Built for the industries AI search keeps misunderstanding.
Generic content marketing fails technical buyers. We build search architecture for industries where the buyer is a facility manager, a procurement engineer, a property owner mid-emergency — people who need specific answers, not blog posts.
Why we organize by industry, not service.
A commercial HVAC facility manager and a homeowner with a broken AC use entirely different language, ask entirely different questions, and trust entirely different sources. Treating them as the same audience is why most agency content disappears in AI search results.
Each vertical below has its own search behavior model, its own citation patterns across ChatGPT, Perplexity, and Gemini, and its own content architecture. The work isn’t transferable. That’s the point.
Building Trades & Property Services
5 verticalsResidential HVAC
Emergency search behavior, homeowner research loops, diagnostic-form lead capture for HVAC contractors.
Commercial HVAC
Facility manager search architecture, equipment troubleshooting, storm-damage response patterns.
Commercial Electrical
Property manager search behavior across symptom diagnosis, contractor qualification, and compliance validation.
Roofing Contractors
Florida hurricane search trends, insurance-research-stage lead capture, roofing SEO that survives the storm cycle.
Water Damage & Restoration
Why panicked homeowners ask AI first, local entity authority, pagespeed as a recommendation factor.
Industrial & Manufacturing
4 verticalsIndustrial Equipment Supply
Distributor vs. manufacturer AEO, product-page architecture for AI citation, why specs in PDFs are invisible.
Marine Construction
Why qualified Tampa Bay contractors get passed over, schedule certainty as a content asset, procurement-grade content.
Co-Packing & Contract Manufacturing
How CPG brands vet co-packers in AI search, MOQ deal-killers, the vetting checklist buyers ask AI before they call.
Industrial SEO Frameworks
The capability page model, what agencies can learn from Thomasnet, structuring B2B catalogs for AI visibility.
Medical & Regulated Industries
2 verticalsSpecialty & Emerging Verticals
6 verticalsMarine Repair
How boat owners research problems before contacting a mechanic — the diagnostic search loop for marine service.
Flood Restoration
Water damage research loop, search architecture for the moment a homeowner discovers the leak.
HVAC Local SEO
Why HVAC local SEO is different, Google Maps rankings, service-area pages that actually rank.
Massachusetts Home Energy
Heat pump research, comparing upgrade quotes, long-term home-energy value calculations for MA homeowners.
Vacation Ownership
Answer shielding, entity authority post-rebrand, voice search and the digital showing for timeshare/fractional.
Niche & Specialty SEO
Examples from underserved categories — how concrete recyclers and other specialty operators win local search.
How we work inside a vertical.
Every industry above followed the same three-stage process. The deliverables differ. The method doesn’t.
Map the search behavior
We document how the actual buyer searches — emergency, comparison, qualification, validation — and which AI engines they use at each stage. No assumptions, no recycled personas.
Audit the citation surface
We test your brand and 5–10 competitors across ChatGPT, Perplexity, and Gemini. We log who gets cited, where the citations go, and what content earned them.
Build the citable assets
Cluster pages, structured product pages, diagnostic tools, and primary-research articles — built to be cited, not just ranked. Schema, structure, and specificity that AI engines pick up.
Don’t see your industry? Most aren’t listed yet.
If your buyers are technical, regulated, or doing high-stakes research before they call — the framework applies. Tell us about your category.
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