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Airtop is a conversational web agent builder.
It lets you create AI agents that can log in, browse any website, extract data, and complete tasks - just by describing what you want in plain English. No code, no workflows, no APIs. Just words.
This is the 6th launch from Airtop. View more
Agent Builder by Airtop
Launching today
Describe any workflow in plain English. Agent Builder compiles it into a coded automation that runs like software. When a run breaks, Airtop automatically investigates, rebuilds the step, and verifies the fix on a real test run. Airtop Agents run securely in the cloud and are up to 100x more efficient than traditional LLM-per-step AI Agents.
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Launch Team / Built With
Airtop
Every CEO I talk to is trying to shrink their AI token bill.
AI agents are expensive (and slow) because they re-reason every step, on every run. So we created Agent Builder, which compiles automations into efficient, reusable code.
We gave the same multi-step task to a traditional LLM agent (Claude Code on Opus 4.7) and an agent compiled with Agent Builder. Here are the results:
👉 LLM agent: 7m 58s, $6.26 per run
👉 Airtop agent (compiled): 1m 21s, $0.063 per run
6x faster at ~1% of the cost. Same results, fewer tokens burned.
Agent Builder does the thinking once, at build time, instead of every time the agent runs.
To use Agent Builder, just describe any workflow in plain English. It builds the automation, tests it, and compiles it into deterministic code that runs like software. Agent Builder works with any API or website, and connects natively to integrations like Slack and Google Sheets.
Just like software, compiled agents can break. Especially if you’re running a web automation on a website that changes.
So we taught Airtop agents to heal themselves.
🧠 If a run fails → Airtop notifies you and diagnoses what broke
⚙️ Airtop automatically builds a fix for the agent and verifies the fix with real test runs
✅ Airtop sends you a repair draft so you can check it before deploying
Who’s it for? Founders and ops, marketing, sales, and finance teams that want to automate repeatable work without spending a fortune on AI tokens.
🔗 Try it free at airtop.ai/agent-builder
🎟️ Code AGENTSTARTERPH gets you 1 free month of Airtop’s Starter plan.
We’re here all day. Ask us anything!
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@amir_ashkenazi Handling the behind-the-login stuff without having to babysit custom Playwright scripts is huge, congrats on the launch!
how is this different from /goal on claude?
How does Airtop handle a website change that completely breaks the original workflow?
The 100x efficiency claim caught my attention. Is that mainly because the generated automation uses fewer LLM calls?
Being able to work with websites without needing an API is pretty useful. I can see this helping with some of those annoying repetitive browser tasks.
I appreciate that the agent verifies its own fixes with a real test run. That extra validation makes the self healing approach feel much more practical.