How Nenn works, week after week
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
| Question | AI engines | Mentioned |
|---|---|---|
| Roof repair7 questions | 52.4% | |
| Best roofer in Manchester for a leaking roof?English · Manchester | 66.7% | |
| Who does emergency roof repairs at the weekend?English · Manchester | 0.0% | |
| Which roofing company in Manchester has good reviews?English · Manchester | 66.7% | |
| How long does a flat roof repair take?English · Manchester | 66.7% | |
| Good roofer for an old terraced house?English · Manchester | 66.7% | |
| Who can fix a slipped roof tile fast?English · Manchester | 33.3% | |
| Roofer near me who gives a written quote?English · Manchester | 66.7% |
Mentioned in
Position
#2- Northgate Roofers61.9%+4.8%
- Thornbury RoofingYours52.4%+9.5%
- Copperline Roofing38.1%-9.5%
- Redbrook Roof Care33.3%+4.7%
- 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?
Ask AI.
Every week we ask ChatGPT, Perplexity and Google AI Overviews what your customers ask.

Spot the gap.
AI named three others. Not you. Now you know where.

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

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

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

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.
| Step | What Nenn does | What you do |
|---|---|---|
| 1. Ask | Writes your customers' questions and asks 3 AI engines every week. | Add or remove questions and pick your market. |
| 2. Compare | Ranks the companies AI names and lists the sites it read. | See where you are missing and who is named instead. |
| 3. Fix | Lists tasks with the biggest gap first and writes the drafts. | Pick a task and check the claims Nenn marks. |
| 4. Publish | Publishes on Growth and up, never without your Approve. | Press Approve, or copy the text into your site. |
| 5. Measure | Asks 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.
AI answers differ by country. We ask like a customer from here.
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.
- My cityQuestions name your city
- Whole countryQuestions name the country
- Online, no placeQuestions name no place
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
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
- ChatGPT0%
- Perplexity0%
- Google AI0%
Question: Who does emergency roof repairs at the weekend?
- 1.Northgate Roofers67%named by ChatGPTnamed by Perplexitynamed by Google AI Overviews
- 2.Copperline Roofing44%named by ChatGPTnot named by Perplexitynamed by Google AI Overviews
- 3.Redbrook Roof Care33%not named by ChatGPTnamed by Perplexitynot named by Google AI Overviews
- 4.Ashgrove Roofing22%not named by ChatGPTnot named by Perplexitynamed by Google AI Overviews
- 5.Millstone Roofs11%named by ChatGPTnot named by Perplexitynot named by Google AI Overviews
- 6.Thornbury RoofingOwned0%not named by ChatGPTnot named by Perplexitynot named by Google AI Overviews
Which sites AI read
Sources
22 cited domains · 3 engines · Last 7 days
- 1.northgate-roofers.example21
- 2.roof-finder.example18
- 3.local-reviews.example15
- 4.copperline-roofing.example12
- 5.city-news.example8
- 6.home-forum.example7
- 7.redbrook-roofcare.example5
- -thornbury-roofing.exampleYours0Not cited
Invented companies in the Nenn app.
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.
Demo account

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- Answer “weekend roof repair”AI names 5 others, not you.30 min ago
- Get listed on roof-finder.exampleAI cites it in 18 answers.45 min ago
- Let GPTBot read your siterobots.txt blocks 2 AI crawlers.2 h ago
See all suggestions
Named for weekend repairs
0 of 31 of 3measured at the next check
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.
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.
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.
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.
Day 1: your site
Enter your website. Nenn confirms the company and writes the questions.
Day 1: first answers
First answers show in minutes. One e-mail says when all are ready.
Day 1: your to-do list
See who AI names instead of you and what to fix first.
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.
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
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.
Read more about each step
One page per step, if you want the details.
AI visibility check
See if AI names you for the questions your customers ask.
Feature
AI competitor analysis
Who AI names instead of you, and which sites it reads.
Feature
AI content writer
Drafts in 5 formats, with the claims to check marked.
Feature
LLM visibility tracker
Why one look at AI answers is not enough.
Tool

