AI automation agents
Automation agents run multi-step workflows across your apps: when something happens, the agent decides what to do and takes action. Workflow builders let you design these agents with little or no code.
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What you can automate
Good candidates are frequent, rule-heavy processes.
- Lead capture to CRM with enrichment and follow-up
- Support ticket triage and routing
- Content pipelines: draft, review, publish
- Reporting: gather data and summarize weekly
- Internal requests and approvals
No-code vs open-source builders
No-code platforms are quick to start and host everything for you. Open-source builders can be self-hosted for control and cost savings, but need technical maintenance. Developer frameworks offer the most flexibility for complex agents.
Designing reliable automations
Reliability comes from design, not just the tool.
- Start with a simple, well-defined workflow
- Add human approval for customer-facing or financial steps
- Log every run so you can see what happened
- Handle errors and retries explicitly
- Review and refine prompts regularly
Frequently asked questions
What's the difference between automation and an AI agent?
Traditional automation follows fixed rules. An AI agent can interpret inputs and decide between steps, which handles messier tasks but needs more oversight.
Do I need to code?
Not for no-code builders. Developer frameworks and self-hosted tools need technical skills.