Generative Engine Optimization

Your buyers are asking ChatGPT and Claude — are you in the answers?

Generative Engine Optimization (GEO) is the discipline of getting your business cited when buyers ask AI search engines instead of Google. ChatGPT, Claude, Perplexity, Gemini, and Microsoft Copilot all return synthesized answers built from web content, and increasingly that is where buyer research starts.

Why GEO matters now

• 30-50% YoY growth in AI search query volume across major engines
• ~10% of US adults already use ChatGPT or similar as their primary search tool
• Zero competition in most B2B and local service categories — most agencies have not even heard of GEO yet
• Higher-intent traffic — buyers who got an AI recommendation are 3-5x more qualified than cold organic clicks
• Citation persistence — once an AI engine learns your brand, citations compound over time

How GEO is different from SEO

SEO ranks pages. GEO gets entities cited inside synthesized answers. Different mechanics:

• SEO: keyword density, backlinks, on-page signals, click-through rate
• GEO: factual accuracy, entity recognition, citation network density, content extractability, llms.txt presence
• SEO: measured by Google Search Console rankings
• GEO: measured by manual citation checks across AI engines + automated mention tracking
• SEO: Google can demote you for over-optimization
• GEO: AI engines penalize hallucination risk — clean factual content with citations wins

The GEO tactic stack

1. llms.txt and llms-full.txt files

The emerging standard for telling AI engines what to cite. A clean, factual, structured summary of your business at /llms.txt that AI crawlers can easily ingest. AHS deploys this as a standard component of every GEO engagement.

2. Wikipedia and authoritative entity establishment

AI engines lean heavily on Wikipedia and other authority sources for entity recognition. We help eligible clients establish or improve Wikipedia presence (when notability criteria are met), Crunchbase profiles, and industry directory authority listings.

3. Citation-ready content patterns

AI engines extract content in specific patterns — quoted statistics, attributed facts, defined terms, How-To structures. We restructure existing content to be more citation-friendly without sacrificing reader experience.

4. Brand entity reinforcement

Your brand needs to be recognizable as a discrete entity to AI engines. This means consistent NAP across surfaces, schema.org Organization markup, sameAs links to social profiles, and a Knowledge Graph footprint.

5. Citation network density

AI engines weight citations by source authority. We build referral citations from industry blogs, podcast appearances, partner sites, and Press Release wire services that feed into AI training data.

6. Factual content with hallucination resistance

AI engines avoid citing sources that have been wrong before. Our content includes verifiable claims with named sources, data points with citations, and structured factual statements that reduce the chance an AI confabulates wrong details about your brand.

Measurement

We run a manual citation check monthly across the four major AI engines (ChatGPT, Claude, Perplexity, Gemini), using a standard set of buyer-intent queries for your verticals. Plus automated tracking via Brandwatch, AHRefs Brand Mentions, and custom prompt monitoring. The deliverable is a ranking report by query, by engine, with month-over-month delta.

Compliance

• Factual accuracy required — we do not publish claims that cannot be sourced
• No “AI-generated” content stuffing — synthesizes content sources properly with author attribution
• Wikipedia editing follows WP:COI — disclosed paid editing, neutral point of view, notable claims only
• FTC disclosure — sponsored citations are clearly labeled per Endorsement Guides

Pricing

GEO is included in Search Optimization tiers. As a standalone engagement, GEO-only retainers run $1,200-$3,500/month depending on scope.

Disclaimer

AI search engine algorithms are proprietary and rapidly evolving. Citation outcomes are observed ranges, not guaranteed. AHS provides best-practice GEO methodology — engine-specific results vary by vertical, query mix, and engine update cadence.

Book a discovery call

Book a 30-minute discovery call or call 201-719-5225.