# Llama 4 Scout vs o1

> Side-by-side benchmark comparison for Llama 4 Scout and o1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/llama-4-scout-vs-o1
- Last updated: September 29, 2026

- Shared sourced benchmarks: 1
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.7

## Quick Verdict

Evidence is too thin for a benchmark verdict: Llama 4 Scout and o1 share only 1 sourced benchmark row.

## Summary

- Only 1 shared sourced benchmark row is available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- Llama 4 Scout has the lower published output-token price.
- Llama 4 Scout has the larger published context window at 10M.

## Model Snapshot

| Property | Llama 4 Scout | o1 |
|----------|----------|----------|
| Creator | Meta | OpenAI |
| Type | Open Weight | Proprietary |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 10M | 200K |
| Independent public score (not head-to-head) | 29.39 | 37.48 |
| Benchmarks Covered | 1 | 4 |
| Pricing (input/output) | $0.00 / $0.00 | $15.00 / $60.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Llama 4 Scout public-lane score: 9.9 (Estimated · #115/117)
- o1 public-lane score: Coming soon

### Coding

- Winner: Insufficient shared evidence
- Llama 4 Scout public-lane score: 13.9 (Estimated · #139/143)
- o1 public-lane score: 30.4 (Estimated · #93/143)

### Reasoning

- Winner: Insufficient shared evidence
- Llama 4 Scout public-lane score: 41.2 (Unranked · 2 rankable rows)
- o1 public-lane score: 67 (Unranked · 2 rankable rows)

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Llama 4 Scout public-lane score: 39.1 (Unranked · 1 rankable row)
- o1 public-lane score: Coming soon

### Knowledge

- Winner: Insufficient shared evidence
- Llama 4 Scout public-lane score: 26.5 (Estimated · #157/169)
- o1 public-lane score: 40.7 (Supported · #96/169)

| Benchmark | Llama 4 Scout | o1 | Winner |
|-----------|-----------|-----------|--------|
| MMLU | Coming soon | 91.8% | Coming soon |
| GPQA | Coming soon | 75.7% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Llama 4 Scout public-lane score: 44.3 (#91/124)
- o1 public-lane score: 84.5 (#40/124)

| Benchmark | Llama 4 Scout | o1 | Winner |
|-----------|-----------|-----------|--------|
| IFEval | Coming soon | 92.2% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Llama 4 Scout public-lane score: 25.1 (Unranked · 1 rankable row)
- o1 public-lane score: 32.5 (Unranked · 1 rankable row)

| Benchmark | Llama 4 Scout | o1 | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | 0.000% | 9.310% | o1 |

## FAQ

### Is there enough evidence to pick between Llama 4 Scout and o1?

Not yet. The models share only 1 sourced benchmark row, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Llama 4 Scout vs o1-preview](/compare/llama-4-scout-vs-o1-preview)
- [o1 vs o1-preview](/compare/o1-vs-o1-preview)
- [Llama 4 Scout vs o1-pro](/compare/llama-4-scout-vs-o1-pro)
- [o1 vs o1-pro](/compare/o1-vs-o1-pro)

## Explore More

- [Llama 4 Scout profile](/models/llama-4-scout)
- [o1 profile](/models/o1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)