# Kaabist vs Airtop

Airtop compiles described workflows into deterministic agents that run on schedules and heal through drafts you review and deploy. Kaabist shares the reviewable-healing approach and adds a pause mid-run that waits for your answer and continues from the last checkpoint, guards that record a submit before and after it runs so it never runs twice, an MCP server for coding agents, and API discovery.

Airtop, in their words: "Deploy agents that automate every part of your business." (https://www.airtop.ai)

Airtop pricing: Free plan with 1,000 credits; Starter from $29/month; Professional from $189/month; Enterprise from $558/month; custom plans on request. Source: https://www.airtop.ai/pricing

## Capabilities

| Capability | Kaabist | Airtop | Note and source |
|---|---|---|---|
| Logged-in, multi-step flows | yes | yes | Agent Builder turns a described workflow into an agent that visits sites, collects data and sends it to connected apps. https://www.airtop.ai/help/guides/agent-builder.md |
| Persistent sessions | yes | yes | Each agent has a managed browser profile that stores session cookies and reuses them in background runs. https://www.airtop.ai/help/guides/authentication.md |
| Self-healing locators, delivered as proposals you review | yes | yes | Repairs are prepared and tested as a draft that you inspect and deploy; agents pause after 3 consecutive failures by default. https://www.airtop.ai/help/guides/self-healing.md |
| Resume a program from its checkpoint after a person answers | yes | partial | You sign in or complete 2FA in a live browser while setting up an agent; we found no mid-run pause that waits for your answer and continues. https://www.airtop.ai/help/guides/authentication.md |
| Side-effect fences: a submit never runs twice | yes | no | No mechanism to keep a step from running twice after a crash or retry is documented. https://www.airtop.ai/help/guides/FAQ.md |
| A coding agent builds the program over MCP | yes | no | The docs offer an MCP endpoint for searching documentation; we found no first-party MCP server for running agents or browsers. https://docs.airtop.ai/llms.txt |
| Schedules and change detection | yes | yes | Agents run on schedules or triggers, and an agent can watch a page for a change and act when it happens. https://www.airtop.ai |

## When to choose Airtop

You want to describe a business workflow in plain language and get a scheduled agent with reviewed repairs and app integrations, without writing or reading program code.

By Kaabist. Last verified 10 October 2026 against Airtop's public documentation. Method: /vs#method