Red Mage
PrimerJun 27, 2026

What Generative Engine Optimization (GEO) Actually Is in 2026

Half of the people writing about GEO are selling something. Here is the version without the pitch. What GEO actually is, what it is not, and the handful of concrete things worth doing.

By Andrés Sepúlveda Morales · Published Jun 1, 2026 · Updated Jun 27, 2026

A decade of craft shipping web, AI, and automation for mission-driven teams · Top Independent on Contra

Key takeaways

  • GEO makes your site easy to cite by LLM answer engines: it optimizes for being quoted as a source, not just appearing in a results list.
  • What matters more now: citable sentences, JSON-LD structured data, and machine-readable summaries at /llms.txt and /llms-full.txt.
  • What matters less than claimed: keyword density, backlink quantity, and page-speed micro-optimizations.
  • There is no Search Console for ChatGPT yet: track brand-name search volume, chat referrals, and periodic manual checks.

GEO in one paragraph

Generative Engine Optimization is the practice of making your site easy to cite by LLM-powered answer engines: ChatGPT search, Perplexity, Claude with web access, Google's AI overviews, Bing Copilot. It overlaps heavily with classic SEO but optimizes for being quoted as a source, not just appearing in a results list.

What is actually different from SEO

Three things matter more than they did. Three things matter less than the breathless tweets claim.

Matters more now
  • Citability: source-quotable sentences an LLM can extract verbatim
  • Structured data: JSON-LD that tells the model what each page IS
  • Machine-readable summaries: /llms.txt and /llms-full.txt as curated entry points
Matters less than claimed
  • Keyword density (LLMs read meaning, not term frequency)
  • Backlink quantity (a few authoritative citations beat volume)
  • Page-speed micro-optimizations (still matters for users, not the LLM signal)

The actual GEO checklist

These are the things I implement on every site I ship. That is the list. Most of the rest is paid course material.

  • Add /llms.txt with a one-paragraph site description and a curated link list
  • Add /llms-full.txt with concatenated long-form markdown of your key pages
  • Add JSON-LD on every page: Organization sitewide, Article on posts, Service on service pages, FAQPage on Q&A pages, Person for the founder
  • Write FAQ sections in question-and-direct-answer form so they get quoted cleanly
  • Allow GPTBot, PerplexityBot, ClaudeBot, OAI-SearchBot, Google-Extended, CCBot, Applebot-Extended in robots.txt
  • Cite the same recognitions, awards, dates, and numbers consistently across pages so LLMs can triangulate
  • Get cited on 2 to 3 high-authority external pages (platform profile, conference page, press mention)

What to actually track

There is no Search Console for ChatGPT yet. What you can track:

  • Brand-name search volume as a proxy for whether LLMs are surfacing you
  • Direct referrals from chat.openai.com, perplexity.ai, claude.ai (small numbers but useful)
  • Periodic manual checks: ask Perplexity "who builds websites for nonprofits?" once a month and see if you appear

How I bake GEO into every client build

Every site I build ships with the GEO layer above by default. It adds maybe four hours to a site build and is the single highest-impact thing I do for client visibility right now. The full web development service page has the longer version, and the consulting page is where orgs with existing sites usually start.

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About the author

Andrés Sepúlveda Morales

Founder, Red Mage · Independent technologist

Andrés is a Puerto Rican technologist based in Barcelona working with nonprofits, B Corps, mission-driven teams, Latino-led businesses, creative professionals, and early-stage founders. Red Mage is his independent consulting practice: fully bilingual (EN/ES), accessibility-first, and built on the conviction that technology should be a tool of liberation, not extraction.

Top Independent on Contra · Best Consultant (EN & ES), Contra 2025–26 · Recognized Puerto Rican Voice in Tech · Framer Expert · A decade of craft shipping web, AI, and automation for mission-driven teams

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