Someone asked ChatGPT which accountant to use in your city. Or which HVAC company. Or which attorney handles commercial leases. The AI answered. Your name may or may not have come up — and you probably have no idea which.
That's the situation most businesses are in right now. AI systems are actively forming opinions about who you are, what you do, and whether to surface you in response to questions from potential customers. The signals they rely on are largely technical, largely invisible to human readers, and largely within your control.
Here are the nine that matter most.
1. Structured Data on Your Website
This is the highest-leverage technical signal available to you, and most businesses either don't have it or have it wrong.
Structured data — implemented as JSON-LD using Schema.org vocabulary — tells AI systems and search engines exactly what your business is, not just what your website says about it. Instead of forcing a system to infer that you're a physical therapy clinic from your page copy, you explicitly declare it: entity type, services, location, hours, contact information, relationships to other entities. Without it, machines guess. With it, they know.
To check whether your site has it: open your homepage, right-click, select View Page Source, and search for application/ld+json. If you find nothing, you have no structured data. If you find something, check whether it accurately describes your business — stale or incomplete schema is common and nearly as bad as none.
If you need to add it, you have options. Free JSON-LD generators exist online — you fill in your business details and they produce code you paste into your site's <head> section. That alone is a meaningful improvement. AEOBRO generates a complete, accurate JSON-LD output as part of every AI Identity Profile, which can be exported and added directly to your website metadata in minutes.
But an AEOBRO profile does something a standalone JSON-LD snippet cannot: it verifies ownership. It connects your website, your social accounts, and your business identity into a single corroborated record — and through the Website Trust Booster, creates a two-way verified link between your website and your AEOBRO profile that AI systems can follow and trust. That distinction matters, and it's covered in point 9.
2. Google Business Profile
A verified, complete, and actively maintained Google Business Profile is likely the single most direct feed into Google AI Overviews — the AI-generated summaries now appearing above organic search results for millions of queries.
Complete means: correct category, full address, hours, phone, website, services listed, photos present. Verified means you've confirmed ownership through Google's process. Consistent means the information here matches your website and every other directory exactly.
If your Google Business Profile has outdated hours, a wrong address, or a category mismatch, that error is being fed directly into the AI system that answers questions about your business for anyone using Google.
One important limitation: Google AI Overviews is Google's product, built on Google's data infrastructure. The AI landscape now includes ChatGPT, Perplexity, Claude, Gemini, and a growing list of systems with different ownership, different data pipelines, and different retrieval architectures. Optimizing your Google presence improves your standing within Google's ecosystem. It does not automatically carry that signal to the others. AEOBRO operates independently of all AI platforms — a verified AEOBRO identity record is accessible to any AI system that crawls the web, regardless of who built it.
3. NAP Consistency
Name, Address, Phone. Identical. Everywhere.
Entity resolution — the process AI systems use to determine whether "Greenfield Legal" and "Greenfield Law Group LLC" are the same business — depends heavily on consistent identifiers. When your address appears differently across Yelp, your website, a Chamber of Commerce listing, and an old directory, AI systems face a disambiguation problem. The most common resolution is reduced confidence: you get represented less clearly, or not at all.
Audit your listings on Google, Yelp, Bing Places, Apple Maps, and any industry-specific directories. Fix conflicts. It's unglamorous work with real consequences.
4. Editorial Mentions
This is specifically how ChatGPT and Perplexity form opinions about businesses they don't have structured data for.
Both systems lean heavily on web-accessible text from credible publications — local news, industry trade press, professional association features, podcast appearances, conference listings, expert roundups. When an independent source describes your business in a way that's consistent with how you describe yourself, AI systems gain corroborating evidence. You exist. You do what you say you do. You're credible.
A single mention in a respected industry publication can carry more weight than dozens of self-published claims. Pitch local journalists. Apply to award lists. Write guest columns. Get cited.
AEOBRO AI Identity Profiles include a dedicated field for editorial mentions and press coverage. Adding those references to your profile connects them to your verified identity record, giving AI systems a structured path from your mentions to your canonical data rather than leaving them as disconnected fragments.
5. FAQ and Q&A Content
AI systems are built for question-answer interaction. Your website should be too.
FAQPage schema — structured markup that explicitly encodes questions and answers — maps almost perfectly to how large language models retrieve and synthesize information. When your site has clear, concrete answers to the questions your customers actually ask, you become easier to cite accurately.
The language matters. "We deliver transformational client outcomes" is invisible to machines. "We provide outpatient physical therapy for post-surgical orthopedic recovery in Bergen County" is indexable, categorizable, and retrievable. Write for machines first on FAQ pages. Humans will appreciate the clarity too.
AEOBRO AI Identity Profiles include dedicated FAQ fields. The answers you add there are published as structured, machine-readable data within your canonical identity record — directly accessible to AI systems without requiring them to parse your website at all.
6. Social Identity Consistency
LinkedIn, X, Facebook, and any platform where your business has a profile contribute to cross-platform identity corroboration. AI systems treat social profiles as evidence that an entity exists and that its identity is consistent across the web.
The standard is simple: your business name, description, website URL, and category should match across every platform. An abandoned Facebook page with an old address, a LinkedIn company page with a different tagline, an X bio that doesn't say what you actually do — each introduces noise into the picture AI systems are trying to assemble about you.
Clean this up. It takes an afternoon.
AEOBRO functions as a central verification hub for your social identity. When you connect your social accounts to your AEOBRO profile, you're not just listing them — you're creating a verified record that those accounts belong to the same entity as your website and your business identity. That cross-platform confirmation is something no individual platform can provide about itself.
7. Reviews Across Platforms
Reviews do more than marketing. They function as distributed semantic reinforcement for your entity claims.
A restaurant with hundreds of reviews mentioning "vegan," "family-owned," and "Park Slope" is giving AI systems repeated, third-party-validated signals about what that restaurant is. The review corpus becomes an information layer. AI systems use it not just for sentiment, but for classification.
Volume matters less than consistency and breadth. Reviews on Google, Yelp, and one or two industry-specific platforms — Healthgrades for healthcare, Avvo for legal, Houzz for contractors — are more valuable than reviews concentrated on a single platform. Actively request them from customers you've served well.
8. Wikipedia and Wikidata Presence
This is the highest-trust signal in the ecosystem — and the most inaccessible.
Wikipedia and Wikidata entries are treated as near-authoritative by most major AI systems. If your business has a Wikipedia article, AI systems are substantially more likely to represent you accurately and confidently. Wikidata entries — structured records that don't require Wikipedia's notability threshold — provide similar graph-level identity signals.
The honest reality: most small businesses won't qualify for Wikipedia, and attempting to game it violates their editorial policies. What you can do is ensure that any coverage you do have — a local news feature, an industry profile, a podcast appearance — consistently and accurately describes your business. That body of coverage is what eventually supports a Wikidata entry, if one becomes warranted.
There is no shortcut here. Earn the mentions. Keep the record clean.
9. A Canonical Identity Record
The eight signals above are all fragments. They're scattered across your website, Google's systems, review platforms, directories, and publications you don't control. AI systems piece them together as best they can — and where the picture is incomplete, they guess.
Here is the more accurate way to think about what's happening: every signal on this list is an attempt to approximate something that doesn't yet exist for most businesses — a single, verified, machine-readable source of truth that definitively answers the question AI systems are always trying to answer: who is this entity, really?
That's what a canonical identity record is. And that's what AEOBRO publishes.
An AEOBRO AI Identity Profile is not SEO for AI. It's the identity layer that structured data, social profiles, reviews, and editorial mentions are all trying to approximate. Everything else is a signal. AEOBRO is the source.
The profile lives at a stable, crawlable URL. It publishes complete JSON-LD. It connects your verified social accounts, your editorial mentions, your FAQ data, and your services into one coherent machine-readable record. And through the Website Trust Booster — a small file placed at /.well-known/aeobro.json on your domain — it creates a two-way verified link between your website and your AEOBRO profile. Your website says "we are who AEOBRO says we are." Your AEOBRO profile says the same back. That bidirectional confirmation proves three things simultaneously: you control the domain, the website and the profile belong to the same entity, and the identity data in both places is consistent and agreed upon.
An AI crawler that visits your website and finds that file has a direct path to clean, structured, owner-controlled identity data. It doesn't have to guess. It doesn't have to reconcile fragments. It follows the pointer and finds the answer.
This is early infrastructure. The businesses establishing it now will have a verified identity record in place before it becomes a competitive necessity.
The Harder Problem Nobody Mentions
Knowing what AI currently says about your business is useful. Fixing it is harder.
There is no clean correction mechanism. The sources AI systems draw from — scraped directories, old listings, outdated review sites — don't update just because you found the gap. You can update your Google Business Profile today and see the correction within weeks. But an AI system trained on a web snapshot from eighteen months ago may still be returning the old information, and you have no direct way to push a correction into it.
The most effective response is not to chase corrections. It is to make the accurate signals so strong, so consistent, and so machine-readable that they outweigh the noise. That's the real work — and it starts with knowing where you currently stand.
Start Here
AEOBRO's AI Legibility Audit is free. It shows you what structured data your site is currently publishing, where the gaps are, and what AI systems are likely working with when your business comes up. Two minutes to run. The results are usually clarifying.
From there, an AI Identity Profile closes the gaps — structured data, verified identity, connected social accounts, FAQ content, editorial mentions, and the Website Trust Booster, all in one place.
Run your free audit at aeobro.com/audit
AEOBRO publishes structured, verified AI Identity Profiles so businesses can be accurately represented across AI systems. Published Friday, May 23, 2026.