You are being compared in a conversation you cannot see.
A buyer asks an assistant which tools do the job, then asks how two of them differ, then asks which to pick for their situation. Review sites, a competitor’s comparison page and a two year old forum thread usually supply the answer. Your own documentation, which is the best thing you have, is rarely written in a way that survives to the third question.
- See the exact sentence six AI engines return about your business today.
- See which competitor is recommended instead of you, and in whose words.
- See the page, listing or review that caused it, and what would change it.
Get a free AI visibility snapshot
Free, inside forty eight hours, and yours to keep whether you buy or not.
No charge, no card, no contract. A person replies within one working day and the snapshot is yours whether you buy or not.
an AI visibility snapshot on your questions
Example rows from an illustrative b2b software board.
Yours will carry your own services, your own competitors and your own market, but the shape is the same everywhere we have measured in this sector.
Answer Board · B2B software category
Survival 1.3 of 3
Illustrative
BUYER CONVERSATION
best tools for this workflow
1.0 / 3
“one of several options” · named fourth from a review site listing, no reason attached
alternatives to the category leader
Not named. The leader’s own comparison page supplies every alternative mentioned.
does it integrate with our stack
Integrations are listed as logos in an image, which no engine can read.
pricing for a team of fifty
1.2 / 3
“pricing is not published” · the answer moves to competitors who do publish
tool that handles this specific edge case
Named first because the documentation describes the edge case in plain words
Illustrative board built from a real question set. Not a client’s data.
It is almost never the website.
REASON 01
Pages render on the client side
If key content only appears after JavaScript runs, an engine may never read it. The legal platform record on this site found exactly that, alongside stale URLs left behind by a rebrand, and fixing it mattered as much as the articles did.
REASON 02
Integration lists are images
Logo walls are invisible. A plain list of integration names with a sentence each is one of the cheapest rows to win in this category.
Nobody is answering the comparison question
Buyers ask how you differ from the leader. If you do not answer it factually, the leader’s own comparison page answers it for you.
Four of every five sources are not your website.
These are the source types the engines quote most in this sector. Working only on your own site means working on about twenty percent of the problem.
Software review sites
The default source for the which tools question. Your profile there is doing more work than your homepage.
Competitor comparison pages
The leader in your category has written the answer to how you differ from them. If you have not, theirs is the one being quoted.
Developer forums and threads
Where edge cases and integration problems get discussed, and where an unanswered complaint can sit for years.
Your own documentation
The strongest raw material in this category, and usually written for existing customers rather than for someone deciding.
One fee. Six workstreams. One log.
An agency sells these as five retainers with five reports and leaves the hard half undone. The full list is here, and there is one fee for all of it.
The measurement
The diagnosis
The work itself
The approval queue
The verification
The work log
The Answer Board
The records closest to this sector.
Every figure carries the dates it was measured over and a plain statement of what it does not prove. Every figure carries its dates, its source and what it does not prove.
The questions this sector always asks.
That is a commercial choice and it costs you a row. We will tell you what it costs rather than argue about it, and there are partial answers, such as a range or a structure, that recover most of the ground.
Yes, through referral analytics alongside the prompt monitoring. The legal platform record on this site shows both together, including one engine going from no referrals at all to twenty five a day.
Good documentation is the strongest raw material in this category. The usual problem is that it is written for existing customers and never answers the question a buyer asks before they are one.
The legal platform engagement started at 114 across ten service categories and widened to 144. A hundred or so is a reasonable starting shape for a software category.
This is the wrong fit if you need leads inside thirty days, if you want a guarantee of first place, if nobody on your side can approve work within a week, or if you are shopping purely on price against a thirty dollar monitoring tool. We will say so in the first reply and point you somewhere better.
Five questions in. Five rows back.
Tell us five buying questions from your market, the ones a customer would actually type. We run them across six engines with repeated sampling, capture the sentence each one returns, name who is being recommended instead of you, and send the whole thing back inside forty eight hours.
- No charge, no card and no contract for the first five rows.
- You keep the rows whether you buy anything or not.
- If we think you are the wrong fit, we say so in the first reply.
Send your five questions
Five rows of your own board, free. Six engines, back inside 48 hours, yours to keep.