Is AEO a real discipline, or is this AI SEO rebranded?
The mechanism is different. Traditional SEO optimises for crawlers and keyword matching. AEO optimises for how large language models select, synthesise, and cite sources. Different inputs, different signals, different outputs. Citations, source authority, and entity recognition replace keywords, backlinks, and rankings as the primary levers.
Vailance's approach is evidence-led. The Visibility Audit tells us what the engines are actually citing in your category before we produce a single asset. No guesswork. No retrofitted SEO calendars. Engineered from observation.
Which AI engines does AI Visibility cover?
The major generative engines where B2B buyers research: ChatGPT, Claude, Perplexity, Google AI Overviews, and Bing Copilot. Each engine cites content differently, so the audit and content strategy are calibrated across all five rather than optimised for any single one.
How do we know if AI Visibility is working?
Citation measurement. We run a defined query set across each engine three to five times per query and log citations, mentions, and position. Before-and-after comparisons use repeated runs, not single-query checks: LLMs are non-deterministic, so real measurement requires frequency, not snapshots. You see citation rate lift per engine, per query category.
What is the difference between the audit and the retainer?
The audit is a one-time project: diagnostic, strategy, and the initial content library, delivered and handed off. Your team owns execution from there. The retainer is an ongoing monthly engagement where Vailance writes the content, fills citation gaps, monitors engine responses, and tunes the strategy as algorithms evolve. Clients who want AEO handled choose the retainer. Clients with strong in-house content teams or GTM Fabric subscriptions choose the audit.
Do we need GTM Fabric first?
No, but it compounds. AI Visibility builds on your narrative architecture. If you already have a sharp narrative (from Positioning or your own work), AI Visibility deploys that narrative into the AI-visibility surface. If you also run GTM Fabric, the Content Library and Digital Twin feed directly into AI Visibility's content production: the two systems compound.
How long before we see results?
First audit findings are immediate: within two weeks you see exactly how you currently appear across the engines. Content-driven citation lift typically takes 30 to 90 days as the engines re-crawl and synthesise new material. Retainer clients see ongoing compounding after the initial lift. One-time audit clients see the first citation wave from the initial content library, then plateau unless their team continues the work.
What about traditional SEO: does that still matter?
Yes. AI engines often use traditional search indexes to retrieve candidate sources before synthesising answers. Strong SEO foundations (clean site architecture, fast load times, internal linking, quality backlinks) remain the substrate AEO runs on. AI Visibility assumes traditional SEO is in reasonable shape and layers citation engineering on top. It does not replace SEO; it extends it into the AI surface.