Airtop

Airtop lets you describe a workflow in plain language, then compiles it into a deterministic Agent that runs across apps, APIs, and web pages.

The word "compiled" is what sets it apart from ordinary Agent products. Most Agents have to re-reason through every execution—slow, expensive, and the same input doesn't necessarily produce the same result. Airtop compiles automation into reusable code that runs on a schedule, self-repairs when something goes wrong, and reportedly costs only a fraction of an LLM Agent to run.

Its strength lies where APIs fall short. One user reported using it to automate tasks like invoice reconciliation that require a person to operate a browser, saving them several hours a week.

Integrations include n8n, Zapier, and Make, with support for Claude Code and Codex as well. A template library and documentation are available, and you can try it for free.

Suitable for teams with a high volume of repetitive web tasks for which no API is available.