The search results page is disappearing
Your customers
are asking AI.
Is your brand
the answer?
ChatGPT, Claude, Perplexity, and Google AI Overviews now answer the questions your customers used to Google. Most brands are invisible in those answers.
Why this matters now
The search index is turning
into a vector space.
The search index is no longer a list of links — it's a high-dimensional vector space scoring your content for reliability.
Answer engines read, chunk, and mathematically score your pages. Broken schemas and multi-column legacy layouts fail the parse.
When scrapers can't cleanly parse your data, they skip your site entirely to protect the model from hallucinating.
AI answer engines don't rank blue hyperlinks. They read, chunk, and mathematically score content for reliability. If your product schemas contain structural errors, or if your technical specifications are trapped inside multi-column legacy formats, AI scrapers cannot parse the data.
They will skip your site entirely to protect the model from hallucinating. You don't just lose a click — your entire inventory becomes completely invisible to the background agents driving modern commerce.
Live citation check
Run a real query.
See what AI says.
Type a question your customers might ask and your brand name. We'll generate a realistic AI answer-engine response and flag whether you'd be cited.
This web simulator runs a live layout-parsing check over your homepage's initial HTML payload to see if your DOM structure contains un-crawlable elements or missing entity definitions. Our full enterprise audit tests hundreds of semantic queries natively across global vector databases.
Generative Engine Optimization services
What we actually
do for you.
Four services. Each one ships a defined deliverable on a defined timeline. No retainers for vague "AI strategy."
AI Visibility Audit
We run systematic queries across ChatGPT, Claude, Perplexity, and Google AI Overviews to establish your current citation rate. You'll know exactly where you appear, what's said about you, and where competitors are winning the answer.
- 200+ query citation report
- Competitor citation benchmark
- Topic & sentiment breakdown
Database Serialization & Schema Architecture
We take your unstructured legacy enterprise data — multi-column PDF catalogs, sizing matrices, complex pricing grids — and programmatically serialize them into high-density Semantic Markdown (.md) layers and JSON-LD object arrays.
- Site-wide root deployment of llms.txt directories
- Algorithmic parent-child semantic chunking configuration
- Multi-column table normalization for zero-error machine indexing
Consensus Building
AI systems treat cross-source agreement as truth. We identify the platforms — Reddit, YouTube, industry publications, podcasts — where your brand needs to be discussed and build an earned presence that shapes what AI systems understand about you.
- Source authority map
- Earned-mention campaigns
- Cross-platform consensus tracking
Ongoing Measurement & Optimization
Citation rate is the new keyword ranking. We track your AI visibility monthly across all major platforms, report on changes, and continuously optimize based on what's working. You'll know whether the work is paying off.
- Monthly citation-rate dashboard
- Query-set expansion
- Quarterly strategy review
The process
Four steps
to AI visibility.
Baseline audit
We establish your current citation rate across all major AI platforms and identify the gaps.
Query intelligence
We map the exact questions your customers ask AI systems about your product category.
Content and consensus optimization
We restructure your owned content and build earned presence across the platforms AI systems treat as authoritative.
Measure and compound
We track citation rate monthly and optimize continuously. AI visibility compounds — early movers build advantages that are hard to displace.
Our approach
We start with what your customers actually ask.
Most GEO consultants optimize for the questions they think your customers ask. We start with real-world intelligence — the actual questions real people ask about your product category in genuine purchase consideration moments.
That intelligence informs everything: which content to create, which questions to structure, which platforms to influence, and which queries to track. The result is GEO optimization built on what your customers actually need to know — not what a keyword tool estimates they search for.
Our approach is informed by proprietary real-world consumer query intelligence. Ask us how.