Measure your AI visibility

AI already has an opinion about you.

MentionHub measures what ChatGPT says about you every day, against your competitors, and explains why the numbers move. Then: one action a week with measurable impact. Every number clicks through to the AI's actual answer.

This is the product
01Measurement

What AI says about you, by category, competitor, demographic and language. Every day.

02Action list

This week's priority actions to improve your answers, with the copy already written.

Every account starts the same way: Free for 14 days. Full access. No card.

Trend · action → effect · ChatGPTLive
From a real measurement · BV House, Marbella · Aug 2026 · shaded band = 95% CI
17,995

AI answers analysed · last 30 days

1,684

source domains mapped

195

buyer questions measured three times a day

95,000+

brand assessments in total

02 · Why now

The shift isn't coming. It has already happened.

41%

of Swedes use AI, and the curve is climbing steeply.

76%

of 15–25-year-olds. Tomorrow's buyers.

1 in 5

ask AI instead of googling.

Swedish Internet Foundation · “Svenskarna och internet 2025”

And you won't see it in Google Analytics. AI leaves no trace until the deal is done.

If you're not in the answer, you're not in the running.

03 · How it works

Measure. See what you can win. Act.

The buyer journey we step into

  1. The question

    The buyer asks: “Which one should I choose?”

  2. The answer

    AI answers with a shortlist of 3–4 names.

    1. Competitor A
    2. Competitor B
    3. Competitor C
  3. The decision

    The buyer moves forward with the names in the answer. The rest don't exist.

Bokanova · Visibility in ChatGPTLive
Step 1 · Seen
Visibility
Are we seen at all?
62%
▲ +6.2 pp
CI 55–69 · n = 214
MedFlow71
★ Bokanova62
Klinira38
Step 2 · Heard
Share of voice
How is the conversation split?
34%
± 1.9 pp
CI 29–39 · n = 214
MedFlow46
★ Bokanova34
Klinira12
Step 3 · Likedthin data
Sentiment
How are we described?
78%
not significant yet
CI 61–89 · n = 23
Grey = too little data for a conclusion. We don't colour anything we can't defend.
Step 4 · Chosen
Favourite
Who gets recommended?
19%
▲ +4.1 pp
CI 14–25 · n = 156
MedFlow41
★ Bokanova19
Klinira9
Today 06:12 · 40 questions · 3 languages · 214 AI answers
03.1 · Measure

Measure.

Real buyer questions by category, in the language of every market you sell in. Confidence intervals and sample sizes on every number, so you see the trend rather than the daily noise. 5 competitors included; new players are flagged automatically.

By audience · Grounded vs the model's memory

03.2 · Winnable or walled off

See what you can win.

We separate what's winnable from what's walled off, before any money is spent.

Winnable

Web sources can be challenged, and the effect shows up in next week's measurement.

Memory · walled off

If a competitor is lodged in the model's memory, no campaign will help. We'll tell you before the money is spent.

The difference between a plan and a guess.

This week's list · BokanovaTracking
Done last week
✓
FAQ page “Price & value” published
→ +6 pp visibility
✓
Schema markup on the product pages
→ now being cited
To do
Create a “Best options in the category” pagecopy ready
New FAQ where you're invisiblecopy ready
Optimise your Google Business Profilepriority 3
03.3 · Act

Act.

No report to decipher, just tasks to tick off. Ready-made copy: publish, don't produce. Every tick is followed up in the next measurement.

“The copy was ready in the list. We published it the same afternoon.”
Head of Marketing, B2B platform
Evidence box: read the AI's actual answersAttribution: why the numbers moved8 measurement languages · audience personas
Built to be scrutinised
Systematic sampling

The same questions every day, in several variants and modes. Not a screenshot from someone's own ChatGPT.

Statistics before story

Two-sided significance tests (95%) and sample-size thresholds on every comparison. Grey means “don't know yet”, never a guess.

Traceable to the source

Every percentage opens up: the actual answers, the date, the model and the sources the AI cited.

Paste in your web address and get your first numbers within an hour. No pixel, no script, nothing to install.

See where you stand for free
04 · Influence · add-on

Change ChatGPT’s mind.

The measurement shows where you stand. Influence moves you up: we analyse the sources that shape AI's picture of your category and give you one action a week chosen for the biggest estimated impact, with ready-made copy and tracking that shows when the page starts being cited. One thing a week, in the right order, until you're ahead.

See an example of a weekly action inside the free trial.

€590 to get started (excl. VAT), one category included · +€99 per extra category, language or audience · One action a week until you're ahead.
Case · ATTEX · attention data, B2B
+25.9 pp
visibility in the most important category, in two weeks

Alongside it, +25 pp in favourite share: first choice ahead of the biggest competitor · significant (95% CI) · Aug 2026

“Two weeks later, AI was naming us ahead of our biggest competitor.”
Head of Growth, attention data
05 · The risk

What does it cost to be left out of the answer?

“Best supplier?”

Competitor30%
You0% · not mentioned

“Which platform should we choose?”

Competitor55%
You7%

From real measurements · Aug 2026

Run the numbers on your own business
Your business · dashboard
€m
€10m€500m
≈ €2.5m

of your business is decided in AI answers this year

−€500k/year

if you're wrong, or invisible, in one question in five

Illustrative

Assumptions: ~5% of buying journeys go through AI · a wrong answer in one question in five. Check these against your own data in your first measurement.

Invisibility isn't neutral. AI always recommends someone, and right now it isn't you.

06 · From real measurements

Two brands, one method, measured impact.

Real customers, real numbers, straight from the platform's measurements · Aug 2026

Case 01 · BV House · members' club, MarbellaBV House
01
Challenge

A newly opened club in a field of established hotels. AI had already picked its favourites when buyers asked about Marbella.

02
What we found

Mentioned in 1 in 20 category answers despite a positive tone. Not a reputation problem but a source problem: AI had no pages to cite.

03
Outcome

6.3 → 24.3% visibility in three weeks, level with Nobu and Marbella Club. The curve at the top of this page is that very measurement.

★ BV House, visibilityNobu Hotel MarbellaMarbella Club HotelHotel Claude Marbella
0%10%19%29%39%08-1708-1908-2108-2308-2508-2708-2908-3109-022026-08-17 · 6%2026-08-18 · 3%2026-08-19 · 23%2026-08-20 · 15%2026-08-21 · 25%2026-08-22 · 21%2026-08-23 · 21%2026-08-24 · 23%2026-08-25 · 23%2026-08-26 · 23%2026-08-27 · 27%2026-08-28 · 23%2026-08-29 · 23%2026-08-30 · 25%2026-08-31 · 24%2026-09-01 · 24%2026-09-02 · 20%1
Measured in MentionHub · 17–31 Aug 2026 · visibility in category questions
Case 02 · ATTEX · attention data, B2BATTEX
01
Challenge

A challenger in a B2B category where AI consistently put the biggest competitor first.

02
What we found

Visibility lagged far behind, and the attribution pinpointed exactly which sources were steering AI's answers in the category.

03
Outcome

+25.9 pp visibility in the most important category, in two weeks. Alongside it, +25 pp in favourite share: AI now names ATTEX as its first choice, ahead of the biggest competitor.

★ ATTEX, visibility
0%14%27%41%54%08-0908-1208-1508-1808-2108-2408-2708-3009-022026-08-09 · 0%: measured, not mentioned2026-08-10 · 0%: measured, not mentioned2026-08-11 · 0%: measured, not mentioned2026-08-12 · 0%: measured, not mentioned2026-08-13 · 0%: measured, not mentioned2026-08-14 · 0%: measured, not mentioned2026-08-15 · 0%: measured, not mentioned2026-08-16 · 0%: measured, not mentioned2026-08-17 · 0%: measured, not mentioned2026-08-18 · 0%: measured, not mentioned2026-08-19 · 0%: measured, not mentioned2026-08-20 · 25%2026-08-21 · 25%2026-08-22 · 50%2026-08-23 · 25%2026-08-24 · 0%: measured, not mentioned2026-08-25 · 50%2026-08-26 · 0%: measured, not mentioned2026-08-27 · 50%2026-08-28 · 25%2026-08-29 · 0%: measured, not mentioned2026-08-30 · 0%: measured, not mentioned2026-08-31 · 0%: measured, not mentioned2026-09-01 · 0%: measured, not mentioned2026-09-02 · 0%: measured, not mentioned1
Measured in MentionHub · significant (95% CI) · Aug 2026
“The measurement showed it was a source problem, not a reputation problem. That changed the whole plan.”
Founder, members' club in Marbella
07 · For agencies

The report your clients actually open.

Other tools stop at a PDF. MentionHub gives you a live report link in your agency's brand that needs no sign-in, is always up to date and lets every number click through to the AI answers. The client opens it, gets it and asks what you plan to do about it. That's next month's retainer.

  • Your logo, your colours. MentionHub stays invisible.
  • Send a link, not an attachment.
  • Evidence instead of claims: the client reads the AI answers for themselves.
  • Agency terms and volume pricing are agreed in a meeting. Book 20 minutes.

Or try it free on your own brand first. That's usually enough.

N
Nordvik & Co
AI visibility · March
71%
▲ +9.4 pp since February
Visibility · CI 64–77 · n = 212
★ Client
Competitor A
Competitor B
Shared link · no sign-in
08 · Pricing

Start free. Pay when it's for real.

Every account starts the same way: Free for 14 days. Full access. No card.
Your track
Brand
€99/ month per brand

20 questions and 5 competitors included

  • Daily measurement in ChatGPT
  • Four metrics at 95% confidence, ready for the monthly report
  • 5 competitors included, more at €19/month each · new players flagged automatically
  • Categories & audience personas
  • Evidence box & data chat
  • All 8 measurement languages
  • “What moved, and why” every week
  • Invite your team, or your agency
Agency
Price on request

We agree volume, white label and terms together. 20 minutes is all it takes.

  • Everything in Brand
  • White-label report link, no sign-in
  • Multiple users & client folders
Influence · add-on€590 to get started (excl. VAT), one category included · +€99 per extra category, language or audience · One action a week until you're ahead.

Billed monthly, cancel any time. Annual billing: pay for ten months. Prices excl. VAT.

09 · FAQ

Fair objections, honest answers.

ChatGPT gives a different answer every time. Can that really be measured?
Yes, by measuring like a statistician. Every question is asked many times, every day, and reported with 95% confidence intervals. Too little data? Then we say so: a grey number, not a guess.
Which AI engines do you measure?
ChatGPT today, the engine where most customer questions are asked. The platform is built for more, and new engines plug in without your measurement having to start over. And we never claim more than the data can support.
Do I need to give card details to try it?
No. 14 days, full access, no card. When the free trial ends, the measurement simply pauses. Nothing is charged automatically.
I'm a CMO. How do I take this forward internally?
Start the trial yourself: five minutes, no card. Let the first week's measurement make the case in your marketing report, with your share of AI answers against your competitors and the evidence one click away. Then invite your team or agency.
We're an agency. Can our client see the report without signing in?
Yes. You send a link in your agency's brand. The client opens it without an account, clicks any number and reads the AI answers behind it. Most tools stop at a PDF. We don't.
What happens to our data if we don't upgrade?
The measurement pauses and your history is kept for 90 days. Activate within that time and the charts pick up where they left off. Want to leave? Export everything. The data is yours, not ours.

The latest measurement ran 11 minutes ago

If you don't show up in the answer, you're not in the running.

Measure. See what you can win. Act.

In an hour, you'll know where you stand.

See where you stand for free

Every account starts the same way: Free for 14 days · Full access · No card · Ready in 3 minutes

Agency? Book 20 minutes →Forward this to your agency or team →
See where you stand for free