The shortlist is written before the RFQ is.
A specification engineer no longer starts with a trade directory. They ask an assistant who makes what they need, then whether those suppliers are any good, then which one to go with. By the time an enquiry reaches your sales desk two or three plants have already been named and given a reason, and most manufacturers have no idea whether they were one of them.
- 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.
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Example rows from an illustrative manufacturing and industrial 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 insulated metal panel manufacturer
Lost
0.0 / 3
Not named in any engine. Three competitors are, all from one buyer roundup.
insulated panel price per square foot
Contested
1.0 / 3
“they also sell insulated panels” · named third, no specification attached
certified suppliers for cold storage
0.0 / 3
Certifications are held but not on any page an engine can read.
panels for a pharmaceutical cleanroom
1.4 / 3
“also supplies cleanroom panels” · no classifications named, so vagueness loses it
manufacturers running their own line
“one of the few running its own continuous line” · named first, survives all three turns
Illustrative board built from a real question set. Not a client’s data.
It is almost never the website.
REASON 01
Your certifications are unreadable
They are real, they are held, and they sit in a PDF or a scanned certificate that no engine can read. The answer therefore describes you in general terms and gives a buyer nothing to shortlist you on.
REASON 02
Your channel describes you in its words
Distributors and resellers publish your range on their own pages, frequently with an old specification. Those pages get quoted and yours do not.
One roundup decides the category
Most industrial categories have a single dominant buyer roundup that every engine leans on. Getting into it is worth more than almost anything on your own site, and nobody at your agency has tried.
Most of these 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.
Industry buyer roundups
Usually one dominant page per category, quoted by most engines. Inclusion is slow and worth more than almost anything on your own site.
Trade and specification directories
Often carrying your product range from years ago. Corrections are fast and tend to move two rows at once.
Distributor and reseller pages
Your own channel describing you in their words, frequently with the wrong specification.
Certification and standards bodies
Listing pages that confirm what you hold. Engines lean on them heavily for trust questions.
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.
For the first pass, increasingly yes, in the same way they moved from trade magazines to Google. The procurement step still happens the old way, with drawings and quotes and a plant visit. What has changed is who gets onto the list that reaches that step.
More so, because your distributors are describing you in their own words on their own pages, and engines quote those pages. We measure how your channel represents you and correct it where it is wrong.
Nothing without your approval, ever. In practice the information that wins these rows is already on your datasheets, just written in a form an engine can read.
Usually they stay. We work on the board, they keep the traffic work, and we will tell you honestly if they are already doing what we would do rather than invent a reason to replace them.
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.
See what AI tells your
buyers about you.
Add up to five questions your buyers ask, or leave them blank and we will suggest questions from your website for you to confirm. We ask each one in six engines, follow it three turns deep, capture the sentence each engine uses about you and name who is recommended instead.
- 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.
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