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.
Engagement Model
Structural modeling begins at the buyer-intent cluster level.
For teams operating in competitive AI-visible markets, evaluation may extend beyond a single query surface.
Founder Diagnostic Review
Full feasibility modeling for one primary buyer-intent query.
What You Receive
- ✓ Complete structural feasibility modeling
- ✓ Vendor coverage analysis
- ✓ Citation presence determination
- ✓ Cluster classification (Displaceable / Aggregator Dominant / Unstable)
- ✓ Structural gap identification
- ✓ Clear execution direction (optimize / publish / avoid)
Scope
- • Limited to one primary buyer-intent query
- • One-time modeling snapshot
- • No comparison or alternative surfaces
- • Delivered via live review call
- • No ongoing recalibration
This is not an automated scan.
It is a focused feasibility review.
Founder-level feasibility review for one primary query.
AI Visibility Structural Audit
Full execution contract for one buyer-intent visibility cluster.
Designed for B2B SaaS teams operating in competitive AI-visible markets.
Full visibility cluster execution engagement.
Designed for B2B SaaS teams competing across multiple AI-evaluated surfaces.
What You Receive
- ✓ Expanded model across surrounding cluster
- ✓ Comparison and alternative queries analyzed
- ✓ Vendor gap matrix with entity prioritization
- ✓ Insertion-ready structural patch
- ✓ Structural blueprint (for net-new assets)
- ✓ Execution constraints documentation
- ✓ 30-day recalibration window
- ✓ Clarification support during execution
Scope
Covers the broader buyer-intent cluster surrounding your primary query, not just a single isolated surface.
This is an execution engagement,
not a one-time review.
Full execution contract for one visibility cluster.
Ongoing Structural Monitoring
For teams requiring continued visibility tracking and recalibration across active clusters.
Designed for companies operating in highly competitive AI-evaluated markets.
Capabilities
- → Strategic visibility monitoring
- → Automated gap detection
- → Model drift recalibration
- → Priority entity tracking
Details provided after initial audit engagement.
Why This Is Not Traditional SEO
If a cluster is not viable, we recommend reallocating effort.
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.