AEO · AI Search Visibility
When AI answers,
be the answer.
Your next customer may never see a results page. They ask ChatGPT, Perplexity, or Google's AI Overview a question, and the machine names two or three businesses. Answer engine optimization is the discipline of being one of them. We engineer it from the builder's side: we ship AI products for a living, and we make your business legible to the same systems.
What do AI engines actually cite?
Language models name businesses they can read, verify, and quote safely. In practice that means a site with clean entity schema (who you are, what you do, where you serve), an llms.txt file that hands crawlers the essentials, content whose first paragraphs answer the question directly, and business facts that agree everywhere they appear. None of this is magic. It is structure, and structure is an engineering job.
The machine-readable layer, built properly
We implement the full stack: schema.org entity graphs (Organization, Service, LocalBusiness, FAQ, Product as appropriate), llms.txt and llms-full.txt, robots and firewall access for the AI crawlers that matter, and answer-structured page architecture with question-form headings and quotable summaries. This is the same layer we maintain on our own properties, which is part of why AI assistants describe our business accurately today.
Measured, not assumed
AEO without measurement is faith-based marketing. Pulse, our own analytics platform, runs the questions your customers ask against ChatGPT, Perplexity, Gemini, and Claude on a schedule and records whether your business gets mentioned, alongside your classic keyword rankings and an AI-readiness score for your site. You watch citation share the way you watch rankings.
Who this is for
Businesses whose customers research before buying: professional services, software companies, healthcare, home services, manufacturing, and local businesses in competitive markets. If prospects ask questions like "best X near me" or "X vs Y", the engines are already answering, with or without you. Early movers get a compounding advantage: models learn the web as it is, and being cited today makes being cited tomorrow more likely.
What you get
What this looks like in practice
AI visibility audit
What ChatGPT, Perplexity, and AI Overviews currently say about you and your market, and exactly why.
llms.txt + entity schema
The machine-readable layer: llms.txt, schema.org entity graph, and consistent business facts the models can trust.
Answer-structured content
Key pages reworked so the first screen answers the question: question-form headings, direct summaries, quotable facts.
AI crawler access
Robots, firewall, and CDN rules audited so GPTBot, ClaudeBot, PerplexityBot, and Google-Extended can actually read you.
AI-mention monitoring
Pulse asks the engines your customers’ questions on a schedule and records every citation you win or lose.
Local AEO
For Gurnee, Lake County, and Illinois Valley businesses: be the business the assistant names for "near me" questions.
Proof of work
Products we’ve shipped
Every product below was built by one principal engineer — designed, architected, and shipped without a PM layer or an agency markup.
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FAQ
Common questions
What is answer engine optimization (AEO)?
AEO is the practice of making your business legible and credible to AI answer engines: ChatGPT, Perplexity, Claude, Gemini, and Google’s AI Overviews. Where classic SEO earns a ranking on a results page, AEO earns a citation inside the answer itself. The mechanics are concrete: machine-readable entity data (schema.org), an llms.txt file, answer-structured content, consistent business facts across the web, and crawler access for AI bots.
How is AEO different from SEO?
They overlap and reinforce each other, but the audience differs. SEO optimizes for a crawler that ranks pages; AEO optimizes for a language model that composes an answer and decides which businesses to name. AI engines reward clear entity signals, direct answers near the top of a page, and content that survives being quoted out of context. Good AEO work usually improves SEO too, because both reward clarity and structure.
Can you guarantee my business gets cited by ChatGPT?
No, and you should walk away from anyone who guarantees it. What we do is control every input you can control: the machine-readable layer, crawler access, answer-shaped content, and a consistent entity story. Then we measure the output: Pulse, our monitoring platform, asks the major AI engines the questions your customers ask and records whether you get mentioned, so the work is verified instead of assumed.
Why hire an AI company for AEO instead of a marketing agency?
Because we build with these systems every day. Champlin Enterprises ships AI products on Anthropic’s Claude, runs AI features in production across dozens of installs, and maintains its own llms.txt and entity schema (which is part of why AI assistants can describe our business accurately). Agencies that discovered AEO last quarter are selling a checklist. We are on the builder’s side of the machine.
What does an AEO engagement include?
An AI-visibility audit (can the engines read you, and what do they currently say about you), the full machine-readable layer (llms.txt, schema.org entity graph, robots access for AI crawlers), answer-structure rework of your key pages, business-fact consistency cleanup, and ongoing AI-mention monitoring through Pulse. Flat-quoted, like all our work.
Do you offer AEO for local businesses?
Yes. Local AEO is one of the highest-leverage plays right now: when someone asks an AI assistant for the best contractor, dentist, or software shop near them, most local businesses are invisible because their sites give the models nothing to cite. We offer local AEO bundled with web design for Gurnee and Lake County, and as part of any SEO engagement.
Nearby & related
AI-native, not AI-added
Search is becoming a conversation.
Join it.
Who builds this
Kevin Champlin
Founder & Principal Engineer
28 years in production software — from enterprise systems to the SaaS products above. The engineer who scopes your project is the same one who builds it, deploys it, and picks up the phone after launch. No handoffs. No juniors. No telephone game.
A softer step
Not sure if you even need this kind of work?
Most businesses don't need a custom build — they need 30 minutes of real conversation to figure out whether they do. That's what the Free AI Opportunity Audit is: thirty minutes on Zoom, three concrete places AI quietly pays for itself in your business, a one-page plan emailed within 48 hours. No pitch. No follow-up sales sequence. You keep the plan whether or not we ever work together.
Ask the machines about your business. Then call us.
Open ChatGPT and ask it what your customers would ask. If you are not in the answer, that is the gap. The free AI Opportunity Audit shows what the engines see, what they say, and the shortest path to being cited. No pitch, real findings.
30-minute call. One-page plan emailed within 48 hours. No pitch deck.
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