This is a sample Gap Audit for a fictional company, Brightwater Systems, which sells medical device quality management software in Ireland. It follows the structure of a real Audit: a 10-minute executive summary, the evidence, and what to do. Every company and number is invented; the changes in AI marked “Sourced” are real.
Part 1 · Executive summary · a 10-minute read · Gap Audit · Brightwater Systems · Ireland · October 2026
Brightwater Systems is 41 points behind Veltrix when Irish buyers ask AI who to consider.
Winning in AI search is not a climb to 100%. It is a contest against the companies your buyers compare you with: being put forward to people who have never heard of you, and being described well to those who have.
The Gap
41
points behind Veltrix
Buyers who don't know you
19%
put Brightwater Systems on the list · Veltrix 60%
The people who sign off
4%
CFO and CEO · Veltrix 60%
Buyers who know the name
11 of 15
told about the right company
Winning new business
“When buyers who don't know us ask for options, are we on the list?”
Rarely. Brightwater Systems is put forward in 19% of answers; Veltrix in 60%. With the finance leaders who approve the budget, Brightwater Systems appears in about 4 answers in 100.
Protecting business in motion
“When buyers who already know us ask about us, what are they told?”
Mostly the right story. AI describes Brightwater Systems correctly in 11 of 15 answers, but confuses it with a water-treatment business in the rest, and picks Veltrix in 11 of 15 head-to-head comparisons.
Where Brightwater Systems is strong
With the Head of Quality and the IT and validation lead, Brightwater Systems appears in about 1 answer in 3.
AI credits it ahead of Veltrix for small quality teams.
Gemini and Perplexity read and quote its website directly.
Where Brightwater Systems is exposed
The CFO, CEO and procurement almost never hear its name.
On ChatGPT and Claude, Veltrix is named five to seven times as often.
Two AI-native newcomers are already level with or ahead of Brightwater Systems.
Why it is happening
None of this is a product problem, and none of it needs a rebrand. Three quarters of the Gap comes from two causes: AI choosing a competitor that answers the buyer's question more directly, and finding more independent proof for Veltrix. Both can be fixed with work Brightwater Systems already knows how to do.
What the Gap is costing
For every 100 Irish buyers who start with AI, about 60 hear about Veltrix and about 19 hear about Brightwater Systems.
A buyer who never sees your name in AI arrives at the sales conversation leaning towards someone else, if they arrive at all. Nothing in the CRM records it, so the cost has to be estimated. Using Brightwater Systems's own figures, agreed at the closing workshop:
Illustrative business-impact model (assumptions agreed with the client)
Average first-year deal value
€85,000
Win rate once on the shortlist
25%
Extra buyers who see Brightwater Systems for each 10 points of Gap closed, per 100 AI-led buyers
10
Pipeline value of closing 10 points, per 100 AI-led buyers
€212,500
A planning estimate, not a forecast: it assumes buyers who see Brightwater Systems convert at its normal rate. Its purpose is to size the decision, and each Gap Pulse tests it against the pipeline Brightwater Systems actually sees.
The board question
Closing half the Gap in 12 months would put Brightwater Systems in front of about 20 more of every 100 buyers who start with AI. At Brightwater Systems's own conversion, that is the commercial case for the plan in Part 3.
The ground moves every month
What changed in AI, and what it means for Brightwater Systems
AI assistants change where they look and what they trust without notice. Every Audit and Pulse records the changes that could affect the numbers, so a movement is never misread as success or failure.
Sourced
ChatGPT cut how often it cites Reddit
Reddit's share of ChatGPT Search citations fell from 3.83% to 0.52% between late July and mid-August 2026, in two steps on 8 and 14 August, according to provisional tracking data reported by Relevant Audience on 20 August 2026.
What it means for Brightwater Systems: Brightwater's community presence is small, so the direct effect is limited; Veltrix's forum mentions now count for less on ChatGPT, which narrows one of its advantages.
Sourced
Adding schema did not raise AI citations
Ahrefs tracked 1,885 pages that added structured data against matched controls and found no meaningful uplift in citations on Google AI Mode or ChatGPT over 30 days (Ahrefs, 11 May 2026).
What it means for Brightwater Systems: Brightwater's web agency has proposed a schema retainer. We recommend a one-off fix instead, re-checked each quarter.
Illustrative
A platform changed its model mid-measurement
One platform moved to a newer model between runs 2 and 3. Answers became shorter and named fewer companies, lowering every vendor's figure on that platform.
What it means for Brightwater Systems: Recorded on every answer and adjusted for, so the change is not mistaken for movement caused by Brightwater or its competitors.
Illustrative
Two AI-native newcomers entered the shortlist
Qualia AI and Auditly, neither on Brightwater's competitor list, are already named in 23% and 14% of answers, mainly through comparison guides they publish themselves.
What it means for Brightwater Systems: Added to the tracked set, so each Gap Pulse shows whether they are taking ground.
Sources: “Reddit's ChatGPT citation share fell 86 percent and nobody can explain the timing”, Antonio Fernandez, Relevant Audience, 20 August 2026. “We Tracked 1,885 Pages Adding Schema. AI Citations Barely Moved.”, Louise Linehan, Ahrefs, 11 May 2026.
What we recommend
Four moves, in order, and one thing not to spend money on.
Settle who Brightwater Systems is, everywhere · first month One agreed description, used word for word on the website, LinkedIn and every directory, and the LinkedIn industry corrected. The quickest way to stop AI confusing Brightwater Systems with another business.
Answer the finance buyer's questions · months 2–3 Clear public pages on cost, return and payback, and on EU MDR readiness, so AI has something to say when the CFO asks.
Be present where AI looks · months 1–9 Reviews from the mid-sized device makers Brightwater Systems serves best, honest comparison pages, and a place in the comparison articles AI cites. This is where most of the Gap sits.
Measure the same way every quarter · ongoing A Gap Pulse each quarter, so every change can be traced to the work and new competitors are seen early.
What not to spend money on
A retainer for structured data (“schema”). It is one-off housekeeping for the web partner, measured in days and re-checked each quarter. Independent research found adding it made no meaningful difference to how often AI cited pages.
What we ask of the board
Name one owner for the programme, with the CEO as sponsor.
Approve the first quarter. Moves 1 and 2 are internal time, not new spend.
Judge it on evidence: what AI actually tells buyers each quarter, not activity.
Part 2 · The evidence · Where you stand
The Gap and the peer group
Visibility on its own says nothing about whether you are winning. 19% sounds poor until you know the leader's figure. The Gap shows how far behind the company your buyers compare you with you start, and it is the one figure that tells the board whether the investment is working.
Share of 900 core answers naming each company · 47 companies named in total, top 10 shown · margin of error about ±3 points
1VeltrixDirect peer60%
2QuorraDirect peer49%
3MeditraceDirect peer41%
4Halden QMSEnterprise suite33%
5CirrionDirect peer27%
6Qualia AIAI-native newcomer23%
7Brightwater Systems youYou19%
8ArcwellEnterprise suite17%
9AuditlyAI-native newcomer14%
10NorvaleOther category11%
Who you are really competing with
58% of AI's recommendations went to direct peers, 21% to enterprise quality suites built for global manufacturers, 13% to AI-native newcomers and 8% to other categories. When AI frames Brightwater Systems beside an enterprise suite, buyers judge it on scale, where a specialist loses, rather than on speed to validate, where it wins.
Where you stand
Platform by platform: the Gap is widest on ChatGPT and Claude.
Different buyers use different assistants, and each chooses its sources differently. The pattern shows which kind of evidence is missing: Brightwater Systems's website is read by assistants that search the live web, but the reviews and comparisons that ChatGPT and Claude weigh mention Veltrix far more.
Platform
Brightwater Systems
Veltrix
Gap
What the pattern says
ChatGPT
12%
71%
59
Widest Gap; weighs reviews and comparison articles
Claude
9%
66%
57
Rarely names Brightwater; common with enterprise buyers
Google AI Mode
22%
57%
35
Reads brightwater.ie, but comparison pages favour Veltrix
Gemini
26%
54%
28
Quotes Brightwater's own website directly
Perplexity
27%
52%
25
Narrowest Gap; cites recent articles and the website
Each platform is pinned to the model version most buyers get, recorded on every answer.
Where you stand
The buying committee: visible to the people who use the product, invisible to the people who sign off.
These six personas were defined with Brightwater Systems's team and weighted by how often each one decides or sponsors deals in the CRM, so the Gap is read where the revenue is.
Persona
Deal weight
Brightwater Systems
Veltrix
Gap
Head of Quality and Regulatory Functional owner
30%
31%
55%
24
CFO Economic buyer
20%
3%
58%
55
CEO / Managing Director Economic buyer
15%
5%
62%
57
Operations Director Functional owner
15%
24%
57%
33
IT and Validation Lead Technical evaluator
10%
34%
61%
27
Procurement Risk and procurement
10%
7%
71%
64
Each persona rests on 150 answers, so its margin of error is about ±7 points.
Where you stand
Buying criteria: AI doesn't yet credit Brightwater Systems with most of its real strengths.
Before a buyer meets a salesperson, AI has already told them what to look for and who is good at it. For every question touching each criterion, this shows how often AI credited each company.
Criterion
Brightwater Systems
Veltrix
Head to head
ISO 13485 document control
34%
61%
Both named in 9 of 30; Veltrix alone in 12
Validation effort (21 CFR Part 11, Annex 11)
41%
52%
Brightwater's real strength, close to level
EU MDR readiness
12%
58%
Brightwater rarely credited, despite its MDR module
CAPA and complaints workflow
22%
49%
Credited mainly on Gemini and Perplexity
Total cost of ownership
4%
46%
Almost never credited; no public pricing or ROI pages
Fit for small quality teams
38%
29%
Brightwater ahead: its clearest advantage in AI's eyes
Why
Why answers are lost: three quarters of the Gap comes from two causes.
“Low visibility” is a symptom. Every answer that left Brightwater Systems out was traced to the point where it dropped out, because each cause has a different fix and a different owner.
AI found you, but chose someone else
40% of the Gap
Comparison pages, category language and finance-buyer questions answered by competitors, not by Brightwater.
Usual owner: Marketing lead
AI knew you, but found less proof
35% of the Gap
Veltrix has four times the reviews and appears in 7 of the 10 comparison articles AI cites most; Brightwater appears in 2.
Usual owner: Communications, sales and customer success
AI confused you with another business
15% of the Gap
Brightwater is confused with a water-treatment company of a similar name, and its LinkedIn record lists the wrong industry.
Usual owner: Marketing, with whoever manages listings
AI never found you
10% of the Gap
Two product pages render their text with JavaScript, and one AI crawler is blocked at the firewall.
Usual owner: Website or digital lead
Why
The sources AI trusts: 70% of citations come from websites neither you nor your competitors own.
AI does not invent its recommendations; it repeats the sources it trusts. 1,640 citations from 312 websites were read and classified.
Source type
Owner
Share of citations
Of the 10 most-cited of this type
Comparison and “best of” articles
Independent
29%
2 of 10 name Brightwater Systems; 7 of 10 name Veltrix
Review platforms
Independent
18%
3 of 10 name Brightwater Systems; 9 of 10 name Veltrix
Competitors' own websites
Competitor
21%
—
brightwater.ie
Own site
9%
—
Trade press and associations
Independent
12%
1 of 10 name Brightwater Systems; 4 of 10 name Veltrix
Directories and databases
Independent
11%
2 of 10 name Brightwater Systems; 5 of 10 name Veltrix
The commercial read
Brightwater Systems has a review profile on one platform with 11 reviews; Veltrix has 46 across three. The comparison articles that shape most answers name Veltrix in 7 of 10 cases and Brightwater Systems in 2. That is where most of the Gap sits.
Why
AMBER When buyers know your name: right company in 11 of 15 answers.
Referrals, event leads and renewals all check Brightwater Systems in AI before they call. These questions name Brightwater Systems, so they never count in the Gap; they show whether it is believed once it is known.
“What is Brightwater Systems?” right company11 of 15
Confused withA water-treatment company of a similar name
With a category hint, right company15 of 15
Head to head with Veltrix, Brightwater Systems recommended4 of 15
Tone when correctly describedPositive or neutral in 96%
What is missing: outcomes. AI almost never describes Brightwater Systems in the language senior buyers use (time to validate, audit findings avoided, cost per site). It describes Veltrix in those terms in a third of its mentions.
Your own assets · scanned October 2026
Can AI read your website, and does every channel tell the same story?
These are hygiene checks: a one-off job for the web partner, re-checked each quarter. None gets a company recommended on its own, but each failure is a cheap risk to remove.
Check
Brightwater Systems
Veltrix
Quorra
AI crawlers allowed (robots.txt and firewall)
Partly: one blocked at the firewall
Yes
Yes
Words visible without JavaScript
No on 2 product pages
Yes
Yes
Organisation markup with profile links
Yes, 3 profiles linked
Yes
Partly
One consistent company description
No: 3 versions
Yes
Partly
Pages answering finance-buyer questions
None
4 pages
2 pages
Owned channels: 3 of 8 facts consistent
AI checks what a company says about itself in several places. Where those places disagree, AI hedges, and a hedged answer rarely makes a shortlist.
What the company doesPartly consistent
Who it is forInconsistent
Industry classification (LinkedIn)Inconsistent
Headquarters and marketsConsistent
Products listedPartly consistent
Founding yearConsistent
Customer proofPartly consistent
Leadership namesConsistent
Part 3 · What to do
The Action Register: what to fix, in order, by whom.
Every action is tied to the cause it fixes and its share of the Gap, so effort goes where the return is. Owners and timings are agreed with Brightwater Systems at the closing workshop, and every Gap Pulse reports each action's status against the measure it should move.
#
What needs fixing
Cause · share
Owner
Effort
Done when
Measured by
Timing
1
Publish one agreed description of Brightwater, word for word on the website, LinkedIn and every directory; correct the LinkedIn industry
Confused · 15%
Marketing
Days
8 of 8 profiles match the website
“What is Brightwater Systems?” answered correctly
Month 1
2
Fix the two JavaScript-rendered product pages and the firewall rule blocking one AI crawler
Never found · 10%
Web partner
Days
All pages readable without JavaScript; crawler allowed
Live-web platforms cite product pages
Month 1
3
Publish pages on cost, return and payback, and an EU MDR readiness page, written for the CFO and the Head of Quality
Chose someone else · 20%
Marketing with sales
Weeks
Pages live and cited by AI
Visibility with the CFO and CEO
Months 2–3
4
Publish honest comparison pages: Brightwater against Veltrix, Quorra and enterprise suites
Chose someone else · 20%
Marketing
Weeks
Three comparison pages live
Head to head with Veltrix
Months 2–4
5
Run a review programme with mid-sized device makers, the customers Brightwater serves best
Less proof · 20%
Customer success
Months
40 new reviews across two platforms
Share of answers citing review sites
Months 1–6
6
Earn a place in the comparison and “best of” articles AI cites most
Finance-buyer and MDR pages; review programme starts.
Months 4–6
Corroborate
Comparison pages; first placements in the articles AI cites.
Months 7–12
Compound
Steady reviews; ChatGPT and Claude catch up.
What success looks like: targets agreed at the closing workshop, re-measured every quarter
Measure
Today
In 6 months
In 12 months
The Gap to Veltrix
41 points
under 30
under 20
Visibility with buyers who don't know Brightwater
19%
30%
40%
CFO and CEO who see Brightwater on the list
4 in 100
1 in 10
1 in 5
“What is Brightwater Systems?” answered correctly
11 of 15
14 of 15
15 of 15
Head to head with Veltrix, Brightwater recommended
4 of 15
6 of 15
8 of 15
Live-web platforms (Gemini, Perplexity, Google AI Mode) can show change within weeks; training-led platforms (ChatGPT, Claude) typically catch up over several months. Expect early proof in the first quarter and the larger shifts after that.
Appendix · Method and engagement
How this Audit was measured
Engagement: seven days, fixed fee. A persona and question session with Brightwater Systems's team, using the CRM to choose and weight the buying committee; three measurement runs; analysis and diagnosis; this report; a one-day closing workshop to agree owners, order and targets.
Questions that don't name Brightwater Systems (the Gap): 6 personas × 10 questions (4 shortlist, 3 evaluate, 3 decide), written from the category alone: never the company's name, a vendor, its website wording or a country.
Questions that do: 2 per persona plus 3 identity checks, reported separately and never counted in the Gap.
Platforms and market: ChatGPT, Gemini, Perplexity, Claude and Google AI Mode, each with its own web search on, searching from Ireland. Each question asked as a first-time buyer would ask it: no login, no history. Three runs, on days 1, 4 and 8: 900 core answers. Visibility is the share naming the company (±3 points); the Gap is the leading direct peer's visibility minus Brightwater Systems's.
Sample with fictional data throughout, except the changes in AI marked “Sourced”. In a real Audit, every figure opens the answers behind it in an evidence browser, downloadable for the project team.
Where would your Gap Audit start?
With a Gap Check report: send your website and the market you want measured, and we send it, at no charge and with no meeting.
Sample Gap Audit · fictional company