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AEO for B2B Companies: AI Search Optimization, GEO, LLM SEO and ChatGPT Visibility for Business Buyers

Updated September 2026 · Written and maintained by the Progression Agency strategy team

AEO for B2B companies is the work of being the vendor an AI assistant names when a buyer asks who to shortlist: answer engine optimization, generative engine optimization (GEO), AI SEO and LLM SEO are the same job under different names. It covers the prompts buyers ask assistants (best [service] providers for mid-market companies, [vendor] vs [vendor], what does [service] cost, vendors that serve [industry] and are SOC 2 compliant, who are the top [category] companies in [region]), the sources assistants cite (analyst and review sites, directories, case studies, pricing pages, LinkedIn and trade press, vendor pages), what a B2B company has to publish by service, segment and proof, pricing and compliance as retrievable facts, and measurement in citations and pipeline. Progression Agency provides AI search optimization for B2B companies from New York for companies across the United States. This page explains how assistants answer B2B buying questions, the prompts by buying stage, the sources they cite, what to publish, retrievability, measurement, what an AI visibility agency for B2B should deliver, and what it costs.

On this page · 16 sections
  1. How AI assistants answer B2B buying questions
  2. AEO, GEO, AI SEO and LLM SEO for B2B companies: one service, many names
  3. Check your AI visibility for B2B companies in an hour
  4. The prompts that matter by buying stage
  5. Where assistants get their B2B answers
  6. What a B2B company has to publish to be cited
  7. Pricing, proof and compliance as retrievable facts
  8. Gated content is invisible
  9. Technical retrievability
  10. Reviews and corroboration
  11. Measurement: citations and pipeline
  12. AEO alongside B2B marketing
  13. What an AI visibility agency for B2B should deliver each month
  14. How to choose an AEO agency for B2B companies
  15. What it costs: AEO for B2B companies
  16. Related services and guides

The short answerB2B prompts are shortlist prompts: “top [category] vendors for a 500-person company”, “[vendor] vs [vendor] for [use case]”, “how much does [service] cost per month”, “[category] providers with SOC 2 that serve healthcare”. Assistants answer them from review platforms, analyst content, directories and vendor pages that state services, segments, pricing, proof and compliance as text. A B2B company whose site is a value proposition, three icons and a demo form is not cited; a company with a page per service, a page per segment served, a pricing page with ranges or models, case pages with named outcomes, a compliance page and a comparison page with a stated basis is. AEO for B2B publishes those facts, corroborates them where buyers and assistants look, and measures which prompts now name the company.

Ranges on this page are the planning figures Progression Agency publishes; a quote follows a written scope. Nothing here describes a named client or a measured result for one.

How AI assistants answer B2B buying questions

Shortlist prompts are answered from review platforms, analyst lists and directories; comparison prompts from vendor comparison pages with a stated basis; fit and compliance prompts from segment and compliance pages; cost prompts from pricing pages. Our answer engine optimization agency page covers the method; B2B marketing agency covers the full program; this page is AI answers for B2B companies.

B2B companies describe this work as AEO for B2B companies, AEO for B2B or AI SEO for B2B, answer engine optimization for B2B companies, AI SEO for B2B companies, generative engine optimization for B2B companies, AI search optimization for B2B companies, AI visibility for B2B companies and B2B companies AI visibility, ChatGPT optimization for B2B companies, LLM SEO for B2B companies, AI search for B2B vendors, or how a B2B company gets found in ChatGPT. This page covers all of it.

AEO, GEO, AI SEO and LLM SEO for B2B companies: one service, many names

The service on this page is sold under a dozen names, and B2B companies search for it under all of them. They describe one job: making a business retrievable, specific and corroborated enough that AI assistants cite it. Whichever name you searched, the work and the measurement are the ones described here.

Names for AI search optimization and what each emphasizes, applied to B2B companies
NameAs searched for this industryWhat the name emphasizes
AEO (answer engine optimization)AEO for B2B companiesBeing the answer an assistant gives, not a link it lists
GEO (generative engine optimization)GEO for B2B companiesThe same work named for generative models such as ChatGPT and Gemini
AI SEOAI SEO for B2B companiesSEO practice extended to AI answers; used by agencies and tool vendors
AI search optimization (AISO)AI search optimization for B2B companiesOptimizing for AI search surfaces including Google AI Overviews and AI Mode
LLM SEO / LLM optimization (LLMO)LLM SEO for B2B companiesOptimizing for large language models directly, including retrieval and citation
AI visibilityAI visibility for B2B companiesThe measurement side: how often and where assistants name you
ChatGPT optimization / ChatGPT SEOChatGPT optimization for B2B companiesPlatform-specific phrasing for the most used assistant
AI Overviews and Perplexity optimizationAI Overviews and Perplexity optimization for B2B companiesPlatform-specific phrasing for Google’s and Perplexity’s answer surfaces
Conversational search optimizationConversational search optimization for B2B companiesThe older name from voice and chat search; the same retrievability work

Check your AI visibility for B2B companies in an hour

  1. Write ten questions a customer of B2B companies would ask an assistant, in their words, including one that asks for a recommendation near a town you serve.
  2. Run each in ChatGPT, Gemini, Perplexity and Google AI Mode with identical wording; save every answer verbatim with the date.
  3. Mark which answers name you, which name a competitor, and which cite a source you could be on (a directory, a review site, a publisher).
  4. Open your own site with JavaScript disabled and read the page an assistant would need; note what disappears.
  5. Check robots.txt for the AI crawlers by name and confirm they are allowed.
  6. Repeat the same ten questions monthly; the change in named-mention share is your AI visibility trend.

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The prompts that matter by buying stage

What business buyers ask assistants about B2B vendors
StageExample promptsWhat gets a vendor cited
Categorybest [category] companies for mid-market; top [service] providers in [region]Service pages by segment, review-platform profiles, directory listings
Comparison[vendor] vs [vendor]; alternatives to [incumbent]Comparison pages with a stated basis and date
Fit[service] for [industry]; vendors that integrate with [system]; supports [requirement]Segment pages, integration pages, requirements stated as text
Costhow much does [service] cost; pricing model for [category]Pricing page with ranges, models and what moves price
Proof and compliance[vendor] case studies; is [vendor] SOC 2; [vendor] reviewsCase pages with named outcomes, compliance page, review corroboration

Where assistants get their B2B answers

Sources assistants cite for B2B companies
Source typeExamplesWhat to do
Review platformsG2, Clutch, Capterra, TrustRadius by categoryComplete profiles, category placement, a review program
Analyst and publisher listsGartner, Forrester, trade publications’ vendor round-upsEarn inclusion with real facts; cite them where relevant
Directories and associationsIndustry directories, association member listsListings current and matching the site
Professional networksLinkedIn company and executive pagesConsistent facts; named people
The vendor’s siteService, segment, pricing, case, compliance and comparison pagesExtractable, specific, structured

What a B2B company has to publish to be cited

A page per service stating scope, deliverables and who it is for, a page per segment served, a pricing page with ranges or models, case pages with named clients and outcomes where permitted, a compliance and security page, comparison pages, a team page with named people and an integrations page where relevant. Our AEO content writing page covers the rules.

Pricing, proof and compliance as retrievable facts

Ranges or pricing models, minimums and terms, named outcomes with numbers the client approved, certifications with dates, and the segments and regions served, stated as text; assistants quote vendors that state them and hedge on vendors that gate.

Gated content is invisible

Case studies behind forms, pricing behind sales calls and whitepapers behind gates are not read by assistants; a public summary with the facts, and the gate on the depth, keeps both.

Technical retrievability

AI crawlers allowed, pages rendered without scripts, Organization schema with founders and certifications, Service schema per offering with areaServed, FAQ schema on pricing and compliance pages, no login walls on proof. Our free AI crawler access checker shows the current state.

Reviews and corroboration

Review volume and recency on G2 and Clutch, reviews naming the service and the outcome, consistent facts across directories, LinkedIn and the site, and press mentions earned with real work. Our review management page covers the process.

Measurement: citations and pipeline

A fixed prompt set by category, segment and region run monthly with identical wording, citation share recorded, and inquiries and opportunities that mention an assistant logged in the CRM. Our free AI visibility checker runs the first test.

AEO alongside B2B marketing

The same service, segment and proof pages serve Google rankings, AI citations, LinkedIn and paid landing pages. Our B2B marketing agency page covers the full program; B2B advertising agency covers paid; AEO for SaaS covers software specifically.

The same service, segment and proof pages serve Google rankings, AI citations, LinkedIn and paid landing pages.

What an AI visibility agency for B2B should deliver each month

  1. Prompt set by category, segment and region, run monthly and recorded.
  2. Retrievability fixes: crawlers, rendering, schema, ungated proof.
  3. Service, segment, pricing, case, compliance and comparison pages written to be quoted.
  4. Pricing, outcomes and certifications published and matched.
  5. Review-platform, directory and LinkedIn corroboration.
  6. Reporting: citation share and assistant-referred pipeline.

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How to choose an AEO agency for B2B companies

  • Ask for the prompt set they would run for your category and segments.
  • Ask how proof is ungated without losing lead capture.
  • Ask how comparison pages are sourced and dated.
  • Ask how citations are tied to pipeline in the CRM.
  • Ask who owns the content and profiles. The company must.

What it costs: AEO for B2B companies

Answer engine optimization is priced like SEO, because most of the work overlaps with it. For AEO for B2B companies, the ranges below are the published US bands we quote against; the number for a specific site is driven by rendering, template count and how much of the work already sits inside an SEO engagement.

AEO planning ranges (US figures)
EngagementTypical rangeWhat it covers
AEO audit$1,000–$4,000 one-offEight checks, roughly 10–20 hours, with a prioritized fix list
AEO added to an existing SEO retainerA few hours of setup, roughly $400Schema, extractable answers, entity clean-up on pages already being worked
Standalone AEO retainer$1,500–$20,000 / monthContent restructuring, schema, citations and monitoring across a site
Technical remediation for extractability$1,500–$6,000 one-offRendering, template and structured-data fixes

Every figure above is a planning range already published on this site; the quote for AEO for B2B companies follows a written scope, and the same ranges apply across the United States and worldwide.

Pages on this site that sit next to AEO for B2B companies and that a buyer usually reads alongside it.

AI, AEO and what is changing

Frequently asked questions

What is AEO for B2B companies?
Making a B2B company’s services, segments, pricing, proof and compliance retrievable and corroborated so AI assistants cite it for shortlist, comparison, fit and cost prompts; also called GEO, AI SEO or LLM SEO for B2B.
What does AEO for B2B companies cost?
An AEO audit runs $1,000–$4,000; adding AEO to an SEO retainer runs roughly $400 of setup; a standalone retainer runs $1,500–$20,000 per month by company size; technical remediation runs $1,500–$6,000 one-off. Ranges are published; quotes follow discovery.
Do business buyers ask ChatGPT for vendor shortlists?
Yes; category, comparison, fit and cost prompts, increasingly before any search or referral.
Which pages get a B2B vendor cited?
Service pages, segment pages, a pricing page, case pages with named outcomes, a compliance page and comparison pages with a stated basis.
Should a B2B company publish pricing?
Ranges or models, yes; assistants answer cost prompts from vendors that publish and hedge on vendors that gate.
Which platforms matter for B2B?
G2, Clutch, Capterra and TrustRadius by category, analyst and publisher lists, industry directories, LinkedIn and the vendor’s own site.
Do reviews affect AI answers?
Yes; volume, recency, category placement and what reviews mention are the signals assistants use for shortlist prompts.
How do you measure AI visibility for a B2B company?
A fixed prompt set run monthly, citation share recorded, and inquiries and opportunities that mention an assistant logged in the CRM.
Does this work for professional services firms?
Yes; service, industry and proof pages with named people carry the citations.
Does this work for industrial and technical B2B?
Yes; specification and compliance facts as text are the case, and the manufacturers page covers that in depth.
How long before a company is cited?
Retrievability and profile fixes show within weeks; service, pricing and proof pages take one to three months to appear in answers.
Is AEO different from B2B SEO?
It builds on the same pages but adds ungated proof, pricing and compliance facts as text, corroboration and prompt-set measurement.
What about Google AI Overviews for B2B categories?
They draw on review platforms, publishers and vendor pages; pricing and comparison pages with schema appear there too.
Do you write comparison pages?
Yes, with a stated basis, a date and accurate competitor facts; no invented claims.
Do you write case studies?
Yes, with client-approved outcomes and names, and a public summary where the full case must stay gated.
How does this connect to LinkedIn and outbound?
The same facts and proof feed LinkedIn pages and outbound sequences, so every channel says the same thing.
What do you report?
Citation share by prompt, retrievability status and assistant-referred pipeline, monthly.
Do you work outside New York?
Yes, across the United States.
Who owns the content and profiles?
The company does.
What is the first step?
Send the services, segments, proof and site. You get a written AI visibility review, the prompt set and a quote.
Is GEO for B2B companies different from AEO for B2B companies?
No. Generative engine optimization and answer engine optimization describe the same work for B2B companies: retrievability, specific pages, corroboration and prompt-set measurement. The names differ by who is selling it.
What is AI SEO for B2B companies?
The same discipline described from an SEO practitioner’s side: the pages and signals that get B2B companies cited in AI answers, built on top of the pages that rank in Google.
How do I check AI visibility for B2B companies?
Run a fixed set of customer questions in the major assistants with identical wording, record who is named and cited, and repeat monthly; the free AI visibility checker on this site runs the first pass.
Does ChatGPT optimization for B2B companies also cover Google AI Overviews and Perplexity?
Yes; the same retrievable, corroborated pages are what every assistant draws on, and the prompt set is run across ChatGPT, Gemini, Perplexity and Google AI Mode.

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