The problem
Give buyers evidence to evaluate.
Your company has expertise that buyers need, but too much of it stays inside conversations, meetings, and customer relationships. Turn it into accessible content that explains what you do, who it helps, and what your customers have achieved.
Engineers, operators, customers, and partners answer important questions every day. Without a capture process, those answers rarely reach the next buyer.
A named expert, a specific outcome, and a clear explanation give buyers more to evaluate than a broad brand claim. They also make your content easier to understand and attribute.
AI answers vary by prompt, engine, and time. Track relevant questions and use the results alongside search performance and qualified pipeline to decide what to improve.
How it works
Build a repeatable system for expert content.
GEO is not a feature you switch on. It is content you build and keep building. MarketScale gives you the system to capture, structure, and distribute your company's expertise so AI engines can see it.
MarketScale records interviews with your engineers, executives, customers, and operators. Named voices, concrete specifics, and documented outcomes give buyers useful evidence.
Create clear answers, transcripts, and author attribution. Use appropriate structured data that matches the visible content. Keep pages accessible to search engines; no special schema guarantees AI inclusion.
Content distributes across MarketScale's 17 industry verticals, building topical authority at the category level. Consistent, relevant coverage gives buyers more ways to discover and evaluate your expertise.
Our AI Visibility Dashboard tracks brand mentions across ChatGPT, Gemini, and Perplexity. See where you're cited, which brands AI cites today, and which content is driving the most AI-referred traffic.
Put it to work for your team
Start with the questions your buyers ask.
Discuss how to connect expert content with a scoped AI visibility measurement program. Agree what to track and how you will assess it.
Choose a 15-minute conversation with our team. No preparation required; bring what you know.
The result
Start with a measurement brief.
Identify your priority services, buyer questions, markets, languages, and relevant competitors. Agree which prompts and engines to track, when to repeat them, and which source domains count as yours. A consistent sample makes changes easier to interpret.
Review brand mentions, source citations, and AI-referred visits separately. Connect valid inquiries to your sales process before calling a visibility change a business result.
Get started
Explore AI visibility with a specialist.
See how MarketScale connects expert content with visibility tracking. Discuss your buyers, your existing expertise, and a practical next step for your team.
Related solution
Executive Thought Leadership
The definition
What is GEO (Generative Engine Optimization)?
Generative Engine Optimization is the practice of making your company’s expertise visible and citable inside AI answer engines (ChatGPT, Perplexity, Google AI Overviews, and Gemini) rather than only ranking in classic blue-link search. Where SEO optimizes pages for crawlers and keywords, GEO optimizes evidence: real practitioner language, structured data, named experts, and topical depth that large language models surface when a buyer asks for a recommendation.
MarketScale builds GEO infrastructure by capturing expert-sourced content, enriching it with FAQPage, VideoObject, and Person schema, and distributing it across 17 B2B verticals so AI engines repeatedly associate your brand with your category. Explore the AI Visibility platform, see how the platform works, see customer proof & case studies, or read the State of GEO & AI Visibility.
What you get
What a GEO program includes
AI visibility takes more than one tactic. These eight pieces work together, from the first audit to the citation share you track every month.
A prompt-by-prompt review of where your brand and your competitors appear across the AI engines your buyers actually use.
A capture plan built around buyer questions and the engineers, executives, and customers who can answer them with documented evidence.
Clear answers to natural buyer questions, with named sources and review before publishing.
Readable transcripts and structured data that match the published content. VideoObject describes an actual video; schema does not guarantee a citation.
Real practitioners with sameAs links: clear attribution that helps readers understand who is speaking.
Customer-approved accounts of specific outcomes, with permission to publish names, quotes, and supporting evidence.
Distribution to relevant owned channels and industry audiences, with destinations and publication requirements agreed for the program.
Tracking of brand mentions and citations across the selected engines and prompts. Confirm engine coverage, cadence, and reporting scope at kickoff.
The platform
Inside your AI Visibility Dashboard
GEO stops being guesswork when you can see it. MarketScale runs every program on a live dashboard that tracks what AI engines say about you, scores it against your competitors, and helps prioritize the next content changes against your buyer questions.
See what AI actually says about you
- A defined set of buyer prompts, selected engines, and review dates
- How often your brand is mentioned, and where you appear
- Questions to evaluate against your buyer research and search data
- Query fan-out: the sub-questions an engine asks itself before it answers
Turn AI answers into a scorecard
- An AI Visibility Score you can track week over week
- Share of voice and citation share against named competitors
- Which sources AI cites most in your space
- Sentiment and source patterns, with referral and crawler evidence where available
Close the gap, then measure the lift
- Prompt-level recommendations for what to publish next
- Expert-sourced content built to earn citations
- Test content changes and measure the lift in AI answers
- Changes in citation share across tracked prompts over time
This is not SEO
GEO vs SEO vs paid search
The three channels complement each other, but they reward different inputs. SEO rewards crawlable, useful pages. Paid search captures demand that already exists. GEO rewards citable expert evidence, and it is the only one of the three you cannot buy your way into.
| Channel | What it optimizes for | Why it matters | MarketScale role |
|---|---|---|---|
| SEO | Search rankings and organic clicks | Buyers still search Google | Build crawlable, useful content |
| GEO / AI visibility | AI-generated answers and citations | Buyers increasingly ask AI tools | Build citable expert evidence |
| Paid search | Sponsored clicks | Captures known demand | Complements authority but cannot replace it |
GEO and AI visibility, answered
The questions B2B teams ask before they invest in generative engine optimization.
What does a B2B AI visibility audit include?
Agree the buyer questions, brand names, competitors, markets, languages, and engines to review. Establish a dated baseline of answers, mentions, cited sources, and relevant content gaps, then prioritize the pages and expert content to improve. Confirm the sample size, reporting cadence, and deliverables before the work starts; an audit is a scoped view of AI answers, not a census of every buyer conversation.
What is the difference between a brand mention and a citation?
A mention names your brand in an answer. A citation points to a source URL and can support your brand, a competitor, or a general fact. Review mentions and citations separately, state which domains count as yours, and report rates against the sampled responses. A mention does not prove a visit, recommendation, or sales opportunity.
What should we bring to an AI visibility review?
Bring your priority services, buyer questions, target markets and languages, relevant competitors, and current website pages. Identify experts and customer evidence you can publish, name content approvers, and define what your team counts as a qualified inquiry. If you already track prompts, bring their dates and engine coverage so the baseline remains comparable.
How is a MarketScale GEO program priced?
AI Visibility is included in qualifying MarketScale plans. Review current pricing and confirm the selected plan, production capacity, prompt and engine coverage, review cadence, and any onboarding requirements. Content production and visibility measurement belong in one agreed scope; do not assume every service or monitoring configuration is included in every plan.
What is the difference between GEO and SEO?
SEO helps people discover useful pages through search. GEO focuses on visibility in AI-generated answers. They share important foundations: accessible pages, clear information, real expertise, and credible sources. MarketScale connects that content work with measurement of brand mentions and citations.
How do AI engines decide which companies to cite?
Selection varies by engine, prompt, location, and time. No content format or publishing volume guarantees a citation. Publish accurate, useful answers with clear attribution, then measure how your brand appears for relevant buyer questions.
What content should a B2B company publish for AI visibility?
Start with questions your buyers actually ask. Expert interviews, customer stories, product explanations, FAQs, and video transcripts can make your knowledge easier to find and evaluate. Use named sources and documented outcomes, and keep the information current.
Can I pay to appear in ChatGPT answers?
ChatGPT offers advertising placements that are separate from its organic answers. Buying an ad does not buy an organic recommendation. MarketScale helps you build and measure the expert content that supports discovery; it does not guarantee placement in AI answers.
Do I need special schema for AI visibility?
Google says its AI search features do not require special schema. Use appropriate structured data when it accurately describes the visible page, alongside crawlable content, clear internal links, and useful answers.
How do B2B companies execute GEO?
Capture knowledge from employees, customers, and partners. Turn it into clear content with AI assistance and human editorial support. Review and approve it, publish for relevant audiences, then measure search visibility, AI citations, and qualified pipeline to guide the next cycle.
How does user-generated content support AI visibility?
People closest to the work can explain details that generic copy misses. MarketScale helps capture those insights and turn them into attributable content, with editorial review and your approval before publication. That gives buyers useful evidence and creates content AI systems may discover.
How do you measure AI visibility?
Track brand mentions and citations for a defined set of prompts, competitors, and engines over time. Review the sample and reporting period alongside AI-referred visits, qualified inquiries, and sales opportunities. A change in mentions alone does not establish business impact.
How long does GEO take?
Timing depends on your existing content, the questions you track, publication cadence, and the engines involved. Start with a baseline and review changes over time. Rankings, citations, and pipeline growth are outcomes to measure, not promises tied to a fixed timetable.
More on GEO & AI visibility
How B2B Buyers Use AI to Choose Vendors (and How to Get Recommended)
Buyers now ask ChatGPT, Claude, and Perplexity which vendors to trust. Here is how AI decides who to name, and how to earn a spot on the shortlist.
Why the lowest supplier price isn't always the best pharmacy purchase
A guide for pharmacy purchasing teams on evaluating supplier offers beyond unit price, covering order terms, cash flow, and reliability.
Rewards in MarketScale Studio: give your crowd a reason to hit record
Put a gift-card incentive behind a content request and bring dealers, partners, customers and colleagues into your content program.
See GEO-driven content in the field
See it live
Watch your brand climb the AI shortlist
How buyers see you when they ask AI which vendors to consider, and how your share of voice compares to the field.
Buyer prompt
“Which vendors should we shortlist for commercial HVAC?”
Recommended
Get started
See how your brand shows up when buyers ask AI.
Run an AI visibility audit on your brand: the prompts your buyers ask, which brands AI cites today, and the expert content that gets you into those answers.
Or call us. No forms required. We pick up. 214-945-2512