Welcome to Recomma
What Recomma measures, how it measures it, and what it takes to start.
Buyers used to arrive from a list of ten blue links. Increasingly they arrive from a chat — one paragraph, three brands named, a handful of sources cited. There is no rank to check and no impression count to read. Either the chat named you or it did not.
Recomma measures that. It asks the questions your buyers ask, on the models they ask them on, on a schedule, and keeps every chat. From those chats it reports how often you were named, how much of the conversation was yours, how the chat spoke about you, and which pages on the open web the models leaned on to decide.
What Recomma is not
Not a rank tracker with an AI tab. Nothing here is derived from search positions. Every figure on every screen is counted from chats that were actually generated, and you can open any of them and read the text it was counted from.
How it works
You describe the brand
A domain and a market. Recomma reads the site, works out what you sell and who you sell against, and proposes the first set of questions and competitors. You approve them — nothing is tracked until you do.
Recomma asks the questions
Every tracked prompt runs on every model you have enabled, on your project’s cadence. Each run produces one chat, stored whole: its text, the brands it named in the order it named them, and every source it cited.
The chats become readings
Visibility, share of voice, sentiment and position are all counted from those stored chats, per day, per model, per market.
And how much of the market that is
The questions come from somewhere: a category people search, bid on and buy in. Recomma prices that market from what you and your rivals rank for, and reports how much of it your questions reach and how much of it the answers name you in — so a visibility figure has a denominator. See Market value.
You work the gaps, and your own pages
Sources shows which sites the models trust on your subject; Opportunities ranks the ones that are trusted and silent about you. Site holds your own pages to a fixed set of rules, which needs no gap and has an answer on day one. Then Impact reads the figure back after you have acted.