AI Visibility, AEO and GEO for SaaS
Make your SaaS expertise easier to find, understand and reference.
Senior AI Visibility and Answer Engine Optimisation support for SaaS and B2B companies. The work strengthens the pages, evidence, entity information and answer structures that can help search and AI systems interpret your company accurately during buyer research. It improves controllable inputs—without pretending any consultant can guarantee a citation.
- Useful content and SEO remain the foundation
- Direct senior involvement
- No citation or answer-placement guarantees
AI Visibility is delivered through the SEO and AI Visibility offers. There is no invented “citation package” or pay-to-appear promise.
Why SaaS brands disappear in AI-assisted research
The company may have good expertise—but weak retrieval, weak evidence or an unclear story.
AI visibility problems are rarely solved by adding a new acronym to the SEO plan. They usually come from gaps in the information systems and buyers can actually access.
The brand is described inconsistently.
Product language, audience, category, founders, expertise and service details change across pages, profiles and third-party sources.
Useful answers are buried inside vague pages.
Buyers and systems struggle when definitions, comparisons, limitations, fit, process and proof are implied rather than explained directly.
Evidence is weak or disconnected.
Expertise, client proof, first-party data, authorship and sources may exist but remain separated from the pages making important commercial claims.
Monitoring creates noise instead of decisions.
Random prompts and screenshots do not create a usable baseline by market, platform, buyer question, citation source or commercial relevance.
Choose the right level of support
Start with the smallest engagement that can produce a trustworthy visibility decision.
The Pricing page remains the source of truth. AI Visibility is included in the SEO and AI Visibility offers, with broader strategy available when the search journey spans channels.
SEO and AI Visibility Diagnostic
Assess technical eligibility, important pages, entity consistency, answer coverage, evidence and measurement gaps.
- Technical and on-page diagnosis
- Entity, answer and evidence gaps
- Prioritised visibility roadmap
Best before a redesign, migration or large content investment.
SEO and AI Visibility Growth
Improve commercial pages, buyer answers, internal relationships, evidence, entity information and visibility monitoring.
- Prompt and buyer-question strategy
- Page, answer and evidence improvement
- Entity, schema and monitoring guidance
No unsupported ranking or citation guarantees.
Search Journey Strategy Sprint
Connect AI-assisted research, organic discovery, commercial pages, paid demand capture and conversion signals.
- Research-to-demand journey map
- Paid, organic and AI priorities
- Channel and page sequence
Best before separate teams create conflicting plans.
Integrated Search Growth
Connect Google Ads, organic search, AI-assisted research, commercial pages, evidence and pipeline measurement.
- Paid and organic search direction
- Shared intent and page priorities
- One roadmap from research to pipeline
Best when channels need shared priorities and evidence.
The AI Visibility framework
Improve the information path from technical eligibility to commercial trust.
AI Visibility is not one optimisation. It is the combined quality of access, meaning, answers, evidence and measurement.
Eligibility
Important pages must be crawlable, indexable, internally linked and available in text.
Entity clarity
Make the company, people, services, audience, topics and relationships consistent.
Extractable usefulness
Explain definitions, comparisons, fit, process, limitations and commercial questions directly.
Evidence
Connect expert authorship, sources, client proof, first-party data and transparent claims.
Monitoring
Track prompt sets, mentions, citations, linked sources, referrals and useful buyer actions.
What Google’s guidance means in practice
Strong SEO fundamentals remain more important than decorative “AI optimisation.”
There is no special AI schema or magic machine-readable file.
Google’s current Search documentation says pages must be indexed and eligible to appear with a normal snippet to be considered as supporting links in AI Overviews or AI Mode. It also says there are no additional technical requirements and no special schema.org markup required.
That makes crawlability, useful content, internal links, visible text, accurate structured data and strong page experience the practical foundation.
Read Google Search Central guidance →What the service covers
Strengthen the pages and evidence buyers encounter during complex research.
Included in the agreed AI Visibility scope
Measurement without false precision
Track visibility signals and commercial outcomes separately—then look for useful connections.
Mentions and answer categories
Record platform, market, date, question, brand presence, answer type and meaningful changes over time.
Linked sources and competitors
Track whether the brand is cited, which page is linked, which sources dominate and whether the citation is relevant.
Queries, referrals and landing pages
Review Search Console, analytics, AI referrals, branded discovery and the pages buyers use after early research.
Qualified actions and pipeline
Keep demo quality, opportunities and pipeline reporting distinct from prompt visibility; connect them only where evidence supports it.
AI outputs can vary by platform, model, location, date, prompt wording and system behaviour. Monitoring is directional evidence, not a promise of stable placement or exact attribution.
How the first 90 days work
Establish a baseline, fix the strongest controllable gaps and expand from evidence.
The exact sequence depends on the site and market, but the work normally moves from research and diagnosis to page improvement, evidence and monitoring.
Commercial and prompt context
Clarify audiences, markets, buyer questions, competitors, priority pages, platforms and the business decisions visibility should support.
Baseline and evidence diagnosis
Record mentions, citations, sources and gaps; review crawlability, entity consistency, page answers, authorship and proof.
Priority-page improvement
Improve the commercial pages and supporting answers most likely to strengthen understanding, relevance and buyer trust.
Monitor, learn and expand
Re-run the defined prompt set, review linked sources and site behaviour, then update the roadmap from observable evidence.
How it connects to SEO and Google Ads
AI-assisted research is one part of a non-linear search journey.
A buyer may discover an idea in an AI answer, verify it through organic search, return directly, compare alternatives and later click a paid result. The channels should share evidence and language without pretending the journey is linear.
SEO makes useful pages eligible and discoverable.
Crawlability, indexability, internal links, page relevance, visible text and technical quality remain the foundation.
AI Visibility improves clarity, evidence and retrieval potential.
Direct answers, consistent entities, expert ownership and credible sources help systems and buyers interpret the company more accurately.
Google Ads captures later commercial intent.
Paid search can use the same buyer questions, proof, brand language and page strategy when the need becomes more immediate.
Evidence standard
Credibility improves when the page is explicit about what has—and has not—been proven.
No invented AI Visibility case studies.
The strongest verified numerical track record is in paid search. AI Visibility and AEO are current service capabilities and methodologies. They are not presented with made-up citation increases, referral figures or platform outcomes.
The relevant proof is direct SaaS and B2B search experience, commercial-page discipline, transparent measurement and a refusal to promise outcomes controlled by external platforms.
Fit requirements
Better fit creates stronger evidence, cleaner priorities and a more useful first call.
Likely a strong fit
- SaaS or B2B with complex products or sales-assisted buying
- Buyers ask important definition, comparison and implementation questions
- The website has expertise, proof or first-party evidence worth strengthening
- The team can improve commercial pages, content and technical foundations
- Leadership accepts that visibility and pipeline require separate measurement
Probably not the right fit
- The goal is guaranteed citations or a fixed “share of AI” promise
- Mass AI-generated content is the primary requirement
- Fake mentions, link schemes or manufactured authority are expected
- The team will not improve weak pages, evidence or technical access
- There is no meaningful commercial question behind the monitoring
AI Visibility, AEO and GEO questions
Clear answers before you book.
How much does AI Visibility work cost?
AI Visibility is delivered through the SEO and AI Visibility offers. The diagnostic starts from €2,000 one-time, while ongoing SEO and AI Visibility Growth starts from €2,500 per month. Integrated Search Growth starts from €5,000 per month when Google Ads, organic search and AI-assisted research need one strategy.
Is there a standalone AI-citation package?
No. A citation-only package would overstate what a consultant controls. AI Visibility work is scoped around SEO foundations, commercial pages, answers, entities, evidence, authorship, internal relationships and responsible monitoring.
What is the difference between AI Visibility, AEO and GEO?
AI Visibility describes how consistently and accurately a brand appears during AI-assisted research. Answer Engine Optimisation focuses on making useful answers clearer, better structured and better supported. Generative Engine Optimisation is a related industry term. None of the labels creates a guaranteed placement.
Does Google require special AI schema?
Google’s current documentation says there is no special schema.org markup, AI text file or additional technical requirement for AI Overviews or AI Mode. The page still needs to meet normal Search requirements and be eligible to appear with a snippet.
Can SEO, schema or AEO guarantee AI citations?
No. The work can improve crawlability, clarity, relevance, evidence, entity understanding and citation potential, but each platform controls retrieval, inclusion, citation, wording and links.
Which AI platforms are monitored?
The prompt set and platforms are agreed in the scope based on market, audience, product and commercial relevance. The aim is a repeatable baseline, not an unlimited collection of screenshots from every available tool.
How is AI Visibility measured?
A defined prompt set records platform, market, date, brand mention, answer category, citation, linked source and competitors. Owned-site discovery, referrals, qualified actions and pipeline are measured separately.
Does the service include content writing?
Page strategy, briefs, answer structures, optimisation guidance and agreed copy support can be included. Large-scale article production or unlimited copywriting is not included by default.
Does the service include technical SEO and schema?
Technical diagnosis and structured-data recommendations can be included. Large-scale development, migrations or complex implementation may require collaboration with the client’s development team or another specialist.
Can AI Visibility be bought without Google Ads?
Yes. SEO and AI Visibility Growth can be scoped as a standalone service. Integrated Search Growth is recommended only when paid, organic and AI-assisted research need shared priorities and measurement.
How quickly should results appear?
There is no responsible universal timeline. Visibility depends on the starting point, competition, technical access, website authority, evidence, implementation speed, model behaviour and platform changes. The first objective is to improve controllable inputs and establish a useful baseline.
What should I bring to the first call?
Bring the website, priority products or services, markets, important buyer questions, known AI or organic visibility concerns, competitors, current monitoring and the commercial decisions the team needs to support.
Improve the information your buyers—and AI systems—can actually use.
Bring the current website, priority buyer questions and visibility problem. In 30 minutes, we can decide whether you need a €2,000+ diagnostic, ongoing support from €2,500/month, a €4,000+ strategy sprint, integrated growth from €5,000/month—or another route.
Prefer email? andrei@andreivisan.com