Does AI Recommend Your Business? Looking Beyond a Single Answer

On October 9 I gave a short talk at the AI Show & Tell hosted by AI-Powered Women DC. The question was simple: does AI recommend your business? The answer I wanted people to leave with was less simple. One answer from one AI, on one day, is not enough to know.

This is a written version of that talk, for the people who were in the room and for anyone who wasn't.

Search gave you a list. AI gives you an answer.

With search, you typed a few words and got pages of links. You compared them and chose.

With an AI assistant, you ask a full question and get one answer with a few names in it. The assistant does the choosing.

That shift matters for any business. One 2026 industry study of 312 business-to-business tech service firms found that visitors arriving from AI search converted into qualified enquiries about five times as often as visitors from Google search. It is one study, of one kind of business, but the direction is hard to ignore.

If AI doesn't name you, your customer may never see you.

One question, four assistants

At Envoyra we ask AI assistants the questions a business's customers really ask, compare the answers from ChatGPT, Claude, Gemini and Perplexity, and repeat the check so you can see what changes.

The example in the talk was a real business: a wellness community, and one of our design partners. I'm keeping its name private. We asked the four assistants the same customer questions every day for 60 days, from July 21 to October 2, 2026.

Here is one of those questions, close to how a customer would phrase it: what is the best wellness community in their city for meeting genuine, like-minded people?

ChatGPT, Claude and Gemini recommended it on 0 of 60 days. Each of them named other businesses instead, and named them consistently.

So the same business, asked about with the same question, looked strong in one assistant and was missing from the other three.

Memory and live search

The setup matters here. In these checks, ChatGPT, Claude and Gemini answered without searching the web, so they could only draw on what they had learned up to their cut-off date. Perplexity searched live and showed its sources. On every day it recommended the business, one of the sources it cited was the business's own website.

We can't see inside the assistants, so I won't claim that's the whole reason. What we can say is what we observed: the one assistant that looked things up found the business, and it read the business's own site to do it. That makes it worth checking that your website says clearly who you are and who you're for.

Ask again

The thing most people skip is asking more than once. Here is how often Perplexity recommended the same business over those 60 days, for four different customer questions:

The best wellness community question: 58 of 60 days

Feeling lonely despite a full social calendar, and looking for real connection: 29 of 60

An intimate breathwork session instead of a big class: 25 of 60

Breathwork and sound healing events: 1 of 60

Same assistant, same business, different days, different answers. Check once and you might get the wrong idea in either direction.

Lesson 1: AI knowing you is not AI recommending you

On a single day of checks, October 2, we asked about the business two ways.

Asked about it by name, the assistants knew it in 9 of 12 answers. Asked the way a customer would ask, without the name, it was recommended in 8 of 64 answers, all of them from Perplexity.

Most people test AI by typing in their own business name. That tells you whether AI knows you. It doesn't tell you whether AI will put you in front of someone who doesn't know you yet.

Lesson 2: your customers' words change the answer

Two questions with the same need behind them gave opposite results.

Asked as "the best wellness community" in the city, Perplexity recommended the business on 58 of 60 days.

Asked the way a newcomer would say it, someone who just moved to the city, doesn't know anyone yet and wants a genuine community to belong to, the business came up in 0 of 240 answers across all four assistants over the same 60 days. And a newcomer is exactly who this business is for.

Same need. Different words. Opposite result. That is why the questions have to come from how real customers talk, not from how the business describes itself.

Lesson 3: always read what AI says about you

We also asked each assistant directly what this business is.

Perplexity described it correctly, as a wellness community and event space.

ChatGPT described online classes, workshops and forums. Wrong: the community meets in person.

Gemini called it a virtual fitness and wellness platform. Also wrong.

Claude said it didn't have specific information about it.

Two of those answers counted as "knowing" the business and still described it wrongly. AI can sound sure and still be wrong, so read what it says, not just whether your name appears.

Try it on your own business

In the room, people scanned a QR code and ran a free scan on their own business while I talked. About 15 people did. That free scan asks one assistant, Perplexity, one time. So the same advice applies to it as to everything above:

If you showed up, ask the other assistants too. Our example looked great on Perplexity and was missing from the other three.

If you didn't, try asking in your customers' words.

Either way, check again next week.

What this kind of check can't tell you: why an assistant picks one business over another, or exactly what every person sees. Answers vary from person to person and day to day.

One answer is never the whole story.

Three steps you can do this week, with no tools at all:

1. Pick a real question, in your customers' words.

2. Ask two or three AI assistants, and look at the sources they cite.

3. Ask again next week, before you decide anything.

Thank you to Erin Sherman for reaching out, to Sara Kleiman, Heather Valore and the AI-Powered Women DC team for building this community, to SEI for hosting, and to everyone who came, scanned, and asked good questions. If you try this on your business, I'd love to hear what you find: hello@envoyra.com.