Llama 4 Scout 17B
Llama 4 Scout is Meta’s multimodal fourth-generation Llama model, combining general language processing with image understanding in an efficient MoE architecture. Of 109 billion total parameters, only 17 billion are active per token; the context window spans 128,000 tokens. Available under the Llama 4 Community License, which contains restrictions for EU-based users regarding self-hosting and deployment.
- Restricted Weights
- Server
- Groq
- Text
- Vision
- Instruction-Tuned
- Real-Time
Sovereign Risk: MEDIUM Meta is a US company and subject to the CLOUD Act, which may allow government access to data when using the API. Weights are publicly available. The Llama 4 Community License excludes multimodal Llama 4 models for EU-domiciled entities with respect to self-hosting/deployment; end-user access via third-party APIs is to be assessed separately.
Key metrics
Score · Latency · Cost · Quality
- Total Score Bronze
- 55.17
- Routine
- 34.16
- Reasoning
- 21.01
- LLM Judge Avg
- 3.17 / 5
- 100 Coverage
- Avg Task Duration
- 1.45s
- Real-Time
- Token Rate
- 354.96tok/s
- Output Rate
- P95 Latency
- 2.88s
- Top 5 %
- Total Tokens
- 38900
- Output Volume
- Cost per 1K
- $0.0003
- USD / 1K Requests
- Benchmark Cost
- $0.01
- Total · 38900 tok
Benchmark modules
10 modules · weighted · vs. model median & top performer
Token efficiency & latency
Consumption per module vs. model median
Token consumption per module
Performance profile
Key metrics – legend
Score
- Total Score
- Overall score derived from Routine and Reasoning scores. Basis for the fleet rank and tier assignment (Gold / Silver / Bronze).
- Routine
- Score for standard tasks: code generation, text transformation, structured outputs. Weighted by task complexity.
- Reasoning
- Score for analytical and logical tasks: multi-step problem solving, mathematical reasoning, structured argumentation.
- Rank
- Position in the fleet comparison, sorted by Total Score. Refers to the snapshot at the time of testing.
LLM Judge
- LLM Judge Ø
- Average quality rating by an independent judge model on a scale of 1–5.
- Coverage
- Share of tasks for which a judge rating is available. 100% means all responses were evaluated.
Latency & speed
- Avg. Task Duration
- Average time per task from the first to the last token of the response, measured across all benchmark tasks.
- Token Rate
- Output speed in tokens per second. Relevant for interactive applications and real-time streaming.
- P95 Latency
- 95th percentile of response times — shows outliers. Lower values mean fewer long wait times in edge cases.
Cost
- Cost per 1K
- API price per 1,000 output tokens in US dollars. Basis for cost calculation in production use.
- Benchmark Cost
- Total cost for the complete benchmark run of this model.