Galileo 🔭 reposted this
The dirty secret of AI agents? Most companies can't measure if they're actually working. 😲 The promise is compelling: AI agents that process insurance claims, analyze market data, and accelerate development. But as these digital workers proliferate across industries, a critical gap is emerging between deployment and value. The root cause isn't the technology - it's our approach to measurement. Effective agent evaluation requires understanding performance at three critical levels: • 𝗦𝘁𝗲𝗽-𝗟𝗲𝘃𝗲𝗹: Was the right tool chosen and used correctly at each decision point? • 𝗧𝘂𝗿𝗻-𝗟𝗲𝘃𝗲𝗹: Were the steps performed in the correct order to reach a conclusion? • 𝗦𝗲𝘀𝘀𝗶𝗼𝗻-𝗟𝗲𝘃𝗲𝗹: Is the final result accurate and valuable? This complexity demands a sophisticated measurement framework across four key dimensions: 1. 𝗦𝘆𝘀𝘁𝗲𝗺 𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆: Beyond basic resource monitoring, we need to understand how agents handle complex state management and error recovery 2. 𝗧𝗮𝘀𝗸 𝗖𝗼𝗺𝗽𝗹𝗲𝘁𝗶𝗼𝗻: It's not just about speed - we need to measure the quality and completeness of multi-step processes 3. 𝗧𝗼𝗼𝗹 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻: How effectively are agents choosing and using the tools at their disposal? 4. 𝗤𝘂𝗮𝗹𝗶𝘁𝘆 𝗖𝗼𝗻𝘁𝗿𝗼𝗹: Are outputs consistently meeting regulatory and business requirements? The organizations succeeding with AI agents aren't just deploying technology - they're building comprehensive measurement frameworks that drive continuous improvement. 2025 will separate companies that effectively measure and optimize their AI investments from those still struggling with basic deployment. Read more in Pratik Bhavsar's blog in the comments 👇 #AIStrategy #DigitalTransformation #Enterprise #Innovation #ArtificialIntelligence
This is an excellent list and more people should know and use this.
Helpful to see the different metrics explained!
💥 AI Agents | Hallucination Index | BRAG | Mastering RAG Book
1mohttps://www.galileo.ai/blog/metrics-for-evaluating-ai-agents