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Compare / head-to-head

GPT-4.1vso3

o3 leads 6 of 6 shared benchmarks. Both list the same combined token price. GPT-4.1 has the larger context window (1.0M tokens).

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

Shared benchmarks
0 – 6
o3 leads
Cheaper per token
Tie
list price, input + output
Larger context
GPT-4.1
1.0M tokens
Provider uptime (30d)
94.4056%
OpenAI
GPT-4.1
OpenAI · released 2025-04-14
textvision
Context
1.0M
Max out
33K
Input /1M
$2
Output /1M
$8
Cached /1M
$0.5
Scores
10 · 8 core
o3
OpenAI · released 2025-04-16
textvision
Context
200K
Max out
100K
Input /1M
$2
Output /1M
$8
Cached /1M
$0.5
Scores
7 · 7 core
Quality

Benchmark matrix

BenchmarkGPT-4.1o3ΔEdge
Reported by both · 6
SWE-bench Verified54.6% 69.1% -14.5 pto3
GPQA Diamond66.3% 81.8% epoch-15.5 pto3
FrontierMath Tiers 1-3 v2 (Epoch AI run)6% epoch33.3% epoch-27.3 pto3
OTIS Mock AIME 2024-2025 (Epoch AI run)38.3% epoch84.4% epoch-46.1 pto3
SimpleQA Verified31.1% epoch49.4% epoch-18.3 pto3
SWE-bench Verified (Epoch AI run)48.5% epoch62.3% epoch-13.8 pto3
Only GPT-4.1 reports · 3
MMLU90.2% not reported
AIME 202448.1% not reported
Video-MME (long, no subtitles)72% not reported
Only o3 reports · 1
AIME 2025not reported89.2% matharena
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-4.1 minus o3 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-4.1o3Edge
Context window1.0M tokens200K tokensGPT-4.1
Max output33K tokens100K tokenso3
Input price / 1M$2 $2 Tie
Output price / 1M$8 $8 Tie
Cached input / 1M$0.5 $0.5 Tie
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$10$10Tie
Modalitiestext · visiontext · visionTie
Released2025-04-142025-04-16
Cited benchmark scores107
Reliability

OpenAI status

All providers
Built by Respan
Which one wins on your data?

Public benchmarks are a starting point. Run GPT-4.1 and o3 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.