Model comparison
o1 vs o1-preview
Head-to-head evidence from 2 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Sibling matchup inside the o1 family.
Public leaderboard positions: o1 #129 (Estimated); o1-preview #123 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. o1 and o1-preview share 2 comparable benchmark results. 0 of 8 categories are comparable. 14 results are unique to o1; 0 to o1-preview.
Updated July 23, 2026- Shared results
- 2
- o1 only
- 14
- o1-preview only
- 0
- Comparable categories
- 0 / 8
Benchmark data for o1 and o1-preview is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 2 shared benchmark results across 2 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
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 | o1 | Δ | o1-preview |
|---|---|---|---|
| Knowledge | o175.7 | MarginNo overlap | o1-previewNot measured |
| Math | o19.3 | MarginNo overlap | o1-previewNot measured |
| Inst. Following | o192.2 | MarginNo overlap | o1-previewNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | o1 | o1-preview | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | o1$15 input / $60 output | o1-preview$15 input / $60 output | Listed prices are equal. |
| Generation speedtokens per second | o198 tok/s | o1-previewNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | o132.29 s | o1-previewNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | o1200K | o1-preview200K | Listed context windows are equal. |
Benchmark Deep Dive
Agentic1 benchmarks
| Benchmark | o1 | o1-preview | Result |
|---|---|---|---|
| τ²-bench resultsSource | 62.6% | — | Not comparable |
Coding2 benchmarks
Reasoning2 benchmarks
Knowledge8 benchmarks
| Benchmark | o1 | o1-preview | Result |
|---|---|---|---|
| MMLUSource | 91.8% | — | Not comparable |
| GPQASource | 75.7% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 23.4% | 17.0% | o1 leads |
| AA-GPQA DiamondSource | 74.7% | — | Not comparable |
| AA-HLESource | 7.7% | — | Not comparable |
| AA-Omniscience IndexSource | -10.5% | — | Not comparable |
| AA-Omniscience AccuracySource | 34.7% | — | Not comparable |
| AA-Omniscience Hallucination RateSource | 69.3% | — | Not comparable |
Math1 benchmarks
| Benchmark | o1 | o1-preview | Result |
|---|---|---|---|
| FrontierMath v2 (Tiers 1-3)Source | 9.310% | — | Not comparable |
Frequently Asked Questions (3)
Can I compare o1 and o1-preview on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for o1 and o1-preview today?
o1: $15.00 input / $60.00 output per 1M tokens o1-preview: $15.00 input / $60.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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