AI search optimization — the 2026 playbook.

AI search optimization is the work of making your brand findable inside AI-generated answers, not just inside ten blue links. The same buyer query — "best Klaviyo consultants in Miami" — used to return a list. In 2026 it returns a synthesized paragraph with three to seven citations. If your brand is not in those citations, you are invisible in the moment the buyer is forming an opinion.

1. llms.txt at the root. Five minutes. Immediate effect on Claude and Anthropic-adjacent crawlers. Format: llmstxt.org.
2. Schema markup across cornerstone pages. Organization + WebSite, FAQPage, Service, Article, BreadcrumbList, Speakable, DefinedTermSet. Tells engines what each page is.
3. Answer-shaped content. Every cornerstone H2 is a buyer question, every opening paragraph is a 40-to-80 word direct answer.
4. Off-site mentions. 5 to 10 mentions in sites the engines already trust — trade press, Wikipedia, Crunchbase, podcast transcripts, niche directories.
5. Track citation rate weekly. Without measurement you cannot iterate.

Weeks 1-2: structural fixes ship — llms.txt, schema, content reshape. First mention tracking baseline.

Weeks 3-6: first citations land. Perplexity recrawls fastest. Claude lags one to three weeks. ChatGPT and Google AI Overviews lag longest because they piggyback on slower indexes.

Weeks 7-12: citation count compounds. By day 90 most clients we work with land at least 10 citations across the four major engines for category queries.

Citation rate. Percentage of category queries where your brand is cited by name. The headline metric.

AI Overview position. When Google AI Overview fires on a query, are you in the citation bar? Track per query.

Mention sentiment. When the engine cites you, what does it say about you? Bad description is worse than no citation.

We use Search Atlas / OTTO for technical and content optimization (it autopilots schema, titles, descriptions, H2s, and internal links). Profound or Otterly for citation tracking across the major LLMs. Google Search Console for AI Overview impressions. And our own Beacon agent runs the daily monitoring across all of them.

The full stack is what we ship on the $25 audit and what we run for every retainer client.