPT-5.6 Terra

OpenAI 5.6 mid tier. Official API $2/$12 per 1M after the Jul 30 2026 price cut.

Terra Mid-TierElo 1,548$12/1M out
Alibaba
Leads 2 of 9 metrics
Qwen3 235B

Open-weight Qwen3 mixture-of-experts.

235B MoEElo 1,440$0.88/1M out

GPT-5.6 Series Lineage & Sibling Variants

3 models

Currently comparing GPT-5.6 Terra vs Qwen3 235B. Alternative family tiers available.

Active: GPT-5.6 Terra
GPT-5.6 Sol$30GPT-5.6 Luna$1.2
Top Rival Showdowns for GPT-5.6 Terra
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 Terra Wins

GPT-5.6 Terra

Δ 108 Arena Elo pts

Throughput LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

128 tok/s

Value per Dollar LeaderQwen3 235B Wins

Qwen3 235B

$0.88 / 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.

GPT-5.6 Terra (8)vsQwen3 235B (2)
GPT-5.6 Terra: 8W (80%)Overall: GPT-5.6 TerraQwen3 235B: 2W (20%)
← GPT-5.6 TerraQwen3 235B →
🏆GPT-5.6 Terra(5/5)

Intelligence & Reasoning

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

Benchmark
GPT-5.6 TerravsQwen3 235B
Preference Elo
1,548vs1,440+108
Coding Elo
1,542vs—
SWE-bench
70.4%vs59.4%+11%
LiveBench
69.1%vs63.5%+5.6%
GPQA Diamond
82%vs76.8%+5.2%
GPT-5.6 Terra: 5WQwen3 235B: 0W
🏆GPT-5.6 Terra(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5.6 TerravsQwen3 235B
Output speed
128 tok/svs74 tok/s+54 tok/s
Time to first token
160 msvs320 ms+160 ms
GPT-5.6 Terra: 2WQwen3 235B: 0W
🏆Qwen3 235B(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5.6 TerravsQwen3 235B
Output price
$12/1Mvs$0.88/1M+$11.12/1M
Input price
$2/1Mvs$0.22/1M+$1.78/1M
Context window
1Mvs131k+869k
GPT-5.6 Terra: 1WQwen3 235B: 2W

Side-by-Side Benchmark Matrix

Preference Elo+108
GPT-5.6 Terra1,548
seed-bootstrap · Aug 16, 2026
Qwen3 235B1,440
seed-bootstrap · Aug 1, 2026
Coding Elo
GPT-5.6 Terra1,542
seed-bootstrap · Aug 16, 2026
Qwen3 235B—
LiveBench+5.6%
GPT-5.6 Terra69.1%
seed-bootstrap · Aug 16, 2026
Qwen3 235B63.5%
seed-bootstrap · Aug 1, 2026
SWE-bench+11%
GPT-5.6 Terra70.4%
seed-bootstrap · Aug 16, 2026
Qwen3 235B59.4%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+5.2%
GPT-5.6 Terra82%
seed-bootstrap · Aug 16, 2026
Qwen3 235B76.8%
seed-bootstrap · Aug 1, 2026
Time to first token+160 ms
GPT-5.6 Terra160 ms
seed-bootstrap · Aug 16, 2026
Qwen3 235B320 ms
seed-bootstrap · Aug 1, 2026
Output speed+54 tok/s
GPT-5.6 Terra128 tok/s
seed-bootstrap · Aug 16, 2026
Qwen3 235B74 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$1.78/1M
GPT-5.6 Terra$2/1M
seed-bootstrap · Aug 16, 2026
Qwen3 235B$0.22/1M
seed-bootstrap · Aug 1, 2026
Output price+$11.12/1M
GPT-5.6 Terra$12/1M
seed-bootstrap · Aug 16, 2026
Qwen3 235B$0.88/1M
seed-bootstrap · Aug 1, 2026
Context window+869k
GPT-5.6 Terra1M
seed-bootstrap · Aug 16, 2026
Qwen3 235B131k
seed-bootstrap · Aug 1, 2026
BenchmarkGPT-5.6 TerraQwen3 235BAdvantage Delta
Preference Elo
1,548
seed-bootstrap · Aug 16, 2026
1,440
seed-bootstrap · Aug 1, 2026
+108
Coding Elo
1,542
seed-bootstrap · Aug 16, 2026
——
LiveBench
69.1%
seed-bootstrap · Aug 16, 2026
63.5%
seed-bootstrap · Aug 1, 2026
+5.6%
SWE-bench
70.4%
seed-bootstrap · Aug 16, 2026
59.4%
seed-bootstrap · Aug 1, 2026
+11%
GPQA Diamond
82%
seed-bootstrap · Aug 16, 2026
76.8%
seed-bootstrap · Aug 1, 2026
+5.2%
Time to first token
160 ms
seed-bootstrap · Aug 16, 2026
320 ms
seed-bootstrap · Aug 1, 2026
+160 ms
Output speed
128 tok/s
seed-bootstrap · Aug 16, 2026
74 tok/s
seed-bootstrap · Aug 1, 2026
+54 tok/s
Input price
$2/1M
seed-bootstrap · Aug 16, 2026
$0.22/1M
seed-bootstrap · Aug 1, 2026
+$1.78/1M
Output price
$12/1M
seed-bootstrap · Aug 16, 2026
$0.88/1M
seed-bootstrap · Aug 1, 2026
+$11.12/1M
Context window
1M
seed-bootstrap · Aug 16, 2026
131k
seed-bootstrap · Aug 1, 2026
+869k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 92% with Qwen3 235B
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 Terra$250.00 / mo
In: $70Out: $180
Qwen3 235B$20.90 / mo
In: $7.7Out: $13.2
Estimated Cost Delta

Qwen3 235B is estimated to save $229.10/month ($2,749/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GPT-5.6 Terra:Pick GPT-5.6 Terra when repo-level coding accuracy is the constraint.
  • 2
    Qwen3 235B:Pick Qwen3 235B when you are optimizing output cost.
  • 3
    GPT-5.6 Terra:Pick GPT-5.6 Terra when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGPT-5.6 Terra

Higher SWE-bench (70.4%).

High-volume chatQwen3 235B

Lower output list price ($0.88/1M).

Voice / low-latency UIGPT-5.6 Terra

Lower TTFT (160 ms).

Long-document RAGGPT-5.6 Terra

Larger window (1M).

Screenshots / visionGPT-5.6 Terra

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

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGPT-5.6 TerraHigher SWE-bench (70.4%).
High-volume chatQwen3 235BLower output list price ($0.88/1M).
Voice / low-latency UIGPT-5.6 TerraLower TTFT (160 ms).
Long-document RAGGPT-5.6 TerraLarger window (1M).
Screenshots / visionGPT-5.6 TerraGPT-5.6 Terra is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
priceJul 30, 2026

GPT-5.6 Terra after the Jul 30 cut: $2/$12 mid-tier

Terra is OpenAI’s Sonnet-class invoice. Use it when Sol is too expensive and Luna is too small.

launchSep 20, 2025

Qwen3 235B: the open MoE Qwen, not the Max SKU

Sep 2025 open-weight mixture-of-experts. Self-host path. Don’t confuse it with Qwen 3 Max.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-5.6 Terra

Elo 1,548
SWE-bench70.4%
Speed (tok/s)128 tok/s
Input / 1M Tokens$2/1M
Output / 1M Tokens$12/1M
Alibaba

Qwen3 235B

Elo 1,440
SWE-bench59.4%
Speed (tok/s)74 tok/s
Input / 1M Tokens$0.22/1M
Output / 1M Tokens$0.88/1M

Frequently Asked Questions

Which is better overall, GPT-5.6 Terra or Qwen3 235B?
GPT-5.6 Terra has the higher preference Elo in our latest snapshot (1,548). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-5.6 Terra or Qwen3 235B?
GPT-5.6 Terra leads SWE-bench at 70.4% vs 59.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Qwen3 235B output tokens are $0.88/1M versus $12/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5.6 Terra or Qwen3 235B?
GPT-5.6 Terra has the lower time-to-first-token (160 ms vs 320 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
GPT-5.6 Terra accepts 1M tokens versus 131k.
Can I self-host either model?
Qwen3 235B 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-5.6 Terra and Qwen3 235B Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • price · Jul 30, 2026

    GPT-5.6 Terra after the Jul 30 cut: $2/$12 mid-tier

  • launch · Sep 20, 2025

    Qwen3 235B: the open MoE Qwen, not the Max SKU

Similar Head-to-Head Comparisons

All GPT-5.6 Terra matchups →|All Qwen3 235B matchups →
Qwen3 235B vs Qwen 2.5 Coder 32B (previous qwen)Qwen3 235B vs Qwen QwQ 32B (next qwen)GPT-4.5 Orion vs GPT-5.6 TerraGPT-5 vs GPT-5.6 TerraOpenAI o3-mini vs GPT-5.6 TerraQwen 3 Max vs GPT-5.6 Terra