How do you integrate AI agents with existing enterprise systems?

Integrating AI agents with enterprise systems requires building tool interfaces for each system the agent needs to access. For CRM systems like Salesforce, create tools for reading and updating contact records, opportunity management, and activity logging. For ERP systems, build tools for order lookup, inventory checking, and financial data retrieval. For communication platforms like Slack and email, create tools for sending messages, scheduling meetings, and processing incoming requests. Use API gateways to provide consistent authentication, rate limiting, and logging across all integrations. Implement least-privilege access where the agent only has permissions required for its specific tasks. Create abstraction layers that normalize different system APIs into consistent tool interfaces. Handle rate limits and API quotas with backoff strategies. Cache frequently accessed reference data to reduce API calls. Monitor agent system interactions for unusual patterns that might indicate errors or misuse. Maintain integration health dashboards tracking availability, latency, and error rates for each connected system.