Provv runs your copy past a panel of your modeled buyers and tells you who buys in, who bounces, and exactly why. Now it runs inside the AI tools you already write in.
Provv builds a panel of your actual buyers, modeled from how they think, what they care about, and what makes them tune out. Then it puts your copy in front of them. A headline, an email, a full page.
The panel reacts the way your market would, and you see the verdict before launch instead of after. No recruiting. No scheduling. No waiting two weeks for findings you can't act on. You write a line, you run the panel, you get the read.
That is the product. Everything below is about where you can run it.
Most of the time you're already drafting inside an AI tool. So Provv meets you there. Connect it once, and your buyer panel becomes a command you run mid-draft. No second dashboard, no copy-paste between apps. You ask, the panel answers, the verdict lands in the same window.
The best marketers don't ship copy and hope. They pressure-test it against buyers first. Provv puts that check one request away, wherever you write.
Who bought in, who landed mixed, who bounced. The room at a glance.
Each buyer's take, tied to the exact line that pulled them in or pushed them out.
The reason behind every bounce, named plainly. No guessing what went wrong.
The single highest-leverage rewrite to test next. You leave knowing what to do.
Add it in your AI tool of choice. Claude, Cursor, and more.
A line, a section, or a whole page. However far along you are.
Stances, objections, and the rewrite worth testing, right where you write.
Running Provv inside your AI tools is rolling out now. Request access and we'll get you set up, with the prompts and patterns to pull a sharp read on day one.
Yes. Provv connects to Claude and runs a full synthetic buyer panel on your copy without leaving the chat. Drop in a headline, email, or page, and Provv returns how your modeled buyers react, including the objections and the rewrite to test next.
A panel of your buyers, modeled from how they think and what they care about, that reacts to your copy before you publish it. You get a focus-group-grade read in seconds instead of weeks.
Yes. Provv works with any MCP-compatible tool, including Cursor, so you can test copy against your panel in the same place you build.
No. Once it's connected, running a panel is a plain-language request inside your AI tool. No code.