2026 AEO Checklist: Getting Your Local Business Recommended by ChatGPT & Perplexity

The paradigm shift from blue links to conversational answers

High-income consumers increasingly bypass traditional Google searches. Instead, they prompt ChatGPT Search, Perplexity, or Copilot to synthesize recommendations based on verified local business data.

If your website lacks structured entity declarations, AI bots have zero factual certainty to cite you as an authoritative recommendation.

The 6 technical requirements for LLM discoverability

1. Validated Schema.org LocalBusiness: Machine-readable JSON-LD declaring exact coordinates, service area geoshapes, and entity disambiguation via Wikidata/Wikipedia URLs.

2. Explicit robots.txt Crawl Directives: Allowing GPTBot, PerplexityBot, ClaudeBot, and Applebot rather than defaulting to generic legacy blocking rules.

3. Answer-First Paragraph Architecture: Placing definitive answers in the first 80 words of every service page so token extraction is computationally inexpensive.

4. Transparent Pricing & Service Catalog: Models favor websites with clear facts over vague 'contact us for a quote' landing pages.

5. Sub-800ms Time-to-First-Byte (TTFB): Clean server-rendered HTML ensures web scrapers never bounce due to client-side hydration timeouts.

6. Cross-Web Citation Consistency (NAP): Identical Name, Address, and Phone data across Google Business Profile, LinkedIn, and your site.

Benchmarking your score

We built an open 15-second scanner at Pawzn Visual Studio that scores your domain from 0 to 100 across these technical axes to verify model citation readiness.

Frequently Asked Questions