How Nenn works, week after week

5 steps · every week · 3 AI engines

Nenn asks ChatGPT, Perplexity and Google AI Overviews what your customers ask. It shows who gets named, drafts the fix, and you approve it.

Card needed. Cancel before day 7 and nothing is charged.

Visibility

Thornbury Roofing · 3 AI engines · Manchester, United Kingdom · Last 7 days

Questions by topic
QuestionAI enginesMentioned
Roof repair7 questions52.4%
Best roofer in Manchester for a leaking roof?English · Manchester66.7%
Who does emergency roof repairs at the weekend?English · Manchester0.0%
Which roofing company in Manchester has good reviews?English · Manchester66.7%
How long does a flat roof repair take?English · Manchester66.7%

Mentioned in

52.4%+9.5%

Position

#2
  1. Northgate Roofers61.9%+4.8%
  2. Thornbury Roofing52.4%+9.5%
  3. Copperline Roofing38.1%-9.5%
  4. Redbrook Roof Care33.3%+4.7%
  5. Millstone Roofs19.0%-4.8%

How does Nenn work?

Every week Nenn asks ChatGPT, Perplexity and Google AI your customers' questions. It shows who got named, drafts the fix, and you approve it.

Read the loop in plain words

Nenn reads your website and writes the questions your customers type into AI before they buy.

Every week it asks those questions again. Per question and per AI engine, it shows if your company is named, who is named instead and which websites the AI used.

Then it gives you a short to-do list and writes the pages and fixes.

You approve them and copy them into your site. On Growth and up, Nenn can publish them for you.

What does Nenn do for you every week?

  1. Ask AI.

    Every week we ask ChatGPT, Perplexity and Google AI Overviews what your customers ask.

  2. Spot the gap.

    AI named three others. Not you. Now you know where.

  3. Draft the fix.

    Nenn writes the page, the FAQ or the fact fix from real AI answers.

  4. Approve.

    You read it and press Approve. Nothing goes live without you.

  5. Publish.

    Nenn can publish it for you, or you copy it into your site and tools.

  6. Relax.

    Nenn tracks before and after. You run your business.

Who does what in each step?

Nenn does the asking, the reading and the writing. You pick the questions, approve the drafts and decide what goes live.

The weekly loop: what Nenn does and what you do in each of the 5 steps
StepWhat Nenn doesWhat you do
1. AskWrites your customers' questions and asks 3 AI engines every week.Add or remove questions and pick your market.
2. CompareRanks the companies AI names and lists the sites it read.See where you are missing and who is named instead.
3. FixLists tasks with the biggest gap first and writes the drafts.Pick a task and check the claims Nenn marks.
4. PublishPublishes on Growth and up, never without your Approve.Press Approve, or copy the text into your site.
5. MeasureAsks the same questions again and shows the change per task.Read the weekly e-mail and pick the next task.

Step 1: Which questions does Nenn ask AI?

The questions your customers type into AI before they buy. Nenn writes them from your website, and you can add or remove any of them.

Your website

Read thornbury-roofing.example · 14 pages · 20 questions written

Is this you?

Nenn read thornbury-roofing.example. Fix anything that is off, you can change it later.

Company nameDetected
TThornbury Roofing
Where we ask AIDetected
United KingdomManchesterCity

AI answers differ by country. We ask like a customer from here.

Language of the questionsDetected
EnglishLanguage
CategoryDetected
Roofing company
Looks right, start my first checkBack

What Nenn reads

  • 14 pages of thornbury-roofing.example
  • Company name and category
  • Country, city and language
  • You fix anything that is off

Your market

Where do we ask AI?

The country AI answers from, not your office. Answers differ by country.

Where do your customers come from?
  • My cityQuestions name your city
  • Whole countryQuestions name the country
  • Online, no placeQuestions name no place
AI always answers from the country below.Nenn saw on your site: an address in Manchester
Country
United Kingdom
City or district
Manchester
Continue
Back

Where AI is asked

  • Local: Manchester, United Kingdom
  • Found from an address in Manchester
  • Answers in English, like a local customer
  • Change it to whole country or online

Your questions

Your question set is ready

20 questions in 4 topics, from 3 kinds of customers, asked like a customer in Manchester.

  • Who does emergency roof repairs at the weekend in Manchester?Non-brandedActNeeds help now
  • Best roofer in Manchester for a leaking roof?Non-brandedCompareComparing providers
  • How long does a flat roof repair take?Non-brandedLearnPlanning a job
  • Is Thornbury Roofing good for old houses?BrandedCompareChecking a name
Review coverageStart first check
Back

What Nenn writes

  • 20 questions in 4 topics
  • 3 kinds of buyer, like “Needs help now”
  • Questions with your name are marked
  • Add or remove any question

Invented companies in the Nenn app.

How the AI visibility check works

How many questions, and what counts as named

Start tracks 30 questions, Growth 100 and Pro 250. Each question goes to ChatGPT, Perplexity and Google AI Overviews.

Per question and engine you see one state: named, partly named, not named or no data.

If Google shows no AI Overview for a question, it counts as not named. If Google is paused for a moment, that answer is not counted.

The first answers show while you sign up. The rest arrive a few minutes later, and one e-mail says when all are ready.

Step 2: How do you see who AI names instead of you?

Nenn ranks the companies AI names for your questions and lists the websites it read. You see your place next to each rival.

Who is named

Visibility

Mentioned in0%-
Position#6 of 6

Question: Who does emergency roof repairs at the weekend?

BrandMentioned in
  1. 1.Northgate Roofers67%named by ChatGPTnamed by Perplexitynamed by Google AI Overviews
  2. 2.Copperline Roofing44%named by ChatGPTnot named by Perplexitynamed by Google AI Overviews
  3. 3.Redbrook Roof Care33%not named by ChatGPTnamed by Perplexitynot named by Google AI Overviews
  4. 4.Ashgrove Roofing22%not named by ChatGPTnot named by Perplexitynamed by Google AI Overviews
  5. 5.Millstone Roofs11%named by ChatGPTnot named by Perplexitynot named by Google AI Overviews
  6. 6.Thornbury RoofingOwned0%not named by ChatGPTnot named by Perplexitynot named by Google AI Overviews
AI names Northgate Roofers, Copperline Roofing, Redbrook Roof Care, Ashgrove Roofing, Millstone Roofs before Thornbury Roofing. Thornbury Roofing is mentioned in 0% of answers, position 6 of 6.

Which sites AI read

Sources

22 cited domains · 3 engines · Last 7 days

Citation share0.0%
Own citations0
Cited domains22
Your rank-of 22
#DomainCitationsEngines
  1. 1.northgate-roofers.example21
  2. 2.roof-finder.example18
  3. 3.local-reviews.example15
  4. 4.copperline-roofing.example12
  5. 5.city-news.example8
  6. 6.home-forum.example7
  7. 7.redbrook-roofcare.example5
  8. -thornbury-roofing.example0Not cited
AI cited 22 websites in the last 7 days. Top sources: northgate-roofers.example, roof-finder.example, local-reviews.example. thornbury-roofing.example was not cited.

Invented companies in the Nenn app.

See AI competitor analysis

What Nenn counts, and what it leaves out

Directories, review sites and media are not counted as competitors. They show up in the sources list instead.

A heat map shows which topic each rival wins, so you know where to start.

The sources list shows each site's share of all citations, your own cited pages and your rank among cited sites.

Why does ChatGPT recommend my competitor?

Step 3: What does Nenn give you to fix?

A short to-do list with the biggest gap first. Nenn can turn each task into a draft it writes for you.

  • Fix how AI reads your site

    Let AI crawlers in, load text without JavaScript, add titles and schema.

    Website checks in the Nenn app: AI access, text without JavaScript, structure and impact per check
  • Improve your own pages

    Answer each customer question on your site, in a format AI can quote.

    Draft score in the Nenn app with 9 checks for a page that AI can quote
  • Get mentioned elsewhere

    Nenn drafts a short note to a site owner. You send it. Nenn never contacts anybody.

  • Fix wrong claims AI makes

    When AI says a wrong fact about you, Nenn shows where it comes from and drafts the fix.

Demo account

Four Nenn suggestions: answer the custom cake questions, let ChatGPT search read the site, make /cakes readable without JavaScript, compare with two rivals on catering.

How the AI content writer works

The website check and the 5 draft formats

The website check takes about 1 minute. It looks at robots.txt and your firewall, text without JavaScript, titles, schema, sitemap, hreflang and llms.txt, the same facts everywhere and speed.

Failed checks come first. Fix with Nenn starts a draft. The check uses no credits and runs once per brand per hour.

Our crawler NennBot reads at most 50 pages, reads robots.txt first and only sends GET requests.

Drafts come in 5 formats: FAQ block, guide, comparison, service page and list. Claims you should check are marked. An article costs 25 credits, a rewrite 20.

Meet NennBot

Step 4: How does a fix get onto your site?

You read the draft and press Approve. Then you copy it into your site, or on Growth and up Nenn publishes it in one click.

Nenn suggestions

Refresh
For youArchived
  • Answer “weekend roof repair”AI names 5 others, not you.
  • Get listed on roof-finder.exampleAI cites it in 18 answers.
  • Let GPTBot read your siterobots.txt blocks 2 AI crawlers.

See all suggestions

Named for weekend repairs

0 of 31 of 3measured at the next check

Weekend roof repairPublished
BriefArticle

Do you fix leaking roofs at the weekend?

Yes. Thornbury Roofing repairs leaks on Saturdays and Sundays across Manchester.

A roofer comes out within 24 hours.check (Nenn could not verify this on your site. Check it.)

  • Area: Greater Manchester
  • Hours: 7 days a week, 7 am to 8 pm

How long does a repair take?

Most small leaks are fixed in one visit. Bigger jobs get a written quote first.

Invented companies in the Nenn app.
  • Every plan: copy it

    Copy the approved draft as Markdown, HTML or text and paste it into your site.

  • Growth and up: one click

    Publish to WordPress, Webflow, Framer, a hosted page or a widget on your site.

    See integrations
Why nothing goes live without you

Every draft waits for your Approve. Nenn never publishes on its own.

Marked claims stay marked until you confirm them, so a wrong fact does not slip through.

A hosted page is plain server HTML. AI crawlers can read it without JavaScript.

Step 5: How does Nenn measure what changed?

Every week Nenn asks the same questions again. Each done task shows its change after the next check.

  • Your numbers, every day

    Mentioned in, share of voice and position. By day, by topic and by engine.

  • Your rank among rivals

    Where you stand when AI lists several companies, next to who it names instead.

  • Before and after per task

    Each done task shows its change after the next check. Until then, Nenn says when it runs.

  • Search Console next to AI

    On Growth and up, Google clicks and positions sit beside your AI numbers.

  • A weekly e-mail

    Your rank among the names AI gives, every week. Turn it off in Settings.

How AI visibility tracking works

What the three numbers mean, and when the trend starts

Mentioned in is the share of AI answers that name your company. Share of voice is your share of all the names AI gives. Avg. position is where you stand on average in a list.

You see a trend from the second weekly check. One check is a snapshot, not a trend.

Directories, review sites and media are not counted as rivals in these numbers.

Weekly checks use no credits. Run now gives fresh answers and costs 1 credit per answer.

What are the numbers behind one loop?

These are product facts from the Nenn app, not results. Prices are on the pricing page.

  • AI engines asked

    3ChatGPT, Perplexity, Google AI Overviews

  • Between checks

    1 weekevery question again, for 0 credits

  • Trial length

    7 days1 website, 2 check runs, 3 articles

  • Questions tracked

    30-250Start 30, Growth 100, Pro 250

  • Draft formats

    5FAQ block, guide, comparison, service page, list

  • Pages per crawl

    50the most NennBot reads, robots.txt first

See plans and prices

What happens in the 7-day trial?

You run the whole loop once on your own website. The trial has 1 website, 2 check runs and 3 articles.

  1. Day 1: your site

    Enter your website. Nenn confirms the company and writes the questions.

  2. Day 1: first answers

    First answers show in minutes. One e-mail says when all are ready.

  3. Day 1: your to-do list

    See who AI names instead of you and what to fix first.

  4. Day 2 to 7: fix and approve

    Let Nenn write up to 3 articles. Approve them and put them live.

Card needed. Cancel before day 7 and nothing is charged.

What can Nenn not do for you?

Nenn cannot make AI name your company. Nobody controls AI answers. Nenn measures, shows the gaps and prepares the fixes.

  • Answers change

    AI answers vary from run to run. That is why Nenn asks every week and shows a trend.

  • Close, not identical

    A customer's chat history and place can change what they see. Nenn asks from your market.

  • You decide

    Nenn prepares the work. What goes on your site is always your call.

Where do the facts on this page come from?

From the Nenn app itself: plans, engines, limits and screens, checked on 02.11.2026.

See the sources and what the screens show

Plans, engines, limits and credit costs on this page come from the Nenn app, checked on 02.11.2026.

The app screens on this page show invented companies, like Thornbury Roofing in Manchester. Their numbers are made up for the picture.

Nenn is a company in Hamburg and works under German law. You can download all your data or delete your account in Settings.

  • Nenn product facts

    Plans, engines, trial and limits from the Nenn app, checked 02.11.2026.

  • NennBot

    How our crawler reads your site: at most 50 pages, robots.txt first.

Questions about how Nenn works

Start 7-day trialCard needed. Cancel before day 7 and nothing is charged.

How do I track brand mentions in ChatGPT?

Ask ChatGPT the questions your customers ask, every week, and note who it names. Nenn does this for you on ChatGPT, Perplexity and Google AI Overviews and keeps the history.

How often does Nenn check AI answers?

Every week, for all your questions on all three engines. Weekly checks use no credits. Run now gives fresh answers at any time and costs 1 credit per answer.

Which AI engines does Nenn check?

ChatGPT, Perplexity and Google AI Overviews. If Google shows no AI Overview for a question, it counts as not named. Nenn does not check Claude or Gemini today.

Will Nenn publish anything without me?

No. Every draft waits for your Approve, and claims to check are marked. On Start you copy the text into your site. On Growth and up, Nenn can publish it in one click.

Can Nenn get my company named first?

No. Nobody controls what AI writes. Nenn measures, shows the gaps and prepares the fixes. You decide what to publish.

Do I need to know SEO to use Nenn?

No. Nenn uses plain words, gives you a short to-do list with the biggest gap first and writes the drafts for you.

Is what Nenn sees the same as what my customers see?

Close, not identical. Nenn asks from your chosen country, in its language. A customer's chat history and place can change their answer.

What can I do in the 7-day trial?

Run the loop on 1 website, with 2 check runs and 3 articles. A card is needed. Cancel before day 7 and nothing is charged.

Run the loop on your own questions

Start the trial, add your website and see the first answers in minutes.

Card needed. Cancel before day 7 and nothing is charged.
Sources in the Nenn app: the types of sites AI cited, with a daily mix