Answer Engine Optimization · Share of Model

AI doesn't search.
It decides.

When a high-value prospect wants to know who the best firms are in your category, they don't open Google anymore. They ask ChatGPT. They query Perplexity. They check Google AI Overviews. And they act on what comes back.

Your Share of Model is the percentage of relevant AI-generated answers that include your company — measured across ChatGPT, Claude, Perplexity, and Gemini, the four platforms representing over 90% of global AI assistant usage. Most premium service firms have never seen that number.

Most leadership teams find that conversation clarifying. A few find it urgent.

See Your AI Visibility Score — 20 Minutes

AI knows your name. The question is whether it says your name when nobody mentions it first.

Every company exists in the AI layer to some degree. The platforms have scraped the internet. They know names, basic descriptions, domain histories. That is not the issue.

The issue is what happens when a prospect asks an unprompted question — who are the most reputable private jet operators in the Northeast, which wealth managers in Austin specialize in family offices, what concierge medicine practices in Scottsdale are worth calling. Nobody typed your name. The AI decides on its own who to recommend.

That decision is being made right now, for your category, on all four major platforms. You have no input into it. And it may not be going the way you expect.

Real Snapshot Finding — Private Aviation Firm
"This company owns arguably the most valuable domain in private aviation — and it is invisible in the AI answers that now drive the first research step for every high-value prospect."
When asked who the most reputable private jet providers in the US are, the AI named eight companies. This firm was not one of them. The AI knew the domain existed. It did not know the company. It conflated domain acquisition history with company history — returning a founding date three decades off, naming no current leadership, and providing no verifiable credentials. A domain that should be the firm's most powerful commercial asset was doing zero work at the moment of highest prospect intent.

The distinction that matters: the AI knowing your domain and the AI knowing your company are not the same thing. And the same company can appear as a clear authority on one platform and be absent on another. One query returns accurate, specific information. A different query returns outdated data, vague language, or a competitor's name. You have no control over which version a prospect sees.

Most premium service firms aren't failing AI visibility for one reason. They're hitting three walls simultaneously.

These walls don't appear in a Google Analytics report. They don't show up in your SEO dashboard. They exist in the AI layer — and they're costing you prospects who never reach your website at all.

01
The Technical Wall
If the machines can't read you, you don't exist.
AI crawlers are built for text-first data. They don't reliably read PDF attachments, navigate JavaScript-heavy sites, or index content behind technical barriers — regardless of how valuable that content is.
Real Finding

For one leading aviation firm, world-class safety certifications and fleet maintenance standards existed only inside static PDFs. When a prospect asked which private jet firm has the highest safety rating for transatlantic flights, this company was skipped entirely. Their proof existed. It was locked in a vault the AI couldn't open.

02
The Identity Wall
If the machines are confused about who you are, they won't recommend you.
AI platforms need to resolve your company as a single, verified, current entity. Outdated sub-brands, legacy listings, inconsistent data, and conflated histories create entity confusion — and the AI responds by choosing competitors with cleaner signals.
Real Finding

For one high-end service provider, the AI was confusing the parent brand with five outdated sub-brands that hadn't been active in years. Without a single dominant source of truth, the AI lost confidence in the company's data entirely — and chose a competitor with unified digital architecture instead.

03
The Authority Wall
If the machines can't find specific proof, they choose the brand that gives them more data.
AI models look for data density. They need to answer the who, what, where, and how for the user. A website written in brand language — bespoke experiences, discerning clients, exceptional service — gives the AI nothing to extract. Adjectives don't qualify. Facts do.
Real Finding

A luxury brand appeared for general category queries but disappeared completely for specific, high-intent questions. A competitor who provided clear, declarative, factual answers won the citation share — not because they were better, but because they were easier for the AI to use as a source.

Your Share of Model, measured with precision across every platform that matters.

I use an enterprise AI visibility platform to run over 100 high-intent queries across ChatGPT, Claude, Perplexity, and Gemini — the questions your prospects are actually asking, without your name in them. Three signals are tracked for every response: mention frequency, impression share, and position.

The result is your AI Visibility Score — a 0 to 100 index showing exactly where you stand, how you compare to competitors, and how your score changes over time as the work takes effect. I also map your citation landscape: the specific domains and URLs the AI uses to construct answers in your category, and exactly where you are missing from that chain of information.

This is not a manual scan. It is systematic measurement of your AI presence — with a before-and-after Delta Report at the conclusion of every engagement that proves what changed and why.

100+
Queries Per Analysis
High-intent questions your prospects are actually asking — without your name in them. The unprompted queries that determine your real Share of Model.
4
Platforms Measured
ChatGPT, Claude, Perplexity, and Gemini — representing over 90% of global AI assistant usage. Every platform your prospects use.
3
Core Signals Tracked
Mention frequency, impression share, and position — combined into a single AI Visibility Score from 0 to 100 that tracks your progress over time.

Four engagements. One outcome: your company gets recommended.

Start Here
Share of Model Audit
A complete diagnostic across all seven dimensions of AI visibility — entity establishment, citation authority, technical accessibility, structured data, content architecture, reputation signals, and competitive presence. Every dimension scored Red, Yellow, or Green. Every gap tied to a specific, prioritized remediation path. The Audit tells you exactly what needs to be built and why. The Signal Officer engagement executes from it.
Fast Track
AI Visibility Accelerator
For companies that want to move immediately on the technical foundations. I activate an AI-optimized delivery layer on your existing website — resolving the Technical Wall and the Identity Wall simultaneously, without developer delays or webmaster dependency. Paired with real-time monitoring, you see your AI Visibility Score moving from the start. Strategic pillars — citation authority, content architecture, entity establishment — are addressed through ongoing advisory direction.
Full Engagement
AI Signal Officer
A 90-day engagement in which I serve as your Acting AI Signal Officer — directing your webmaster, PR firm, and content team through the complete, sequenced work that builds your AI signal architecture across all seven dimensions. Includes the Machine-Readable Brand Style Guide — the translation layer between what your company knows about itself and what AI systems can find, understand, and cite. This is not a report that sits in a folder. It is implementation leadership with a defined mandate and a measurable result. At the conclusion of 90 days, your Share of Model has moved — documented in a Delta Report showing exactly which queries you gained, which platforms improved, and what drove the change.
Ongoing
AI Signal Governance
AI platforms retrain continuously. A company that achieves strong visibility today can drift as competitors earn new citations or model updates shift the landscape. Governance is active signal expansion — not passive monitoring. Monthly mention alerts surface changes the moment they happen. Each quarter targets a new layer of signal architecture. Quarterly Delta Reports show exactly how your Share of Model moved and why — making retainer renewal a confirmation, not a sales conversation.

Premium service firms where trust is the primary purchase driver.

I work with companies in the $10M to $150M range where high-value prospects do significant research before making contact — and where being absent from or misrepresented in AI-generated answers is a direct revenue leak, whether or not it's currently visible on any dashboard.

If your prospects are the kind of people who do serious research before they call — and if one right relationship is worth six figures or more — then what AI says about you at the moment of that research is a commercial question, not a marketing question.

Private Aviation Wealth Management Specialty Medicine Luxury Travel Professional Services Concierge Services Family Offices Executive Search

I've spent 25 years at the intersection of commercial credibility and high-trust sales — private aviation, luxury travel, yachting, private residence clubs, wealth management, and the firms and brands that serve affluent clients.

I know how high-value prospects research, evaluate, and select providers in these categories. I know what a referral source looks for before they put their name behind an introduction. And I know what it costs a firm — quietly, invisibly — to be absent from the AI answers that now drive the first step of that research.

The firms building their Share of Model now will own the category recommendation for years. The window to establish that position before it becomes table stakes is open. It will not be open indefinitely.

The Starting Point

See what AI is saying about your firm when nobody mentions your name first.

In 20 minutes I can show you what AI systems are currently returning for the queries your prospects are running right now — how often you appear, where you rank relative to competitors, and what the AI is actually saying about your firm at the moment of highest prospect intent.

Most leadership teams find that conversation clarifying. A few find it urgent. Start the Conversation
c.frost@lockepoint.com  ·  617-515-5377  ·  lockepoint.com