ModelRefs / Llama 4 Scout vs GPT-4o — Benchmarks, Pricing & Coding Comp…
Llama 4 Scout vs GPT-4o — Benchmarks, Pricing & Coding Comp…
Llama 4 Scout vs GPT-4o: side-by-side benchmarks, pricing, context windows, coding ability and deployment. Pick the right model for your stack.
Overview
Llama 4 Scout: Llama 4 Scout is Meta's efficiency-focused open-weights model with an exceptionally large 10M-token context window and vision support. It is optimized for long-document retrieval and low-cost inference at scale.
Context window: GPT-4o accepts up to 128,000 tokens, Llama 4 Scout up to 10,000,000. Confirm the limit for your specific deployment channel before relying on it.
GPT-4o vs Llama 4 Scout at a glance
| Attribute | GPT-4o | Llama 4 Scout |
|---|---|---|
| Provider | OpenAI | Meta |
| Released | 2024-05-13 | 2025-04-01 |
| Context window | 128,000 tokens | 10,000,000 tokens |
| Input price | $2.5/M tokens | $0.11/M tokens |
| Output price | $10/M tokens | $0.34/M tokens |
| Licence | Proprietary | Llama 4 Community |
| Self-hostable | No, hosted only | Yes, open weights |
| Modalities | text, vision, audio | text, vision |
Benchmarks reported for both
| Benchmark | GPT-4o | Llama 4 Scout | Reported |
|---|---|---|---|
| gpqa | 49.9 | 57.2 | 2024-11-21 / 2025-04-01 |
Scores are as published by their cited sources on the dates shown. Different runs use different harnesses, prompts, and dates, so treat these as directional evidence rather than a head-to-head result.
Where they differ most
- Cost Efficiency: GPT-4o 46%, Llama 4 Scout 94%. Llama 4 Scout leads on this dimension.
- Reasoning: GPT-4o 69%, Llama 4 Scout 67%. GPT-4o leads on this dimension.
- Coding: GPT-4o 33%, Llama 4 Scout 33%. GPT-4o leads on this dimension.
Capability scores are ModelRefs' own derived signals, not vendor claims or benchmark results. Validate against your own workload before relying on them.
Continue your research
Use these connected ModelRefs sections to compare alternatives, inspect implementation paths, and review the evidence and governance boundaries relevant to Llama 4 Scout vs GPT-4o — Benchmarks, Pricing & Coding Comp….
Frequently asked questions
Which is better, Llama 4 Scout or GPT-4o?
Llama 4 Scout and GPT-4o target different workloads — see the benchmark and pricing tables for a side-by-side answer.
Is Llama 4 Scout cheaper than GPT-4o?
Compare $0.00011 vs $0.00250 on this page.