Decision-stage capture
The pages an engine reaches for when a buyer is choosing
A buyer who has stopped learning and started deciding asks a different kind of question, and the answer they get is a list of three or four names. There is no second page and no scroll. A comparison page is the asset built for that moment, and the competitors it names come out of your scan rather than out of your head.
Every plan queries all 6. See how each engine picks who it names
What we measured
of B2B buyers ended up choosing a vendor other than the one they first intended, after an AI recommendation (G2, 2026). The shortlist is where that happens.
Engines queried
ChatGPT, Claude, Perplexity, Gemini, Google AI Mode, Microsoft Copilot. Every plan, including the free one.
Answers kept
Every answer is stored word for word, so any number on your report can be checked against the text it came from.
The gap this closes
- Only the top of the question hierarchy decides revenue, and that is where firms do not write.
- Decision-stage phrasings sit unclaimed because firms write about their category instead.
- Most firms compare themselves to the wrong companies entirely.
- The set in your pitch deck is not the set an engine puts you beside.
What you end up with
- Head-to-head and alternatives pages drafted against the rivals engines actually named.
- Your real competitive set, taken from the answers rather than from your deck.
- Pages aimed at the decision-stage phrasing a buyer uses when they have stopped learning.
- Coverage of the questions that produce a shortlist of three or four names.
How it works
Three steps, and you only do the first one.
The rivals come from the answers
Every scan extracts each firm an engine named in its answer, not just the ones on your watchlist, and scores all of them. A rival named by four engines across your buying questions outranks one you argue with at conferences, and the page order follows that ranking.
The criteria come from the engines too
The stored answers say what the engines think matters: prior experience in a vertical, a named compliance lead, response times, minimum contract size. Those become the rows of the comparison table, so the page answers the criteria a buyer is being handed rather than the ones you would prefer.
The page argues fairly, then the scan referees it
Each page states where the alternative fits better, because a page that always declares you the winner reads as marketing to a buyer and to a system weighing sources. The next scan re-asks the comparison question on all six engines and records whether the answer changed.
What you get on each plan
You get finished head-to-head and alternatives pages, drafted against the rivals engines named in your place. This is what lands, per plan, with the monthly volume read live from the plan configuration.
Track
Free- No drafting, but you get the part nobody else gives
- Every firm each engine named beside or instead of you
- Including rivals you never listed
- All of them scored, not just your watchlist
- Often the moment you find the market you are really in
Fix
$99/mo- Head-to-head and alternatives pages from the monthly budget
- The mix decided by the scan, not by a quota
- Criteria table built from dimensions the engines raised
- FAQ block covering a deciding buyer's objections
- Next weekly scan re-asks the comparison question
Dominate
$499/mo- Head-to-head detail per competitor
- Questions a rival wins outright, and the ones you win
- The engines doing the naming in each case
- Cover the rival named on four engines before the one on one
- Volume that makes a full competitive set realistic in a quarter
Rule
$1999/mo- Portfolio level, where competitive sets overlap
- A person decides which comparisons each brand owns
- A guard refuses to write one brand into another's page
The proof, including the parts that flatter nobody
The strongest evidence we have for this sits in our own managed IT research, and it is about what does not work. Across 15 North American regions we compared what four engines recommended for managed IT against the firms listed in those regions' own Clutch directories, and 139 of 228 directory-listed firms were named by no engine at all.
Being present in a place buyers browse is not the same as being present in a place a machine reads and quotes. A directory row carries a name and a category. A comparison page carries an argument with criteria in it, and only one of those is quotable in an answer.
What we cannot claim: we do not know that a comparison page caused a buyer to switch. The measurable thing is narrower and still useful. The question it targeted gets re-asked on all six engines every scan, and the report shows whether the answer that named a rival started naming you as well.
Read the MSP AI Visibility Report 2026 →A worked example: the table and what it is built from
Below is the core of a page written for a firm that kept losing to a national provider on regulated-industry questions. The brand names are illustrative. The rows are not invented, in the sense that each one came from a criterion an engine stated in its own answer.
Page: Northlake IT vs Vendor A for a regulated 40-seat firm
| Criterion the engines raised | Northlake IT | Vendor A |
|---|---|---|
| Prior SOC 2 Type II work in professional services | Yes, 14 engagements, two named references | Yes, at enterprise scale |
| Named compliance lead on the account | Yes, one per client | Pooled compliance team |
| Minimum contract size | No minimum | Enterprise minimum applies |
| After-hours response commitment | One hour, contractual | Four hours on standard tier |
| Onboarding time to first audit-ready evidence pack | Six weeks | Twelve weeks |
| Better fit when | Under 100 seats, one regulator, needs a named human | Multi-site, multi-regulator, procurement-led buying |
The FAQ pairs that ship with it, marked up and visible
- Q. Is a smaller provider risky for a regulated firm? A. The risk is evidence, not size, and the five artefacts an auditor asks for are the same either way.
- Q. When is Vendor A the better answer? A. Multi-site and multi-regulator, where a pooled compliance team is an advantage rather than a queue.
- Q. What does switching cost? A. Named as weeks and named as artefacts, with the handover list stated.
Notice what the last row does. Stating plainly where the rival wins is the row that makes the other five readable as an assessment instead of a pitch, and it is the row most firms refuse to write.
Notice also what is absent. No adjectives about being trusted or leading, no unsourced claims, nothing a buyer would have to take on faith. Every cell is a fact a prospect could check on a call, which is the same property that makes it safe to quote.
How it actually works
The mechanism, for anyone who wants it. Open a card to read the detail.
The shortlist is assembled once, and it is short
A ranked results page is forgiving. Position eleven still exists, still gets clicks, and can be improved next quarter. A generated answer is not forgiving, because it names three or four firms and stops. Presence is binary, and everyone below the cut receives the same result as everyone who never published anything.
Read the detail
That changes what a comparison page is for. It is not a page that improves a position. It is a page that gives a system a reason to include you in a list it was going to write anyway, on a question where it has already decided the answer format is names.
Which is why the phrasing matters more than the volume. A comparison built for a broad category term competes with every firm in the category and the incumbents own it. A comparison built for a qualified situation, with the headcount and the regulator and the existing software stack in it, competes with almost nobody and matches the question a real buyer asked.
Why a fair page beats a flattering one
A one-sided comparison is easy for a system to detect and cheap for it to skip. Every row favours one side, no limitation appears anywhere, and the page reads as an advertisement. A system assembling an answer it has to stand behind reaches for the source that reads as an assessment.
Read the detail
There is a commercial argument as well as a mechanical one. A page that names the situations where the alternative fits better loses you buyers you were going to lose anyway and wins the trust of the ones who fit. Saying that a rival is the better answer for a 500-seat enterprise is not a concession if you sell to 40-seat firms. It is the sentence that makes the rest of the page believable.
The line to hold is accuracy. Truthful comparison naming competitors is ordinary practice in B2B, and the risk sits entirely in claims you cannot support. Our drafts state facts with a source behind them, frame positioning as positioning, and never invent a weakness, which is also the only version an engine is willing to quote.
The competitor set you declare is not the set AI uses
This one surprises people, and it came out of a customer conversation rather than a whiteboard. A founder lists the rivals they lose deals to. The scan records the rivals engines name in the same breath as them. When those two sets diverge, the divergence is the finding, because the engines are describing how your content positions you and your buyers are receiving the same signal.
Read the detail
A comparison page is the direct correction. Writing the page for the firm an engine keeps pairing you with does two things at once: it puts you into the query stream where that pairing already happens, and it states, in text a machine can read, which situations belong to you and which belong to them.
The alternatives page does the same job from the other direction. A buyer unhappy with an incumbent asks for alternatives by name, arrives frustrated and ready to move, and the incumbent is never going to write that page about you. It is also durable, because a page tied to a named rival and a specific switching trigger faces far less competition than a category term and holds its position as long as the comparison stays accurate.
What it costs
Prices and monthly draft volumes below read from the live plan configuration, so this page cannot drift from what your account gets.
| Plan | Price | Questions | Scans |
|---|---|---|---|
| Track | Free | 5 | 1/mo |
| Fix | $99/mo | 10 | 4/mo |
| Dominate | $499/mo | 25 | 4/mo |
Rule is portfolio level and sales-assisted, and it is the right conversation when competitive sets overlap across brands.
See where you stand first
Run a free scan and find out which of these gaps you actually have.
Get your free auditFrequently asked questions
Which competitors do the pages target?
The ones engines name beside you, ranked by how many engines name them across your buying questions. That set often includes firms you never listed, and it is the set your buyers are being shown.
Should a comparison page name competitors?
Yes, accurately and fairly. A balanced page that helps a buyer decide is both more citable and more persuasive than a page that always declares you the winner, which a system weighing sources treats as an advertisement.
Can I get in legal trouble for naming a competitor?
Truthful, verifiable comparison is lawful and ordinary in B2B. The line to respect is accuracy: state facts you can support, frame positioning as positioning, and never invent a weakness. Our drafts hold that line, which is also what makes them quotable.
What if I am honestly not the best choice for some buyers?
Say so on the page, and be specific about when. That row is what makes the rest of the table readable as an assessment, and it loses you buyers you were going to lose anyway while winning the trust of the ones who fit.
Should a small firm compare itself to the market leader?
That is where the leverage sits. Buyers ask for alternatives to the leader constantly, the leader will never write that page about you, and a specific alternatives page puts you inside a query stream you could not win head-on.
Do these pages carry schema?
Yes. Each one ships with an FAQ block marked up and rendered, covering the objections a deciding buyer raises, which is where much of the long-tail decision traffic lands.
Sources and further reading
- G2 2026 AI Search Insight Report: 51% of B2B software buyers begin research on an AI chatbot more often than Google; 69% chose a different vendor than planned based on AI guidance.
- Forrester B2B Buying Study 2026: 94% of B2B buyers use AI in the buying process; 2x now cite AI as a top information source.
- SE Ranking, structured data in AI answers (via Search Engine Land): 71% of pages ChatGPT cites include structured data; 65% for Google AI Mode.
Related solutions