When buyers ask AI “best [your category],” your brand should be in the answer.

AEO is SEO plus three things: answer-ready content (clean blocks AI can extract), source management (cleaning up how you're described in third-party places already cited by AI), and compliant digital PR (independent sources where you can't win on your own domain). Google's AI feature guidance points back to standard Search fundamentals rather than a special AEO markup layer. The fundamentals still matter; the surfaces are different.

A visibility gap means the brand is absent from a successfully observed answer. A narrative gap means it appears but is described inaccurately or weakly — for example, 'enterprise-only' despite a lower-priced plan, or as the wrong product category. Missing provider data is a measurement gap, not a visibility gap. Reports separate all three.

Google documents that AI Overviews and AI Mode may use query fan-out, issuing multiple related searches across subtopics and data sources. So 'best CRM for startups' can branch into angles like free tiers, migration support, solo-founder workflows, and product comparisons. We map those branches per prompt, identify which the brand can plausibly win, and target those.

No, and you should be skeptical of anyone who does. AI retrieval is non-deterministic, varies by user context, and changes as models update. What we can commit to: tracking citation share, cited pages, grounding-query coverage, AI-referral sessions (via utm_source=chatgpt.com and Bing's AI Performance dashboard), and conversions — and reporting trajectory monthly.

Because that's how the systems work. Google's docs note that recrawling and reprocessing structured-data or content changes can take days and sometimes longer. Bing says reflected changes can take seconds to a week. OpenAI takes about 24 hours to respond to robots.txt updates. Once content is published, citations build over weeks as models re-retrieve. A multi-month engagement is operational reality, not a sales gimmick.

These are paid placements. Each publisher sets its own labelling, and the listing shows it where the publisher states one. Link type is shown on each listing and varies by outlet. We don't use irrelevant white-label pages dropped on authority domains purely to borrow ranking signals; Google's site-reputation-abuse policy is designed to address that pattern.

No. Wikipedia notability requires significant coverage in independent reliable sources, and conflict-of-interest rules discourage paid editing. The right path is to earn coverage first, then request factual corrections transparently where allowed. Compensated reviews on community platforms like Reddit also fall under FTC disclosure rules. We work the durable way: real coverage, real evidence, real corrections.

Every report starts with intended versus successful prompt-provider observations so missing data is visible. It then records mentions, cited pages, brand descriptions, and relevant prompt-family coverage. Search Console and Bing AI Performance data are used where available; GA4 tracks known AI referrals, engaged sessions, and conversions. Visibility, traffic, and business outcomes are reported as separate layers rather than collapsed into one score.

Discovery (ICPs, buyer-journey prompt mapping, source-control matrix) up front. Then per month: 8 answer-ready articles on your site (typically 2/week), source-update sprints across the third-party surfaces already being cited (business profiles, retailer/marketplace listings, app-store/software-directory pages), a community-source plan where relevant (Reddit, forums, niche communities — done compliantly), and a monthly citation report. Strategic PR runs as a priced add-on against the highest-value fan-out branches.

Three groups: (1) Teams under ~$5K/mo that can't fund both content and source/PR work simultaneously — the program won't have enough surface area to move metrics. (2) Companies that need a guaranteed mention in under 30 days — that's a different motion. (3) Large teams that want to debate every change. The program works best when one operator can approve work and stay out of the way.

Worth knowing: Search Console reporting can change when Google changes how AI features appear and are counted in Search. Reports should annotate known data anomalies and avoid over-interpreting impressions or CTR without click, conversion, and downstream engagement context.