Visibility
Answer-engine visibility audit
Establishing what AI assistants said about a business, then changing it.
Visibility2026Placeholder content
Placeholder entry. The structure is final; the content is not. Replace it in src/lib/work.ts and set status: "live".
The problem
Placeholder. What the assistants said at baseline — quote them verbatim, including the wrong bits.
The approach
Placeholder. Retrieval fixes, entity markup, content restructuring, citation surface. Note which moved the needle and which didn't.
Start here
Tell me what you’re trying to build.
Send the details and I’ll reply with a straight answer on scope, timeline, and whether I’m the right person for it. If I’m not, I’ll say so.