ModelRefs / Llama 4 Scout vs DeepSeek V3 — Benchmarks, Pricing & Coding…
Llama 4 Scout vs DeepSeek V3 — Benchmarks, Pricing & Coding…
Llama 4 Scout vs DeepSeek V3: 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: DeepSeek V3 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.
DeepSeek V3 vs Llama 4 Scout at a glance
| Attribute | DeepSeek V3 | Llama 4 Scout |
|---|---|---|
| Provider | DeepSeek | Meta |
| Released | 2024-12-26 | 2025-04-01 |
| Context window | 128,000 tokens | 10,000,000 tokens |
| Input price | $0.27/M tokens | $0.11/M tokens |
| Output price | $1.1/M tokens | $0.34/M tokens |
| Licence | MIT | Llama 4 Community |
| Self-hostable | Yes, open weights | Yes, open weights |
| Modalities | text | text, vision |
Benchmarks reported for both
| Benchmark | DeepSeek V3 | Llama 4 Scout | Reported |
|---|---|---|---|
| mmlu-pro | 75.9 | 74.3 | 2024-12-27 / 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: DeepSeek V3 85%, Llama 4 Scout 94%. Llama 4 Scout leads on this dimension.
- Reasoning: DeepSeek V3 76%, Llama 4 Scout 67%. DeepSeek V3 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 DeepSeek V3 — Benchmarks, Pricing & Coding….
Frequently asked questions
Which is better, Llama 4 Scout or DeepSeek V3?
Llama 4 Scout and DeepSeek V3 target different workloads — see the benchmark and pricing tables for a side-by-side answer.
Is Llama 4 Scout cheaper than DeepSeek V3?
Compare $0.00011 vs $0.00027 on this page.