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Give your AI agent the full picture of your website feedback

Parry Gill · Nov 8, 2026 · 5 min read

Illustration by Storyset

A prompt is usually one person's view of one problem. A real website review is messier than that. Three people looked at the site. Someone left a note, someone else replied "no, keep it", a third person fixed half of it already. The website feedback that matters is the version after all that back and forth, not the first message.

That's the part agents usually never see. You end up summarizing the thread for them, and the summary is where things fall out. The "no, keep it" gets lost. The thing that's already fixed gets fixed again.

So this is about handing over the whole review, not just your notes.

Do the review where the work is

Run the website audit on the live site with Lasso. It's web annotation, so everyone comments right on the page, on the element they mean. Each comment saves its own screenshot. Teammates reply under a comment instead of in Slack, so the decision sits next to the thing it's about.

A team's comments on a live page, with a reply thread.

When something gets settled, resolve it. When something's still open, leave it open. That one habit is what makes the next step work, because the agent can tell the difference.

Hand over the whole collection

Open the collection in the Lasso web app and click Export for AI. You can take the whole collection or just one site. The export starts with a short legend that tells the agent how to read it, then lists every comment with its page, the element's selector and text, the comment, the screenshot, the replies and whether it's open or resolved.

Exporting a collection for AI.

Pick the format that fits your tool.

  • Markdown, copied or downloaded, for Cursor, Claude Code or a chat.
  • A PDF with every screenshot inside, for tools that read images better than links.
  • A public AI link, which an agent can fetch by itself. More on that below.

Then tell it the rules of the game. Something like this works for me.

This is our website review. Fix only the OPEN comments.
Read the replies first, they override the original comment.
Find each element by its selector and text, and list what you changed.

Why the full picture helps

The agent reads the replies, so it follows what the team decided, not the first opinion. It skips resolved comments, so nothing done gets redone. It has the selector and the screenshot for each note, so it knows the exact spot. And because every note keeps its own thread, a follow-up ("close, but make it lighter") goes on that comment and lands in the next export.

The review also stays readable for people. Anyone who checks the agent's work can open the same collection, see what was asked on each element and resolve what landed. The brief and the record are the same thing.

Privacy, since you're handing over a lot

A review can hold things you don't want floating around, so here's what stays in your control. A collection is private until you share it, and only people on your team can be added. The Markdown and PDF only leave Lasso when you copy or download them. The public AI link is off until the owner switches it on, and you can rotate it or turn it off at any time, which cuts off anyone holding the old link. Lasso itself runs in your browser, with nothing installed on your website.

Start with one review

Next time a page needs work, do the review in Lasso instead of a doc full of screenshots. Get your team on it, settle what you can in the replies, then give the agent the full picture in one export. Export for AI is free, and you can get Lasso here.