Agentic data science with the Data Agent Kit
cloud.google.com·6h ago
AI Research
arXiv CS.AI·25d ago·5 min read
ERPBench: A State-Grounded Evaluation Paradigm for Computer-Use Agents in Enterprise Software
TL;DR
ERPBench is a new evaluation benchmark for computer-use agents in enterprise software, specifically targeting ERP systems. It reveals that high general GUI performance does not guarantee reliability in enterprise tasks, with agents often saving incorrect data.
✦ Why It Matters
Evaluate your agents against ERPBench to ensure they perform reliably in enterprise environments.
Key Takeaways
- Adopt ERPBench for evaluating agents in enterprise software.
- Recognize that high GUI performance does not ensure enterprise reliability.
- Investigate failure modes specific to your enterprise workflows.
- Implement human approval gates for agent actions to enhance safety.
How It Works
ERPBench evaluates agents by running them on a live ERP system, comparing their task outcomes against ground-truth values stored in the database. This approach allows for a more accurate assessment of an agent's performance in real-world scenarios, particularly in complex enterprise environments.