Llama 3.1 405B Instruct
Meta
8.1/10
Dimension Breakdown
Tool Calling 8/10
Reliability of function/tool calling — correct schema adherence and parameter extraction
Cost Efficiency 6/10
Price per token relative to output quality for agent tasks
Latency 5/10
Response time — time to first token and total generation time under load
API Reliability 8/10
Uptime, rate limit headroom, and error rates in production
Context Quality 9/10
Long-context coherence and instruction following over turns
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Coding Financial RAG
Summary
Open-source performance leader rivals proprietary models on reasoning tasks, but high inference cost and slow latency limit production use.
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Last updated: May 4, 2026