The Invisible Business
New Research on Why Most Small Businesses Don't Exist to AI. (And What to Do About It)
A new white paper from Signal & Structure AI tested 20 small businesses across four U.S. cities. Not one reached Strong Signal. Here's what it means for the women building businesses in our community — and why AI visibility is the next literacy layer we can't afford to ignore.
There's a question every founder should be asking right now, and almost no-one is:
What does AI say about my business?
Not Google. AI. ChatGPT, Claude, Gemini, Perplexity — the platforms that 800 million people are already using every week to find, vet, and choose businesses like yours.
A new preliminary research white paper from Signal & Structure AI, founded by Lenise Kenney, has just been published — and the findings are the kind you feel in your chest a little.
What the research found
Signal & Structure AI tested 20 small businesses across four industries (chiropractic practices, pilates studios, independent realtors, and bed & breakfasts) in four U.S. cities (Atlanta, Raleigh, Austin, and Chicago). Each business was evaluated across ChatGPT, Claude, and Gemini using a proprietary six-dimension framework.
Not one business reached Strong Signal.
Highest score: 57/100
Lowest score: 33/100
Mean across all 20: 49.7 — right on the border between Low Signal and Weak Signal
The pattern held across every industry and every city. It wasn't about the type of business. It was about how well each business had structured its information in a way AI could actually read.
The universal weakness: Structured Data
Across all 20 businesses, one category came out worst every single time: Structured Data.
No business scored above 48 out of 100 on this dimension. The category average was 25.
Structured Data is the machine-readable markup that tells AI what your business actually is — your name, your services, your location, your specialties. Without it, AI has to infer. And most of the time, it infers wrong. Or says nothing at all.
The paper puts it plainly:
"Without structured data, your website is a book written in a language AI does not speak."
Two ways AI is quietly costing you customers
Lenise names two failure modes in the paper, and both are worth sitting with:
Invisibility. AI has no information about your business and returns nothing. A potential customer asks ChatGPT for a recommendation in your category and location, and your business isn't in the answer. Not ranked low. Simply absent.
Hallucination. Worse than invisibility. AI presents fabricated details about your business with complete confidence. Wrong services. Wrong location. Invented specialties. The customer believes it, visits your website, sees no mention of what AI told them, and quietly moves on. You never see the conversation.
Both are happening right now, in millions of conversations a day, to businesses that have "done everything right" by traditional standards.
Why this matters for our community
Here's what strikes us about this research from the SHE IS AI perspective: AI visibility is not a technical problem. It is a representation problem.
When AI decides which businesses to name and which to skip, it is making a representation decision. Whose work gets seen. Whose gets erased. Whose credentials, specialties, and differentiators show up in the answers — and whose don't.
For women building businesses in the age of AI, this is not neutral ground. If the systems that increasingly decide "who to recommend" cannot see us clearly, or worse, describe us incorrectly, we lose ground quietly. Customers going elsewhere in conversations we never see.
AI visibility is joining SEO, financial literacy, and digital marketing as a foundational literacy layer for founders. It is not optional. And the earlier you understand it, the better positioned you are.
The good news: you are not broken
The most important line in the paper is the one Lenise ends with:
"You're not broken. You're just not broadcasting. That's fixable."
Lenise's own business scored 0 out of 100 on day one. Over 60 days, applying the same framework she uses with clients, that score climbed to 80 — Strong Signal. AI platforms now describe her business accurately.
If she can move a brand-new business from 0 to 80 in 60 days, established businesses with real reputations and decades of work can absolutely do this too. They just need to know what to fix, and in what order.
The Signal Strength framework, in short
The paper introduces four levels of Signal Strength:
No Signal — AI cannot find or describe you. Responses are blank, generic, or entirely fabricated.
Low Signal — AI mentions you but gets major details wrong.
Weak Signal — Basics are right, but significant gaps exist. Differentiators are missing.
Strong Signal — AI accurately represents you across platforms. Identity, services, positioning, and differentiators are all correct and consistent.
And six dimensions of AI visibility:
Identity — Does AI know who you are?
Services — Does AI know what you do?
Positioning — Does AI know what makes you different?
Location — Does AI know where you are?
Reputation — Does AI know what others say about you?
Discoverability — Does AI recommend you when someone asks?
Where to start
If this research has raised the question "what does AI say about my business?" for you (and it should), there are two clear starting points:
1. Read the white paper. It is substantive, clear, and worth an hour. Read The Invisible Business here →
2. Run the free Signal Pulse audit. It takes about a minute and gives you a quick read on where you stand. Run yours here →
For context: SHE IS AI scored 58/100 on the full Signal Score audit. Coca-Cola scored 44/100. No-one is perfect — but knowing where you stand is where every fix begins.
Our take
This is the kind of research women in AI should be pointing at, sharing widely, and building the next generation of literacy around. Lenise's work is sharp, evidence-based, and grounded in something we deeply believe at SHE IS AI: that being seen accurately is not a vanity — it is a foundation.
Read the paper. Test your own business. And come back and tell us what you found.
The Invisible Business is authored by Lenise Kenney, Founder of Signal & Structure AI. It is a preliminary edition; methodology, dataset, and findings will be updated as additional businesses are added to the study.
