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Compare / head-to-head

GPT-5.4 ProvsQwen3.8 27B

GPT-5.4 Pro leads 1 of 1 shared benchmark. Qwen3.8 27B is 99.1x cheaper per token. GPT-5.4 Pro has the larger context window (1.1M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
1 – 0
GPT-5.4 Pro leads
Cheaper per token
Qwen3.8 27B
99.1x cheaper, input + output
Larger context
GPT-5.4 Pro
1.1M tokens
Provider uptime (30d)
94.6667% · —
OpenAI · Qwen
GPT-5.4 Pro
OpenAI · released 2026-03-05
textvision
Context
1.1M
Max out
128K
Input /1M
$30
Output /1M
$180
Cached /1M
Scores
13 · 8 core
Qwen3.8 27B
Qwen · released 2026-08-14
textvision
Context
262K
Max out
Input /1M
$0.424
Output /1M
$1.7
Cached /1M
Scores
4 · 3 core
Quality

Benchmark matrix

BenchmarkGPT-5.4 ProQwen3.8 27BΔEdge
Reported by both · 1
GPQA Diamond94.4% 89.2% +5.2 ptGPT-5.4 Pro
Only GPT-5.4 Pro reports · 11
Humanity's Last Exam (no tools)42.7% not reported
ARC-AGI-1 (Verified)94.5% not reported
ARC-AGI-2 (Verified)83.3% not reported
BrowseComp89.3% not reported
FrontierMath Tier 1-350% not reported
FrontierMath Tier 438% not reported
FrontierMath Tier 4 v2 (Epoch AI run)58.5% epochnot reported
FrontierMath Tiers 1-3 v2 (Epoch AI run)82.5% epochnot reported
GDPval (wins or ties)82% not reported
Humanity's Last Exam (with tools)58.7% not reported
SimpleQA Verified46.3% epochnot reported
Only Qwen3.8 27B reports · 3
LMArena Elonot reported1439.3
SWE-Bench Pronot reported61.7%
Terminal-Bench 2.1not reported73%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GPT-5.4 Pro minus Qwen3.8 27B in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecGPT-5.4 ProQwen3.8 27BEdge
Context window1.1M tokens262K tokensGPT-5.4 Pro
Max output128K tokens
Input price / 1M$30 $0.424 Qwen3.8 27B
Output price / 1M$180 $1.7 Qwen3.8 27B
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$210$2.12Qwen3.8 27B
Modalitiestext · visiontext · visionTie
Released2026-03-052026-08-14
Cited benchmark scores134
Reliability

Provider status

All providers
More matchups

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More matchups

Qwen3.8 27B vs …

Built by Respan
Which one wins on your data?

Public benchmarks are a starting point. Run GPT-5.4 Pro and Qwen3.8 27B on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.