AI Citations Are Structural.
Not Random.
We show you exactly what your page must change to qualify for AI citations.
Complimentary for one buyer-intent query. Work email required.
See it in action
Your AI Visibility Diagnostic Review
Every scan delivers a structured feasibility audit you can act on immediately.
Command Center
Know where you stand.
Citation status, cluster stability, and displacement risk in one executive view.
Deep Diagnosis
Why you are not being cited.
Clear breakdown of format gaps, vendor coverage gaps, and structural mismatches.
Structural Blueprint
What your page must look like.
Exact word range, section count, table requirements, and vendor coverage targets.
Competitive Coverage
Who you must include.
Every vendor the AI consistently references, ranked by structural importance. Missing coverage is highlighted.
Execution Plan
What to do next.
Prioritized structural fixes with effort and impact clarity.
Generated Draft
Publish-ready within constraints.
CMS-ready content aligned to the required cluster format. No filler. No structural drift.
Downloadable Artefacts
Handoff-ready documentation.
Compliance matrix, comparison tables, vendor profiles, and full structural draft for direct execution.
How it works
The LatticeOcean Intelligence System
Five layers. Each removes one layer of guesswork and replaces it with measurable structure.
Citation Landscape Scanner
We extract real citations from AI engines including:
- → Perplexity AI
- → Google Gemini
- → ChatGPT
We analyze the exact documents these engines reference when answering your target query.
Captured per query
/ Source URLs cited
/ Document format type
/ Vendor entities mentioned
/ Citation frequency across engines
No proxies. No scraped rankings.
Structural Displacement Engine
We analyze the cited documents and model the expected structure for that query.
We measure:
- → Required word range
- → Section density
- → Table and list usage
- → Vendor coverage depth
Then we calculate how far your page deviates from that model.
You see the measurable gap between your page and citation eligibility.
Feasibility Classifier
Not every query is worth pursuing.
We classify each opportunity into one of three outcomes:
An off-site strategy is required.
This protects your content budget.
Blueprint Interpreter
We convert analysis into a bounded execution contract.
You receive precise structural constraints, for example:
No vague recommendations.
Only requirements tied to the live citation cluster.
Constraint Locked Draft Engine
If a new comparison or pillar page is required, we generate it within strict structural limits.
The draft:
- → Matches required format
- → Includes validated vendor coverage
- → Respects word and section boundaries
- → Aligns with the citation model
Execution without structural drift.
Pricing
Plans for brands and agencies
Structural audits, AI monitoring, and remediation blueprints — priced for the way you actually work.
Frequently Asked Questions
How is this different from standard SEO tools?
Which AI engines do you scan?
Do I need development resources?
How accurate is the feasibility score?
How long does it take to implement the recommendations?
Do I need a work email to receive the diagnostic review?
What do I get in the diagnostic review?
What happens after the diagnostic review?
Can this replace our SEO agency?
Do you guarantee citation placement?
Ready to Evaluate Your AI Visibility?
Submit your domain and primary buyer-intent query.
We determine:
No credit card required. Work email required.