Compare/GPT-5.1 Codex mini (high) vs Qwen3.5 35B A3B (Non-reasoning)

GPT-5.1 Codex mini (high)vsQwen3.5 35B A3B (Non-reasoning)

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

OpenAI

GPT-5.1 Codex mini (high)

Input
$0.25/M
Output
$2/M
Speed
TTFT
Alibaba

Qwen3.5 35B A3B (Non-reasoning)

Input
$0.25/M
Output
$2/M
Speed
169 tok/s
TTFT
2.12s

Winner by Category

Cheaper
Tie
Faster (tok/s)
Qwen3.5 35B A3B (Non-reasoning)
Lower Latency
Qwen3.5 35B A3B (Non-reasoning)
Benchmarks (1-1)
Tie

Pricing Comparison

MetricGPT-5.1 Codex mini (high)Qwen3.5 35B A3B (Non-reasoning)
Input ($/M tokens)$0.25$0.25
Output ($/M tokens)$2$2
Cost for 1M input + 100K output tokens:
GPT-5.1 Codex mini (high)$0.45
Qwen3.5 35B A3B (Non-reasoning)$0.45

Speed Comparison

Output Speed (tokens/s) — higher is better
GPT-5.1 Codex mini (high)
Qwen3.5 35B A3B (Non-reasoning)
169 tok/s
Time to First Token (seconds) — lower is better
GPT-5.1 Codex mini (high)
Qwen3.5 35B A3B (Non-reasoning)
2.12s

Editorial Analysis

Verdict. GPT-5.1 Codex mini (high) and Qwen3.5 35B A3B (Non-reasoning) split the benchmark comparison evenly at 1–1. The tiebreaker here is price, speed, and what you actually run them on.

Pricing. Both models sit in the budget bracket for output-token pricing. At 1.0× the per-million-token cost, Qwen3.5 35B A3B (Non-reasoning) is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). Qwen3.5 35B A3B (Non-reasoning) makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. GPT-5.1 Codex mini (high) is strongest on Intelligence Index (31.3). Qwen3.5 35B A3B (Non-reasoning) leads on Coding Index (37.0), Intelligence Index (24.3).

Speed. Speed data is incomplete for this pair; benchmark and price should decide.

Provider. OpenAI and Alibaba sell to overlapping but distinct developer audiences: OpenAI tends to ship frontier reasoning models with premium positioning, while Alibaba often prices more aggressively. Your existing vendor relationships, billing, and SLA preferences may matter as much as the raw numbers above.

Workload cost. Workload scenarios (per million requests at 30M input + 15M output tokens): GPT-5.1 Codex mini (high) costs $37.50 ($450/year); Qwen3.5 35B A3B (Non-reasoning) costs $37.50 ($450/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): GPT-5.1 Codex mini (high) ≈ $5.25/run, Qwen3.5 35B A3B (Non-reasoning) ≈ $5.25/run. At agent/realtime scale (200M input / 100M output per million requests): GPT-5.1 Codex mini (high) ≈ $250/run, Qwen3.5 35B A3B (Non-reasoning) ≈ $250/run.

Recommendation. Both models have legitimate use cases — the right answer depends on whether you are optimizing for benchmark ceiling, latency, or unit cost. Start with the cheaper / faster model, evaluate against your specific task, and only switch if the upgrade shows a meaningful lift.

Head-to-head deltas

  • Benchmark wins tie exactly at 1–1. The tiebreaker on raw benchmark parity will be price, speed, or capability coverage.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
31.324.3
Coding Index
37.0
Math Index
GPQA Diamond
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
SciCode
IFBench
TerminalBench
GPT-5.1 Codex mini (high)1 wins
1 winsQwen3.5 35B A3B (Non-reasoning)

Frequently Asked Questions

Which is cheaper, GPT-5.1 Codex mini (high) or Qwen3.5 35B A3B (Non-reasoning)?

Both models have similar pricing. Check the detailed breakdown above for input vs output token costs.

Which model performs better on benchmarks?

It's a tie — both models win 1 benchmarks each across 12 evaluated categories. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Qwen3.5 35B A3B (Non-reasoning) generates tokens faster at 169 tok/s vs — tok/s. However, Qwen3.5 35B A3B (Non-reasoning) has lower time-to-first-token (2.12s vs —s).

When should I use GPT-5.1 Codex mini (high) vs Qwen3.5 35B A3B (Non-reasoning)?

Choose based on your priorities: both are similarly priced, both perform similarly on benchmarks, and Qwen3.5 35B A3B (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.