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.
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.
self healing agents is the part everyone skips 👏 web automation breaks constantly. congrats on the launch!
Nice! I have been supporting your team since Switchboard. This is a really cool addition to my workflow. Congratulations!
Congratulations another awesome product from your team @makers
Agrnt Builder is a huge leap in efficiency. I like how it shifts the "thinking" to build time so teams can just run the workflow.
Great work!
I like that Agent Builder can automatically investigate and rebuild a broken step, rather than just reporting an error. The plain-English workflow setup feels especially approachable.
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.
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.
How does Airtop handle a website change that completely breaks the original workflow?
About Agent Builder by Airtop on Product Hunt
“Build agents that heal themselves. ”
Agent Builder by Airtop launched on Product Hunt on September 3rd, 2026 and earned 329 upvotes and 17 comments, earning #2 Product of the Day. 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.
Agent Builder by Airtop was featured in Artificial Intelligence (477.8k followers), No-Code (5.9k followers) and Vibe coding (660 followers) on Product Hunt. Together, these topics include over 125.5k products, making this a competitive space to launch in.
Who hunted Agent Builder by Airtop?
Agent Builder by Airtop was hunted by Ben Lang. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Reviews
Agent Builder by Airtop has received 9 reviews on Product Hunt with an average rating of 4.67/5. Read all reviews on Product Hunt.
Want to see how Agent Builder by Airtop stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Ben Lang
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!