Entity graph + schema
Organization, LocalBusiness, Person, Service, FAQPage as sitewide JSON-LD. Owner's Person schema linked via sameAs to LinkedIn, Facebook, BBB. Without this, AI assistants cannot match the site to a real entity.
A Baldwin Digital service — included in every SEO retainer
AI Search Optimization (also called Generative Engine Optimization, or GEO) is the work of getting your business recommended by ChatGPT, Claude, Perplexity, and Google AI Overviews when a person asks "who is the best [service] in [city]?". It is structurally different from classic Google SEO — different algorithms, different signals, different winners. A business can rank seventh on Google and be the number one ChatGPT recommendation. Baldwin Digital builds the schema, content, llms.txt, robots.txt allow-list, and entity graph that make every client citable by every major AI assistant. Included in every Baldwin SEO retainer.
Shipped on every retainer • ChatGPT + Claude + Perplexity coverage • No separate pricing tier
The thesis
Ahrefs published a December 2025 study of 75,000 brands measuring what actually drives AI visibility. The headline: brand mentions across credible sources correlate three times more strongly with AI citation than backlinks. YouTube mentions correlate at 0.737 — the single strongest predictor. The Digital Bloom's 2026 AI Citation Report found that 47% of Google AI Overview citations come from pages ranking below position five — meaning passage quality and entity trust matter more than raw domain authority. The implication for small local businesses: the playing field for AI search is genuinely open right now. Most local agencies have not adapted. Most local-business websites silently block AI crawlers via their CDN's default security plugin. The window is open.
The receipt
Every figure below is readable in Google Search Console.
Baldwin Builders is a North Myrtle Beach general contractor we manage. We rebuilt the site and shipped a service- and location-page strategy on top of a full schema, llms.txt and entity-graph build — the same structural work that makes a page legible to an AI assistant. The search results are checkable: the site moved from page four to page one for “general contractor North Myrtle Beach,” took a top-three spot in Google’s local map pack, and monthly impressions went from 5,314 to 30,678. Nothing paid, nothing sponsored — earned through schema completeness, content structure, location specificity and clean entity signals.
On AI assistants specifically we make no citation claim. Those results shift week to week and we will not publish a receipt we cannot re-verify on the day you read it. What we will state is what we ship — documented below, on every site Baldwin Digital builds.
Methodology — five steps
The same work that put Baldwin Builders into Google's AI Overview. Applied to every SEO retainer.
Organization, LocalBusiness, Person, Service, FAQPage as sitewide JSON-LD. Owner's Person schema linked via sameAs to LinkedIn, Facebook, BBB. Without this, AI assistants cannot match the site to a real entity.
Explicit robots.txt Allow for GPTBot, ClaudeBot, PerplexityBot, OAI-SearchBot, Google-Extended, Applebot-Extended, and ten more. llms.txt with the highest-value pages curated.
Every section opens with a 40–60 word direct answer. Bodies broken into 100–300 word self-contained answer blocks — the citation range for 62% of AI Overview answers.
Dedicated pages per city + service combo. Each carries LocalBusiness schema scoped to that city. Phrases written so Google can extract them for "Their website mentions" justifications.
Monthly owner-on-camera YouTube video (city + service in title). LinkedIn built and linked. One local-press pitch per quarter. Quarterly live ChatGPT / Claude / Perplexity citation tests in incognito.
Built for
You are not a fit if you want AI search done in isolation from classic SEO, expect citation guarantees on a fixed timeline, or want to hide owner identity behind a generic brand. The work is owner-led by design — that is what entity trust requires.
Pricing
As of 2026, classic SEO and AI search optimization share too many signals to sell as separate products. If you are on a Baldwin SEO retainer, you are already getting the AI search work.
See full pricing on the pricing page or read about Baldwin's SEO service.
FAQ
AI Search Optimization (also called Generative Engine Optimization or GEO) is the work of getting a business recommended by AI assistants — ChatGPT, Claude, Perplexity, Google AI Overviews, Google AI Mode, and Bing Copilot — when a person asks "who is the best X in Y city?". It is structurally different from classic Google SEO. Where Google ranks pages in a list, AI assistants pick a specific business and recommend it inside a conversational answer. Different algorithms, different signals, different winners.
Classic SEO optimizes for Google's ranking algorithm — keywords, backlinks, page authority, click-through rate. AI Search Optimization optimizes for retrieval and citation inside large language models. The most important signal in classic SEO is backlinks. The most important signal in AI search is brand mentions across credible sources — Ahrefs' December 2025 study of 75,000 brands found brand mentions correlate three times more strongly with AI citation than backlinks. A business can rank seventh on Google and be the number one ChatGPT recommendation, because the two systems are scoring different things.
We can prove the structural work and the search results it produces. Baldwin Builders, a North Myrtle Beach general contractor we manage, went from page four to page one for “general contractor North Myrtle Beach” and into the top three of Google’s local map pack, with monthly impressions rising from 5,314 to 30,678 — every figure readable in Google Search Console. AI assistants are a moving target, and we do not publish citation claims we cannot re-verify on the day you read them. So we report what is checkable: the schema, the llms.txt and robots allow-list, the entity graph, and the ranking outcomes.
No. AI Search Optimization is included in every Baldwin Digital SEO retainer. We do not sell it as a separate tier or upsell. The reason: as of 2026, classic SEO and AI search optimization use overlapping signals (schema, content structure, entity graph, technical access) and treating them as separate products produces worse outcomes than running them together.
ChatGPT (with web search), Claude (Anthropic's web features), Perplexity, Google AI Overviews, Google AI Mode, Bing Copilot, and Apple Intelligence. Every Baldwin engagement explicitly allows the crawlers that feed those systems in robots.txt. Most local-business sites silently block these via default CDN security plugins. Baldwin's sites do not.
Google AI Overviews citations can appear within weeks of structural work because the AI Overview layer is fed by the live Google index. ChatGPT, Claude, and Perplexity citations are slower because those systems combine live web search with training data — citation lift depends on both ongoing crawl activity and the brand-mention surface area across Reddit, YouTube, LinkedIn, and local press. Honest expectation: structural improvements visible in weeks, brand-mention compounding visible over months.
llms.txt is an emerging standard file (similar to robots.txt) that lists the highest-value pages on a site so AI crawlers can ingest the curated version instead of guessing from the navigation. Anthropic respects it in Claude Desktop's retrieval. OpenAI and Perplexity have not yet confirmed live use of llms.txt as a citation signal. Baldwin ships it on every site anyway because the cost is one hour of work and the option value for 2027 is real. We do not sell it as a billable line item.
Yes — and small local businesses are currently advantaged. The Digital Bloom's 2026 AI Citation Report found 47% of AI Overview citations come from pages ranking below position five on Google. That means passage quality and entity trust matter more than raw domain authority. A small Charleston pressure washing company with strong schema, an active owner, and a clean entity graph can outcompete a national franchise that treats its website as a sales brochure.
No. The structural work that improves AI citation — schema markup, server-side rendering, passage-level content, entity graph cleanup, faster page load — also improves classic Google rankings. There is no tradeoff. The work doubles up. Pages that are clearer to AI assistants are also clearer to Google's ranking algorithm and to the humans who land on them.
Every Baldwin retainer includes quarterly live citation tests. We query ChatGPT, Claude, and Perplexity directly with the prompts a real customer would use ("best pressure washing in Mt Pleasant SC," "Charleston general contractor for kitchen remodels"). We document which businesses each AI cites, where you appear, and the gap to first. The tests are run in clean incognito sessions with no personalization, so the result is reproducible. You get the test transcripts in your monthly report.
More questions? Email [email protected] or call 843-352-8497.
Related work
SEO Services
The retainer that AI Search Optimization is included in. Rankings on Google AND citation by ChatGPT, Claude, Perplexity — handled together because they share signals.
Google Business Profile
Local pack ranking + the GBP-side signals that feed Google's "Ask Maps" Gemini-powered answers (which replaced the old public Q&A surface in 2025).
AI Ops Setup
AI Search Optimization gets you recommended by AI. AI Ops Setup puts Claude inside your QuickBooks, HubSpot, and Workspace. Two different AI plays — both productized, both with clear pricing.
Get the audit before your competitor does
Free AI visibility audit. We run live citation tests on ChatGPT, Claude, and Perplexity for the prompts your customers actually use, and email you the transcripts. No sales call required.