Case study · Build in public

We sell AI visibility. AI doesn't recommend us yet.

Week 0 baseline · 4 November 2026

We pointed our own tracker at trendlyai.com. We asked ChatGPT, Perplexity, Claude and Google AI Overviews the 20 questions a buyer asks before picking a tool like ours. None of the 80 answers named us. This is our starting line, and in four weeks we publish the next scan against it.

0 of 80

general buyer answers name TrendlyAI

20 questions × 4 engines. trendlyai.com cited 0 times.

18 of 20

branded answers mention us

But only 8 of 20 got the facts right.

Week 4

Next update early December 2026

Same questions, same engines, same scoring.

Scanned 4 November 2026 · 120 answers stored · US location, web search on · Method

Bhuwan Aryal, founder of TrendlyAI

A note from the founder

Why publish a zero?

I build a tool that tells you whether AI assistants recommend your brand. It felt wrong to sell that without running it on myself first. So I did, and the answer is no: not once in 80 tries.

Most case studies only show the after picture. I'd rather show you the before, with the raw numbers and the embarrassing bits, and then show you what changes. If you run the free check on a young site, your Week 0 will probably look a lot like this one.

Bhuwan Aryal, founder

Baseline · Set 1

Engine by engine: zero everywhere.

The same 20 general questions on each engine, one answer each. None of the questions mention TrendlyAI. This is the number we are trying to move.
  • ChatGPT

    0 of 20

    answers name TrendlyAI

    Our site cited
    0 of 20
    Named most
    Profound (7)

    gpt-4o-mini, web search

  • Perplexity

    0 of 20

    answers name TrendlyAI

    Our site cited
    0 of 20
    Named most
    Semrush (13)

    sonar

  • Claude

    0 of 20

    answers name TrendlyAI

    Our site cited
    0 of 20
    Named most
    Otterly.AI (12)

    claude-haiku-4-5, web search

  • Google AI Overviews

    0 of 20

    answers name TrendlyAI

    Our site cited
    0 of 20
    Named most
    Semrush (13)
    Organic top 10
    0 of 20

    Google US results

ChatGPT chose to search the web on 12 of the 20 questions. Google showed an AI Overview for all 20.

Who AI names instead

The tools AI names instead. We weren't one of them.

The 9 brands named most, counted as answers naming each one, out of the same 80 general answers. One answer can name several brands.
  • Otterly.AI41/80
  • Semrush39/80
  • Profound38/80
  • Peec AI33/80
  • Ahrefs26/80
  • AthenaHQ19/80
  • SE Ranking18/80
  • Scrunch AI17/80
  • Rankscale13/80
  • TrendlyAI (us)0/80
Set 1, 80 answers from ChatGPT, Perplexity, Claude and Google AI Overviews, 4 November 2026. Brand names were extracted and normalised automatically (for example “Otterly” and “Otterly AI” count as Otterly.AI).

Set 2 · reported separately

Where we already show up

We also ran 10 easier questions on the same 4 engines: 5 that name TrendlyAI and 5 written around what we actually offer. They are easier by design, so we keep them out of the baseline. They show AI can find us. They don't show buyers discover us.
Branded questions

18 of 20

answers mention TrendlyAI. 14 of 20 cite our site.

  • ChatGPT5/5
  • Perplexity5/5
  • Claude5/5
  • AI Overviews3/5

Questions: "What is TrendlyAI?", "TrendlyAI review", "Is TrendlyAI legit?", "TrendlyAI vs Profound", "TrendlyAI pricing".

Niche questions

0 of 20

answers mention TrendlyAI, even for questions that describe our exact features.

Named most instead: Otterly.AI (8 of 20), Rankscale (5 of 20).

For example: “Is there an AI visibility tracker under $20 a month?” Our Solo plan is $19.

A mention is not a correct answer.

We read all 20 branded answers by hand against our live site. Only 8 got the facts right.

  • Accurate 8
  • Partly wrong 5
  • Wrong 4
  • About another company 2
  • No answer 1
ChatGPTGot it right

TrendlyAI review

“TrendlyAI is an AI visibility platform designed to help brands monitor and enhance their presence across AI-driven search engines like ChatGPT, Perplexity, Claude, and Google AI Overviews.”
ChatGPT · 4 November 2026 · quoted word for word
PerplexityGot it right

TrendlyAI vs Profound

“TrendlyAI is the budget-friendly, action-oriented option; Profound is the enterprise-grade analytics platform.”
Perplexity · 4 November 2026 · quoted word for word

Branded answers

What AI gets wrong about us

Four short quotes from the branded answers, word for word. Most of the errors trace back to two things: a company with a similar name, and pages about the product we sold before 2026.
Google AI OverviewsGot it wrong

What is TrendlyAI?

“Trendlyne is an all-in-one financial technology and stock market analytics platform designed for retail investors, research analysts, and portfolio advisors.”

What's true: Trendlyne is a different company, an Indian stock analytics app. The overview never mentioned us. The same thing happened on "TrendlyAI review".

Google AI Overviews · 4 November 2026 · quoted word for word
ClaudeGot it wrong

TrendlyAI review

“TrendlyAI is an artificial intelligence-driven content analysis platform that assists users in identifying trending topics, evaluating sentiment, and forecasting content performance”

What's true: That was our product before 2026. Today TrendlyAI tracks whether AI assistants recommend your brand. The old pages are gone, but a third-party listing still has the old text.

Claude · 4 November 2026 · quoted word for word
ChatGPTGot it wrong

TrendlyAI vs Profound

“Primarily on market trends and analytics. It helps businesses track social media trends, market sentiments, and competitor analysis.”

What's true: ChatGPT answered from memory here, without searching, and described the old product.

ChatGPT · 4 November 2026 · quoted word for word
ClaudeGot it wrong

TrendlyAI pricing

“TrendlyAI offers two main plans: Solo at $19/month and Pro at $49/month, with a 7-day free trial available.”

What's true: There are three plans: Solo $19 a month (1 brand), Pro $49 (3 brands) and Agency $149 (10 client brands), all with weekly scans on 4 engines.

Claude · 4 November 2026 · quoted word for word
Two more: on “Is TrendlyAI legit?”, one engine pulled reviews of a different company with a similar name. And Google's AI Overview said we make a WordPress plugin called “Trendly AI Post”. We don't; someone else does.

Sources AI trusts

The sites AI reads in our category, and whether we're on them.

The 10 domains cited most across the 80 general answers. We opened every cited page from these domains, except YouTube videos and six Reddit threads that blocked us. None of them mention TrendlyAI today.
DomainAnswers citing it (of 80)Cited byMentions TrendlyAI?
youtube.com15AI Overviews 15Not checked (videos)
sona.com10Perplexity 10No
rankability.com8Claude 5, Perplexity 3No
semrush.com7Perplexity 3, ChatGPT 2, Claude 1, AI Overviews 1No
visible.seranking.com7Claude 5, Perplexity 2No
accessibilitychecker.org6Perplexity 3, AI Overviews 3No
blog.hubspot.com6Perplexity 4, ChatGPT 1, Claude 1No
orchly.ai6ChatGPT 2, Perplexity 2, Claude 2No
reddit.com6AI Overviews 6Not checked (blocked)
tools8020.com6ChatGPT 4, Perplexity 2No

Each engine leans on different sources: every YouTube and Reddit citation came from Google AI Overviews, every sona.com citation from Perplexity. Getting on one list does not help everywhere.

The plan

What we're changing, and what we expect to happen

Each change has a guess attached, so Week 4 can tell us which ones were right.
  1. 1

    Comparison and alternatives pages

    Shipped

    We published 31 comparison, alternatives and review pages between 29 October and 3 November, on top of earlier pages like TrendlyAI vs Otterly. So far AI cites them only when someone asks about TrendlyAI by name.

    Hypothesis
    Engines that search the web will start citing these pages for "alternatives" questions.
    We'll watch
    The 3 alternatives questions in the baseline (Profound, Peec AI, Otterly).
  2. 2

    Getting onto the lists AI already cites

    In progress

    We are pitching the independent best-of articles in the sources table above, starting with the ones more than one engine uses.

    Hypothesis
    One or two inclusions on a list AI already trusts will move the number more than ten posts on our own blog.
    We'll watch
    Whether any of the 10 most cited domains mentions TrendlyAI.
  3. 3

    Reviews from real users

    Planned

    We have very few public reviews, and some third-party listings still describe our old product.

    Hypothesis
    Reviews from real users give AI a third-party source to trust, and answers to "TrendlyAI review" get more accurate.
    We'll watch
    Accuracy of the 5 branded questions.
  4. 4

    Publishing original data

    Shipped

    We published a study on how often ChatGPT, Perplexity and Claude agree on the top brand. This case study is the second one.

    Hypothesis
    Original numbers get cited and linked by the articles AI reads.
    We'll watch
    Citations of blog.trendlyai.com on general questions.
  5. 5

    Fixing the wrong facts

    Planned

    Structured Organization data that links our profiles to trendlyai.com, an About page and llms.txt that say plainly we are not Trendlyne and list current pricing, and updates to the third-party listings that still carry the old description.

    Hypothesis
    Clear, consistent facts in places AI reads will stop the Trendlyne mix-up and the old product description.
    We'll watch
    The 12 branded answers that were partly wrong, wrong, about another company or empty.

Method

How we measured it

Date
All 120 answers collected on 4 November 2026.
Engines
ChatGPT (gpt-4o-mini), Perplexity (sonar), Claude (claude-haiku-4-5), Google AI Overviews. US location, web search on.
Set 1, baseline
20 general buyer questions × 4 engines = 80 answers. No question names TrendlyAI. 0 errors.
Set 2, reported separately
5 branded + 5 niche questions × 4 engines = 40 answers. Never added to Set 1.
Counted as a mention
The answer text contains “TrendlyAI”, “Trendly AI” or trendlyai.com.
Counted as a citation
trendlyai.com or blog.trendlyai.com among the answer's cited URLs.
Samples
One answer per question per engine. No system prompt; the question was the whole message.
No re-rolls
We didn't edit, drop or re-run any question to change a number.

Limits

  • One answer per question is a snapshot. AI answers change between runs, so the trend over several scans matters more.
  • API answers can differ from the consumer apps (logged-in ChatGPT, Perplexity Pro, claude.ai).
  • Brand names were extracted by a model and normalised, so small naming errors are possible.
  • Many Google organic results came back as redirect links, so we matched on titles as well as domains.
See all 30 questions +

Set 1, general (20)

  1. What are the best AI visibility tools?
  2. Best AI search visibility tools 2026
  3. How can I track my brand in ChatGPT?
  4. What tools can monitor brand mentions in Perplexity?
  5. What are the best Profound alternatives?
  6. What are the best Peec AI alternatives?
  7. What are the best Otterly alternatives?
  8. What is a cheap AI visibility tracker for a small business?
  9. Best AI visibility tools for agencies
  10. Which tools offer white-label AI visibility reports?
  11. Is there a free AI visibility checker?
  12. How do I check if ChatGPT recommends my brand?
  13. Best GEO tools for SaaS companies
  14. What is the best AI search rank tracker?
  15. How can I improve my brand's visibility in AI answers?
  16. What are the best AEO tools?
  17. Best LLM brand monitoring software
  18. What is a good Google AI Overviews tracking tool?
  19. How can I track my brand's visibility in Claude?
  20. What is the best AI share of voice tool?

Set 2, branded (5)

  1. What is TrendlyAI?
  2. TrendlyAI review
  3. Is TrendlyAI legit?
  4. TrendlyAI vs Profound
  5. TrendlyAI pricing

Set 2, niche (5)

  1. What is the cheapest AI visibility tracker with white-label reports?
  2. Is there an AI visibility checker with a free trial and no credit card required?
  3. Which AI visibility tool tracks results by country and language?
  4. Is there an AI visibility tracker under $20 a month?
  5. Is there a tool that drafts fixes for AI visibility gaps?

How TrendlyAI scores visibility in general is on the methodology page.

Every scan, in order

Same 20 general questions on the same 4 engines each time. We add a card here after every scan.

  1. Week 0 baseline · 4 November 2026

    0 of 80

    general answers name TrendlyAI

  2. Week 4

    ? of 80

    Results in early December 2026. If the number goes down, we publish that too.

What does your Week 0 look like?

Run the same kind of check on your own domain: 5 buyer questions on ChatGPT and Perplexity, a 0 to 100 score in about 30 seconds, no signup.

Run your free check

Or see a sample report. Paid plans track all 4 engines every week, with a 7-day trial and no card.

Questions about this case study

Why publish a low score?

Because a real starting point is more useful than a polished claim. It also shows exactly what our tool measures, on a brand we know inside out.

Why are the branded questions reported separately?

Because they are much easier. Almost any brand gets named when the question includes its name. Adding them to the 80 general answers would make the baseline look better than it is.

Will you cherry-pick the Week 4 results?

No. Week 4 uses the same 30 questions, the same 4 engines and the same scoring. We will not edit, drop or re-run a question to improve the number, and if it goes down we will publish that too.

Is this the same check customers get?

It uses the same engines and the same kind of buyer questions. Paid plans run tracked questions every week, so you see a trend instead of one snapshot. The free check runs 5 questions on ChatGPT and Perplexity.

Can I run this on my own brand?

Yes. The free check runs a short version on ChatGPT and Perplexity in about 30 seconds, with no signup.