Blog - Visibility Governance Consulting

Where MCP Fits in AI Visibility Maturity

(And Why Most Organizations Are Not Ready for It) As discussion of MCP (Model Context Protocol) spreads, many organizations are asking the same question: “Should we be building an MCP server?” In most cases, the answer is not yet — and that hesitation is not a technical limitation. It is a governance maturity issue. MCP […]

Sustaining Brand Visibility with VGMM

Make the Case for Governance Maturity If your organization has experienced unexplained ranking drops, post-launch traffic declines, or emerging AI visibility gaps that no one anticipated, the problem is rarely a lack of SEO effort. More often, it is a failure of governance—decisions shipped without review, standards that exist but are not enforced, or critical […]

If MCP Servers Aren’t Discoverable, Why Would Anyone Build One?

A common reaction to discussions about MCP (Model Context Protocol) is straightforward: “If AI systems don’t discover MCP servers automatically, why would a publisher ever build one?” It is a fair question — and it reveals how deeply we still assume that visibility works like search. The answer is that MCP is not about being […]

AI Visibility Is Splitting Into Two Paths — And Most Boards Are Only Governing One

For two decades, digital visibility followed a single rule:If you publish content that search engines can crawl and rank, you can be found. That rule is no longer sufficient. AI-mediated discovery is splitting visibility into two distinct paths, each governed by different forces, owned by different teams, and misunderstood by leadership in different ways. Most […]

How to Audit Your Devices for Retracking

If you find that ads for products you saw in a physical store are following you around online, you are experiencing Offline-to-Online (O2O) Retargeting. This sophisticated technique links your real-world movements to your digital identity. The good news is that you can significantly limit this tracking by adjusting a few settings and adopting stronger privacy […]

Offline to Online Retracking

How is Offline to Online (O2O) retracking performed? Many people have noticed that they visit a branded store in a mall, or a brand exhibit in a department store, and later on a social media platform they see ads from the same brand. The brands and scenarios here are fictitious, and do not imply that […]

Unanswered Online Customer Questions

If you browse Google Maps and search for a local business, you’ll notice that the business owners seem to be unaware of their listing, or are ignoring customer questions. A local business is not necessarily a small business. Google Business Profile You can feature your details if you are a business owner, but that’s another […]