Model comparison
GPT-5.5 Pro vs o4-mini (high)
Head-to-head evidence from 2 shared benchmark results across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: GPT-5.5 Pro #38 (Estimated); o4-mini (high) #118 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. GPT-5.5 Pro and o4-mini (high) share 2 comparable benchmark results. 1 of 8 categories are comparable. 5 results are unique to GPT-5.5 Pro; 0 to o4-mini (high).
Updated July 22, 2026- Shared results
- 2
- GPT-5.5 Pro only
- 5
- o4-mini (high) only
- 0
- Comparable categories
- 1 / 8
Pick GPT-5.5 Pro if you want the stronger benchmark profile. o4-mini (high) only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.
Confidence note. This is a partial-evidence comparison with 2 shared benchmark results across 1 evidence category; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
GPT-5.5 Pro is clearly ahead on the BenchAlign aggregate, 63.69 to 49.98. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
GPT-5.5 Pro's sharpest advantage is in mathematics, where it averages 48.1 against 20.2. The single biggest benchmark swing on the page is FrontierMath v2 (Tier 4), 39.600% to 6.250%.
GPT-5.5 Pro gives you the larger context window at 1M, compared with 200K for o4-mini (high).
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | GPT-5.5 Pro | Δ | o4-mini (high) |
|---|---|---|---|
| Math | GPT-5.5 Pro48.1 | Margin← 27.9 | o4-mini (high)20.2 |
| Agentic | GPT-5.5 Pro90.1 | MarginNo overlap | o4-mini (high)Not measured |
| Knowledge | GPT-5.5 Pro57.2 | MarginNo overlap | o4-mini (high)Not measured |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
FrontierMath v2 (Tier 4)
MathA 39.600%B 6.250%Winner: GPT-5.5 ProΔ 33.4FrontierMath v2 (Tier 4): GPT-5.5 Pro scored 39.600%; o4-mini (high) scored 6.250%. GPT-5.5 Pro wins this benchmark. - Source ↗
FrontierMath v2 (Tiers 1-3)
MathA 51.000%B 24.828%Winner: GPT-5.5 ProΔ 26.2FrontierMath v2 (Tiers 1-3): GPT-5.5 Pro scored 51.000%; o4-mini (high) scored 24.828%. GPT-5.5 Pro wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | GPT-5.5 Pro | o4-mini (high) | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | GPT-5.5 Pro$30 input / $180 output | o4-mini (high)Not available | A complete price comparison is not available. |
| Generation speedtokens per second | GPT-5.5 ProNot available | o4-mini (high)161 tok/s | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | GPT-5.5 ProNot available | o4-mini (high)21.94 s | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | GPT-5.5 Pro1M | o4-mini (high)200K | GPT-5.5 Pro lists the larger context window. |
Benchmark Deep Dive
Frequently Asked Questions (2)
Which is better, GPT-5.5 Pro or o4-mini (high)?
GPT-5.5 Pro is ahead on BenchLM's BenchAlign leaderboard, 63.69 to 49.98. The biggest single separator in this matchup is FrontierMath v2 (Tier 4), where the scores are 39.600% and 6.250%.
Which is better for math, GPT-5.5 Pro or o4-mini (high)?
GPT-5.5 Pro has the edge for math in this comparison, averaging 48.1 versus 20.2. Inside this category, FrontierMath v2 (Tier 4) is the benchmark that creates the most daylight between them.
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