Mark by Airtop - Vibe automation for solo marketers
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Give Mark your website and it researches your business, creates a personalized GTM plan, and builds web agents that automate lead gen, enrichment, outbound, SEO, and Google Ads campaigns. Using Mark is like vibe coding, but for sales and marketing campaigns. Built on Airtop's Agent Builder platform, Mark compiles every automation into deterministic code, so its agents run reliably and 10-100X cheaper than LLM-per-step agents. Real marketing automations, built just by typing.
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Tried it on a couple of sites and it actually logged in and pulled the data I asked for, which surprised me for a no setup tool. Felt more reliable than other browser agents I've poked at.
I tried it to pull pricing data from a few competitor sites and it worked surprisingly well without me touching a single API. The plain English framing is genuinely useful, though I did have to nudge it on captchas. Solid first impression.
the way it turns plain english into actual browsing tasks feels like magic. loving the clean setup and how it just gets out of your way.
this is genuinely impressive. told it to grab flight prices from a few sites and it actually logged in, navigated, and pulled clean data back. setup took maybe two minutes.
Tried having it grab some shipping updates from my carrier portal and it actually logged in and pulled the info without a hiccup. The plain-English setup feels really natural.
The demo site where it just logs in and pulls data on its own is wild. Love that you kept the interface to plain words instead of piling on dashboards.
the part that stands out to me is compiling into deterministic code instead of running an LLM call on every step. that's the actual fix for the reliability problem most agent tools have, cost aside. curious how it handles a site that changes its layout after the automation was compiled, does it silently break or re-detect and recompile
Airtop
@omri_ben_shoham1 You're exactly right. LLM-based agents have an architecture problem: aside from cost, using an LLM to execute the same workflow repeatedly compromises the reliability of the agent.
In Airtop, when the agent is compiled, monitoring code is added to the workflow. This code verifies that each step completes successfully before the agent moves to the next step. If a step fails, the agent retries it. If the problem continues, the agent notifies a human. From there, one click opens the agent in the builder so the issue is fixed directly at the source.
The Google Ads integration looks really cool! Google Ads has a TERRIBLE interface so it would be nice to just be able to prompt it SO uwu
Airtop
@bixby_grimm Haha we felt this pain too with the Google Ads interface! We've also given Mark guidance on best practices for keyword research and bidding, etc so it feels like you're working with a knowledgeable paid media consultant.
Finally gave it a real test by asking it to grab shipping rates from a courier site and it just logged in and pulled the data without me touching anything. Genuinely surprised how well it handled the login step.
I tried Mark (beta), and it put together a really solid go-to-market plan for me. The recommendations were practical and well thought out. Looking forward to seeing how it evolves. Congrats on the launch!