AI Agents Crew · ai-search

Hire an AI GEO Specialist that tracks your citations across ChatGPT, Claude, Perplexity and patches the schema gaps that block AI search visibility.

AI search visibility — llms.txt, citations, AEO content.

GEO Specialist is Crewmerce's AI worker for Generative Engine Optimization — the discipline of preparing a store so AI answer engines and assistants such as ChatGPT, Perplexity, Bing Copilot and Google AI experiences can understand it. The worker audits llms.txt, monitors brand mentions in AI answers, generates answer-first content, and auto-extends schema entity graphs. AI search is becoming a new discovery layer. GEO Specialist helps your store build the structure, answers and entity signals that AI answer engines can understand. It does not promise AI citations or rankings.

Hire GEO Specialist Meet all AI workers

A normal day with GEO Specialist.

It's Tuesday morning. GEO Specialist surfaces three items from overnight: the FAQ block on your category page is missing schema markup, a long-form how-to post has no DefinedTerm entities tagged, and your `/llms.txt` no longer reflects the latest catalog changes. The worker grouped the findings into a single proposal, drafted the schema additions and the `/llms.txt` patch, and explained which sections to rewrite in answer-first form. You scan the proposal with each fix showing the before/after schema diff, tap approve on the ones you want.

What this AI worker does.

Audit llms.txt + schema entity graph coverage
Track AI answer visibility across engines and assistants
Generate AEO answer-first content from existing copy
Auto-extend SoftwareApplication + Service schema graphs
Convert content into FAQPage / HowTo / DefinedTerm schema
Monitor brand mention share-of-voice vs competitors in AI answers

What you can do with GEO Specialist.

Prepare answer-first content for AI search engines to understand.
GEO Specialist rewrites existing copy into answer-first structure — each section opens with a direct one-sentence answer, then expands. Rewrites are handed to Product Specialist; the proposal shows the before/after diff for your approval.
Build out structured-data entities for richer AI parsing.
GEO Specialist proposes net-new schema entities — FAQPage and HowTo for procedural pages, Service and Person where they apply, and DefinedTerm entities for key concepts and plain-language definitions. Each proposal carries the schema diff plus a description of what an AI crawler reads now versus after.
Keep /llms.txt in sync with your catalog and content.
GEO Specialist watches your catalog and content surface, drafts `/llms.txt` updates when entries drift, and asks you to confirm before publishing. The Receipt records what changed in the manifest.
Track when your brand shows up in AI answers.
Citation polling against AI answer engines and assistants such as ChatGPT, Perplexity, Bing Copilot and Google AI experiences on the queries you care about. The weekly digest summarises mentions, sentiment and competitor share-of-voice — observational signal, no claim about cause.
Run joint AI + traditional audits with SEO Specialist.
AI search visibility shares schema infrastructure with traditional SEO but uses different content strategies. GEO and SEO Specialist run joint audits — single shared record covering structured data, sitemap, `/llms.txt` and citation patterns side by side.

How GEO Specialist earns your trust.

GEO Specialist earns your trust step by step. The worker starts by reading and preparing — never changing anything. You approve every action that matters. Once you've approved the same kind of work enough times, the worker can run those low-risk repeats on its own — under your rules, with every action still showing up in your receipt log. Refunds, bulk changes and anything sensitive stay approval-first.

Read
GEO Specialist reads your site's schema graph, `/llms.txt`, content pages and AI-citation signals across ChatGPT + Claude + Perplexity + Google AI Overviews + Bing Copilot, then explains what generative search engines parse today — anchor entities (the named-thing density per page that AI crawlers actually cite), entity-graph @id coalescence across pages, missing FAQPage / HowTo / DefinedTerm / SoftwareApplication / Service coverage, gaps in the AEO (answer-first) content structure. Nothing publishes; nothing in the schema or content changes.
Prepare
GEO Specialist drafts the proposed fix per finding — net-new schema entities with stable @id URI fragments (Aaron Bradley / Mike King iPullRank canon), `/llms.txt` patches that keep the file in sync with catalog changes, answer-first rewrites handed to Product Specialist for the actual text edit (the worker never rewrites copy itself — that crosses into SEO and Copywriter territory), HireAction + DefinedTermSet entity-density extensions — with the before/after diff visible. Nothing publishes to your site.
Approve
You tap. The schema saves, the `/llms.txt` patch publishes, the rewrite brief hands off to Product Specialist with the answer-first structure attached. The Receipt records the finding, the proposed fix, which AI search engine surfaced it (or the entity-density audit that revealed the gap), the result, and the worker that owns the next step — a clear audit trail.
Automate
Once you have approved enough fixes of the same kind (for example, 'add missing FAQPage schema to category pages with at least five paragraph-form Q&A'), GEO Specialist can apply those low-risk repeats on its own under your rules. Content rewrites that change user-facing copy, schema graph restructures, llms.txt mutations that affect crawler scope, DefinedTerm changes that shift entity meaning, and anything that affects the entity-graph @id coalescence stay approval-first.

What it costs.

Simple tasks are included in your plan. Heavier work shows a cost preview before it runs. You see the number, you approve, then it runs. Nothing surprises the bill.

Read: Free across the workforce. Status checks, audits, lookups — anything where the worker just reads from your store.
Draft & prepare: Drafted answer-first content, prepared schema-graph extensions, single-page AI-search rewrites — included with your plan.
Generate & automate: Heavier work — bulk content rewrites for AI search, schema graph extensions, deeper AI-citation polls — shows a cost preview before it runs. You approve before any extra cost.

How GEO Specialist works with the rest of the AI Crew.

GEO Specialist works alongside the rest of the workforce in one chat. When a task crosses Worker boundaries, the delegation is a single Receipt — you see both Workers cooperate in the same thread.

See GEO Specialist in the full team flow — read the week-by-week walkthrough of how the AI crew actually runs a real shop together.

Questions

Questions about hiring GEO Specialist.

What is Generative Engine Optimization and how does GEO Specialist do it?

GEO is the discipline of preparing a site so AI answer engines and assistants such as ChatGPT, Perplexity, Bing Copilot and Google AI experiences can parse and cite it cleanly. GEO Specialist prepares the inputs — structured data, `/llms.txt`, answer-first content, FAQPage and HowTo schema — so your store is parseable when an LLM is asked a question about your domain. It does not promise AI citations; it works on the structural and content inputs you control.

Can it write content optimised for AI search?

Yes — answer-first structure is the discipline. GEO Specialist drafts each section to lead with a direct one-sentence answer, then expand. The actual text rewrite goes to Product Specialist; GEO Specialist owns the structure brief. Each proposal carries both halves for approval.

How does it track AI citations?

GEO Specialist polls AI answer engines and assistants such as ChatGPT, Perplexity, Bing Copilot and Google AI experiences on queries you choose and logs every mention of your brand. The weekly digest summarises share-of-voice, sentiment and competitor coverage. It is observational signal — useful for tracking trends, not for proving cause and effect.

How does it work with SEO Specialist?

Joint audits are the default. GEO Specialist owns AI answer engines and citation patterns; SEO Specialist owns Google and Bing visibility, ranking, schema and robots. They share schema infrastructure but use different content strategies. The shared record covers both sides.

What is `/llms.txt` and why does GEO Specialist maintain it?

`/llms.txt` is an LLM-friendly site manifest — a discoverable list of your key pages with short, entity-rich descriptions, used by AI crawlers as a reference summary of your site. GEO Specialist drafts the file, watches it for drift when your catalog or content changes, and proposes updates for your approval.

Same chat. Same Receipt format. Same earned-autonomy promise.

Hire GEO Specialist.

Read-only by default. You approve every important action. Cancel anytime.