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What the AI tools named

We asked three AI tools 20 questions about marketing agencies. They named us in 70 of 180 answers, and not once on seven of the questions. Who this is for: Owners and marketers who want to know if AI tools name their business, and how to find out.

By PromotEdge Strategy TeamPublished 8 Nov 2026Updated 9 Nov 20268 min read

Since 201565+ in-house team1 office in Kolkata · 5 team bases
The short answer

Do AI tools name us?

We asked ChatGPT, Gemini and Perplexity 20 questions about marketing agencies, three times each, on 2 and 6 November 2026. That gave 180 answers. PromotEdge was named in 70 and a promotedge.com page was linked in 51. It was named in none of 63 answers to seven of the questions.

Key takeaways
  • Named in 70 of 180 answers. A promotedge.com page was linked in 51.
  • Named most where our site has a page for the exact topic. Not named on seven of the 20 questions.
  • The three tools differ, and so do repeat runs. We will run the test again in December.

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LLM SEO is the plain name for getting named in the answers of AI tools such as ChatGPT. SEO means search engine optimisation. LLM means large language model, the kind of AI behind these tools. Many people sell it with big promises. We wanted our own numbers first, so we asked the tools the questions a buyer would ask, and wrote down what came back.

This page shows the method, the table and the zeros. For the general how-to, see our AI search optimisation guide and our AI SEO service.

/ 01 The result

What came back by kind of question

Twenty questions, each asked three times on each tool. 'Named' means our name was in the answer. 'Linked' means a promotedge.com page was linked.

Kind of questionQuestionsAnswersNamed usLinked a promotedge.com page
Questions about PromotEdge by name3272724
City and region questions (Kolkata, East India)436215
Industry questions4361212
National agency questions43665
Cost and how-to questions32713
LED display screens (Kolkata and East India)1932
Shortlist for a yearly retainer1900
All 20 questions201807051

How we ran the test

In short. Same 20 questions, same way, three tools, three runs each.

We fixed the list of 20 questions on 29 October 2026 and did not change it. They cover national, city, industry, cost and shortlist questions, and three questions about PromotEdge by name.

Each question was asked three times on ChatGPT, Gemini and Perplexity. ChatGPT and Perplexity were first asked on 2 November and again on 6 November. Gemini was asked on 6 November. We used a logged-out browser, with no account signed in.

For every answer we wrote down three things: was PromotEdge named in the text, was a promotedge.com page linked, and which sites the tool pointed to. That gave 180 recorded answers.

We did not use Copilot, because it asked for a sign-in. Google AI Mode answered only twice in our log. So we make no claim about either.

What the three tools did

In short. Perplexity named us most often. All three often linked a promotedge.com page when they named us.

  • ChatGPT named us in 17 of 60 answers and linked a promotedge.com page in 15.
  • Gemini named us in 23 of 60 and linked a page in 16.
  • Perplexity named us in 30 of 60 and linked a page in 20.

Add the three questions about our name, and every tool named us every time. Take those 27 answers out and we were named in 43 of the other 153 answers.

Where we were named most

In short. The strongest results came on topics where our site has a page written for that exact topic.

On the question about marketing for building materials brands, we were named in all 9 answers. We have an industry page for building materials that speaks to that buyer. On the question about a Kolkata agency that does ATL (TV, print and hoardings), BTL (shop and on-ground work) and digital together, we were named in 7 of 9. See our Kolkata page.

This is what we saw in this test. It is not proof of how the tools choose. But it fits the plain rule that a clear page for an exact question gives a tool something to quote.

Where we were not named at all

In short. Seven questions, 63 answers, no mention.

We were not named on the question about an integrated agency for all of India, or on the one about a full-service agency for B2B (business-to-business) brands. Nor were we named on the industrial B2B question or the D2C (direct-to-consumer) agency question. The same was true of the how-to on selling through Blinkit and Zepto, the monthly cost question, and the shortlist for a yearly retainer.

On these, the tools gave lists of large, well-known national agencies, or general steps. We do not know exactly why our name did not come up. We would rather show the zeros than hide them.

Where the tools got their answers

In short. Directory and list sites appear often, alongside company sites and trade news.

In the answers where the tools showed their sources, directory and list sites were common, next to agencies' own websites, LinkedIn and trade news sites. A promotedge.com page was one of the sources in 51 of the 180 answers. So the tools still send readers to web pages. The old work of a clear page still counts.

What we are doing next

In short. Three plain steps. We will report the next run in December.

  1. Put a short, standalone answer under each question heading on our pages, so a tool has a clean passage to quote. We began this on 8 November 2026.
  2. Add one fact to each page that the top results do not have, with its source and date.
  3. Run the same 20 questions again in December 2026 and show the numbers and the date, zeros included.

What this means for LLM SEO

In short. Treat it as normal SEO with one extra check: ask the tools and write down what they say.

If you want your business named, write a clear page for each question your buyers ask. Give facts and sources. Then ask the tools the same questions every month and note the dates. Our AI search optimisation guide has the steps, and the GEO glossary entry explains GEO, which is generative engine optimisation, and the other words.

A word of care

In short. This is a small test. Read it as a first reading, not a rule.

We asked 20 questions, 180 times in all, on two days. Answers change from day to day, from one tool to another, and from one person to another. We tested only questions about agencies, and only on our own name. Being named is not the same as getting an enquiry. We measure leads from our own enquiry record, not from this test.

We make no claim about how the tools work inside.

Common questions

Short answers. For anything else, call or WhatsApp us.

  • It is the work of making your pages easy for AI tools such as ChatGPT, Gemini and Perplexity to find, quote and name. It builds on normal SEO: clear pages, facts with sources, and a name people use. No one can promise a mention.

  • No one can force it. In our test we were named most where our site had a page for the exact topic. Write a clear page for each question your buyers ask, with facts and sources, and check your name in the tools each month.

  • No. Out of 60 answers each, we were named in 17 by ChatGPT, 23 by Gemini and 30 by Perplexity. The same question asked three times also gave different lists.

  • Treat the answer as a starting list. The same question gave different lists on different tools and on different runs. Check an agency's own pages, ask for examples of its work, and speak to the agency.

  • It is how often your brand is named or linked in AI answers to the questions your buyers ask. We measure it by asking a fixed set of questions on a schedule, and counting names and links.

  • In December 2026. We will ask the same 20 questions the same way and show the date and the numbers, including any zeros.

Sources and method

Our own test log: PromotEdge AI visibility test, 180 recorded answers from ChatGPT, Gemini and Perplexity, run on 2 and 6 November 2026 in a logged-out browser. The question list was fixed on 29 October 2026. The counts on this page were recounted from the log on 8 November 2026.

Copilot and Google AI Mode are not counted. We will repeat the test in December 2026 and update this page with the date.

This is our own test of our own name. Other companies are not named. The method and dates are on this page.

What people say

What clients say about PromotEdge

Brands we have worked with

  • Sai Angan
  • Rupa Peekaboo
  • Tea Junction
  • Zandu Vigorex
  • Fox & Mandal
  • Veedol
  • Tata Efee
  • Avadh Sugar & Energy
  • Taj Cement
  • Weichai
  • Rerasathi
  • Honest AI
  • Walton
  • Supertron
  • Balrampur Foundation
  • Fine Organics
  • Kopran
  • Bengal Aerotropolis Projects Limited
  • FIVB
  • Hanumanta Foods
  • Linc
  • Nitya Gold & Diamonds
  • Novozymes
  • PSPL
Fine Organics
“PromotEdge and their team did an excellent job with our website. They engaged with every team member, understanding their needs with great patience before collating them into a user requirement and a design spec. The result was both aesthetically pleasing and usable. PromotEdge continues to support us and our ever-growing and very demanding wish list. We hope to grow this relationship beyond website design and into content development. I am confident that PromotEdge's team will continue to guide us in delivering product content to our global customers, making the website an important tool for product awareness and lead generation.”
Bimal ShahBimal ShahExecutive Director at Fine Organic Industries LimitedManufacturing
Rishta Foods
“PromotEdge is one of the most hard working creative agency that LISTENS ! Do I need to say anything more ?!!!!Saurav is one of the most open person I have come across who is ready to speak abt the elephant in the room , that no body wants to talk about !”
Harsh GuptaHarsh GuptaManaging Director at Rishta FoodsFMCG
iLead
“I am delighted with the successful launch of our new website, thanks to the exceptional support from PromotEdge. I extend my gratitude to Benjamin and the team for their dedication and hard work, which has resulted in a new, fresh-looking site that perfectly meets our expectations.”
Mom MitraMom MitraMarketing Head at IleadEducation
ABP Education
“Working with PromotEdge has been an enriching experience for ABP at many different levels. Your understanding of the digital space, customized brand solutions and prompt servicing have helped us achieve our brand goals with so much ease.I would like to especially thank the creative development team, the digital strategy team and above all the servicing team with whom I have worked in close association with, for their all-round support. I wish you all the best in your upcoming projects and I look forward to collaborating with you in future as well.”
Satabdi SahuSatabdi SahuLead - Brand and Content at ABP EducationEducation
Brahmaputra Volleyball League
“I really want to thank Sayantan and his team from PromotEdge because what I find good in them is that, the team.When the team is wonderful, the outcome will definitely be wonderful. I have seen the first cut of the reel which they shot the first day, and they gave us on the morning of the second day.The entire first day they worked so hard and over the night they have edited and on the morning they shared it with us.This is just fabulous and the commitment they have shown. The FIVB team has said that they are very happy with team PromotEdge.And when I showed this clip to my friends, those who are from this industry, they (also said that they) have done a fabulous work.So happy and compliments to the team -- Sayantan and PromotEdge team.Thank you.”
Abhijit BhattacharyaAbhijit BhattacharyaFormer Captain Indian VolleyBall Team; and Founder of Brahmaputra Volleyball LeagueSports
FIVB
“Hi, my name is Hitesh Malhotra. I'm working in FIVB. We are working with PromoteEdge (with Team Sayantan).I would like to give you a brief detail. So when we started this project, we had a good discussion with them. And personally, I feel PromotEdge is kind of a one stop solution for us. So basically, they provided us the whole storyboarding regarding the digital assets and how we can use those with our ambassadors programme.They helped us a lot to structurize the whole concept from our side. So in fact, there were a lot of great ideas they provided, guiding us...what we should do and what we should not do in this regard.And the best part was that they were very clear from there, from the whole blueprint. So they understood our request from the proposal and then accordingly they executed it.”
Hitesh MalhotraHitesh MalhotraSports Development at Fédération Internationale de Volleyball - FIVBSports
A Buyer's Choice Home Inspections and MACJ logo
“I've known PromotEdge for quite a few years. PromotEdge is passionate, knowledgeable, and destined for success. What stands out is their positivity, energy, passion, and innovative thinking. They bring a warm presence to their work. Best wishes to PromotEdge.”
Mahendra SurekaMahendra SurekaFounder & CEO at India MACJ - A Buyers Choice Home InspectionsReal estate
Birdman Chemeng Pvt Ltd.
“PromotEdge has been a unique creative group amongst unique creativity world. Approaching, analysing, understanding the deliverables with ethos and transferring the same into a spellbound creative identity, just cut out for clients’ requirement are signature values of the team. A huge ROI, thy name is PromotEdge.”
Rajat ChatterjeeRajat ChatterjeeHead Business Development at Birdman Chemeng Pvt Ltd.Manufacturing
Magik Lighting
“We are thoroughly impressed with the extensive knowledge and professionalism demonstrated by PromotEdge. Their adept management of our digital and creative requirements has significantly contributed to our satisfaction with their digital marketing services and expertise.”
Rahul MishraRahul MishraAssistant Manager Digital Marketing & Ecommerce at Magik LightingElectricals
Shyam Metalics Group
“We have been working with PromotEdge for almost a year. We have engaged them to manage our Digital marketing campaigns and are impressed with the outcome. Within weeks, we had noticed an increase in performance and they continuously worked on adapting to a new strategy if required to get the maximum mileage for us based on our requirements. A big thank you to their team, and I would highly recommend them to anyone who is considering growing on their Digital Space.”
Shubham GadodiaShubham GadodiaDeputy Brand Manager at Shyam Metalics GroupSteel and metals
Unimark Group
“As a progressive and emerging digital marketing company, PromotEdge is doing something right to enhance the experience of companies associated with them.The format they have created is great, there is a smooth flow of communication, great brainstorming sessions and additionally super ideations and executions.Pritha, the account manager, has always been supportive. Whether day or night, weekday or weekend, she came through and solved the problems.…”
Anish Basu MallikAnish Basu MallikMarketing Executive at Unimark GroupReal estate
Prime Volleyball League
“I would just like to congratulate, PromotEdge Led by Sayantan and his Team who have done an absolutely fantastic job of branding for the Kolkata Thunderbolts, the Branding, the social media campaign was bang on, and I think it help not just the Kolkata Thunderbolts but its really helped me because in the East there was at least one Team that looking very well promoted and branded. Thanks guyz, well done.”
Joy BhattacharjyaJoy BhattacharjyaCEO at Prime Volleyball LeagueSports
“In the city of Kolkata , there are very few full service advertising agencies which are compact, agile, quick and yet have the vision and creative /executional abilities of large reputed agencies. My experience with PromotEdge has been extremely satisfying and they have done world class job for Brand Building exercise of LION INDIA.In my professional life spanning over 4 decades I have always worked with leading agencies like Lintas, Grey, etc so my benchmarking was rather high. I am delighted to say that i did find the agency measuring up nicely on every parameter of our expectations. The team […] comes majorly from experienced staff who have had experience in large agencies. Added to this is the” young oozing with unique new.”
Hardeep SinghHardeep SinghMarketing Consultant
TATA Metaliks
“PromotEdge has been working with our organization for social media management and other creative activities. They are responsive, supportive and hard working. We look forward to a long and positive relationship with them.”
Medha SharmaMedha SharmaStrategic Head at TATA MetaliksSteel and metals
Nitya Gold & Diamonds
“I commend PromotEdge as a content and advertising partner. I applaud their top-notch team, swift problem-solving, and outstanding digital media work for my brand. I express my happiness and eagerness for a long-term partnership.”
Priyanka GuptaPriyanka GuptaDirector at Nitya Gold & DiamondsJewellery retail
Utkarsh India
“An aligned partner is always a welcoming step. Someone who can think deep through lines, understand the matrix of product management. Fortunate enough, PromotEdge has been a partner in progress for me. Their uniqueness lies in their hands down knowledge of delivering the strategy and communication needed for the hour. A practical approach to ensuring return of investment has been the day one mantra. An advisory to an executionist, the systematic approach by team PromotEdge has been the impeccable.”
Bobby SrinivasBobby SrinivasChief Manager Marketing & Brand Marketing at Utkarsh IndiaSteel and metals
PRAN-RFL Group logo
“PRAN & PromotEdge have been working together for last 1.5 years. Throughout, the work experience is good and satisfactory.As a client, we found PromotEdge very professional and dedicated towards any project assigned to them.Most importantly, They have a bunch of energetic young people who always think from clients’ point of view and come up with the solution which is appropriate for them.I would personally refer PromotEdge to those who want creative and contemporary work.We wish PromotEdge a successful journey ahead.”
Sharif Rezwan KabirSharif Rezwan KabirBrand Manager at PRAN RFL GroupFMCG
“It’s a great way to be back at PromotEdge. I had a great time working them in Kolkata Tunderbolts doing the Volley Biswas character and they all are like good friends like family Saurav Bhaiya, […], and as I speak, I see Sayantan da walking in. HA HA! But it’s been a great experience I am glad to again meeting them and being here at the PromotEdge. Make Calcutta relevant again.”
Priyam GhosePriyam GhoseContent Creator
“I had a great time in Kolkata, I met entire PromotEdge team and they are amazing. Design language that they follow is crazy, the copywriting is crazy. I think they are one of the best digital marketing agencies, not just in Kolkata, entire eastern region and I think brand should not leave the chance to interact with these guys, make stories together.So, if I had something here, I would have definitely collaborated with them and worked. Now is the time, I mean it’s not even a question whether digital is important or not you don’t have an option today. Go digital work with PromotEdge and create your brand stories. Thank You.”
Manish PandeyManish PandeyConsultant & Coach to Content Creator
“The PromotEdge Agency stay with us all these 3 days, since when we arrived..more, more than 3 days. Since in the airport, they stayed together with us (FIVB team).Sayantan and his team is providing you to see this video.I just (want to say) _Shukriya_. Thank you so much for your team, because we are here in front of the camera but all the team is behind. The entire team together did this great job so that you can see how much volleyball is a lovely sport.”
GibaGibaBrazilian Former Volleyball PlayerSports
Read all 20 testimonials
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