
What an "AI Visibility" Number Actually Measures
Two tools will report two different AI visibility numbers for the same month. What a score actually counts, why they disagree, and what to watch instead.
Insights / Field reports
Frameworks we ship, case studies from real engagements with distributors, manufacturers and contractors, and the algorithm updates that actually moved revenue. No listicle filler — only what we’ve seen work, or fail, on real client pipelines.
What we write about
Every post lands in one of three buckets — the same three we build engagements around. If a topic doesn’t move revenue or readiness, we don’t publish on it.
§ 01 · GEO · AI search
Citation engineering, schema depth, AIO-readiness checklists, and the structural shifts behind why traffic from informational queries collapsed in 18 months.
§ 02 · Technical SEO
Catalog architecture, crawl budgets, internal linking at industrial scale, Core Web Vitals on real PDP templates — not the homepage demo.
§ 03 · Conversion / lifecycle
B2B e‑commerce funnel mechanics, quote-cart vs cart logic, lead-magnet timing, and the email sequences that actually move pipeline.
The archive
Filter by the practice area you’re working in — or scroll the full index, newest first.
Topics

Two tools will report two different AI visibility numbers for the same month. What a score actually counts, why they disagree, and what to watch instead.

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Uncover SEO secrets in our comprehensive guide. Boost your website's visibility and attract more customers. Begin your SEO journey today!
Two doors
Most owners think they need more leads. They usually don’t. Either way you leave with the numbers, whether or not you hire us.
You sell a product
Distributors · Manufacturers
Buyers ask AI for the part and it names the manufacturer, not you. Amazon and the brands keep taking business that used to be yours. Become the company AI names for your products, and stop leaking the quotes you already get.
15 minutes, no pitch. We name the one constraint capping your growth and the change with the highest payback.
Book a growth call→You book jobs
Roofing · HVAC · Plumbing · Electrical
Homeowners search on Google, message on Facebook, call while your hands are full, and forget you once the work is done. I build one system across all of it. You get found, every lead gets an answer in seconds, every quote gets a follow-up, and you see what each channel paid.
About 20 minutes. See the revenue you’re not booking yet, and where it slips away. The numbers are yours to keep.
Revenue Leak Audit→