Model comparison
Llama 3.1 405B vs o1-preview
Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Llama 3.1 405B #102 (Estimated); o1-preview #123 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Llama 3.1 405B and o1-preview share 1 comparable benchmark result. 0 of 8 categories are comparable. 10 results are unique to Llama 3.1 405B; 1 to o1-preview.
Updated July 20, 2026- Shared results
- 1
- Llama 3.1 405B only
- 10
- o1-preview only
- 1
- Comparable categories
- 0 / 8
Benchmark data for Llama 3.1 405B and o1-preview is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 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.
o1-preview is priced at $15.00 input / $60.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Llama 3.1 405B. o1-preview has the larger context window at 200K, compared with 128K for Llama 3.1 405B.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Llama 3.1 405B | o1-preview | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Llama 3.1 405B$0 input / $0 output | o1-preview$15 input / $60 output | Llama 3.1 405B has the lower combined listed price. |
| Generation speedtokens per second | Llama 3.1 405B29 tok/s | o1-previewNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Llama 3.1 405B2.19 s | o1-previewNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Llama 3.1 405B128K | o1-preview200K | o1-preview lists the larger context window. |
Benchmark Deep Dive
Agentic1 benchmarks
| Benchmark | Llama 3.1 405B | o1-preview | Result |
|---|---|---|---|
| τ²-bench resultsSource | 19% | — | Not comparable |
Coding2 benchmarks
Reasoning2 benchmarks
Knowledge6 benchmarks
| Benchmark | Llama 3.1 405B | o1-preview | Result |
|---|---|---|---|
| Artificial Analysis Intelligence IndexSource | 8.5% | 17.0% | o1-preview leads |
| AA-GPQA DiamondSource | 51.5% | — | Not comparable |
| AA-HLESource | 4.2% | — | Not comparable |
| AA-Omniscience IndexSource | -17.3% | — | Not comparable |
| AA-Omniscience AccuracySource | 22.3% | — | Not comparable |
| AA-Omniscience Hallucination RateSource | 51.0% | — | Not comparable |
Inst. Following1 benchmarks
| Benchmark | Llama 3.1 405B | o1-preview | Result |
|---|---|---|---|
| AA-IFBenchSource | 39.0% | — | Not comparable |
Frequently Asked Questions (3)
Can I compare Llama 3.1 405B 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 Llama 3.1 405B and o1-preview today?
Llama 3.1 405B: $0.00 input / $0.00 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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