GSO Engineering (SEO for AI)
- AI answer visibility strategy: buyer questions mapped to quotable, attributable answers
- Extraction-friendly information design: direct answers early, FAQs in real query phrasing
- Entity and topical architecture: consistent who/what/where signals and clean internal linking
- Trust engineering: clear claims, supporting evidence, transparent ownership and contact paths
- Structured data validated in the build: Service, FAQPage, LocalBusiness, Product, Organization
- Prompt-level measurement: tested against the questions buyers actually type into AI tools
Schedule a free AI visibility read
Tell us your services and service area. We will run the prompts and show you where you appear today, before any pitch.
Modern inbound leads are different. The best ones increasingly come from AI-driven results that summarize, cite, and recommend providers inside the answer itself. Ranking on page one still matters. Being the business the answer names matters more.
GSO Engineering is how 3200 Creative builds content and site structure that gets a business included, summarized, and referenced by ChatGPT, Claude, Google's AI results, and whatever ships next. If SEO is about ranking, GSO is about being selected, cited, and trusted inside the answer.
Built Into the Site, Not Written On Top of It
Most "AI SEO" is a content service: rewrite the pages, add FAQs, hope. 3200 Creative’s approach starts in the content model and the component layer, where answer structure, entity signals, and schema are enforced by the system instead of remembered by a writer.
Ryan Murray designs each page type so its answer-first paragraph, its FAQ block, its structured data, and its internal links are fields in the content operating system, not suggestions in a style guide. When a new service or location page is created, it is extraction-friendly by default.
Then the work is tested against real prompts. Not rankings, prompts: the questions a buyer actually types into an AI tool, checked for whether the business appears, how it is described, and whether the description is accurate.
What GSO Engineering Covers
AI Answer Visibility Strategy
Mapping the intent-rich questions prospects actually ask to clear, publishable answers, then formatting those answers so AI engines can quote and attribute them confidently.
Extraction-Friendly Design
Direct answers early on the page, FAQ blocks that match real query phrasing, step-by-step sections, checklists, and comparisons that clarify tradeoffs and best fit.
Entity and Topical Architecture
Consistent who/what/where signals across service, location, and supporting pages. Clean internal linking that reinforces relationships and fills the coverage gaps AI models notice when evaluating authority.
Trust Engineering
Clear claims with context, supporting evidence where appropriate, and on-page trust signals: transparent language, clear ownership, easy contact paths, confidence-building FAQs.
Structured Data and Schema
Service, FAQPage, LocalBusiness, Product, and Organization schema implemented and validated in the build, so machine-readable facts match the human-readable page.
Prompt-Level Measurement
Testing visibility for target prompts and question sets, tracking which pages and formats get summarized or cited, and refining based on what drives qualified leads.
What a Local Business Gains
When someone in the Twin Cities asks an AI assistant "who is a good pediatric dentist in Woodbury" or "best HVAC company near Cottage Grove that does same-day service," the answer names two or three businesses. The ones it names are the ones whose websites state plainly who they are, what they do, where they operate, and why they can be trusted, in a structure the model can read.
3200 Creative engineers that structure for local service businesses, practices, restaurants, and destinations across Minneapolis, St. Paul, and the metro, so the business shows up in the answer instead of below it.
GSO That Works in Any Vertical
AI engines evaluate a therapy practice and a manufacturing company by the same criteria: clarity, consistency, evidence, and coverage. 3200 Creative applies the same engineering standard to both. What differs is the entity map: which services, credentials, locations, and proof points the model needs to see to connect the business to the query.
Because 3200 Creative also handles SEO Engineering and content systems, GSO is never a separate layer competing with search. The same page serves Google, the AI overview on Google, and the standalone AI assistants.
One Entity, Every Market
Enterprise organizations have an entity problem: the same product described five ways across regions, subsidiaries, and legacy pages. AI models notice and hedge. 3200 Creative builds the entity architecture and structured data that make a global organization read as one coherent thing, then monitors how it is described across markets and languages.
Building for Search Since
A two-person Woodbury, Minnesota studio: Ryan Murray and Cathi Murray.
Years of SEO Underneath
The same foundation, extended to AI discovery.
Schema Types in the Build
Service, FAQ, LocalBusiness, Product, Organization, and breadcrumbs, validated in the build.
Want to know what AI says about your business today?
Tell us your services and service area. We will run the prompts and show you where you appear, where you do not, and why.