LatticeOcean
Citation Feasibility Engine

AI Citations Are Structural.
Not Random.

We show you exactly what your page must change to qualify for AI citations.

How It Works

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.

01

Command Center

Know where you stand.

Citation status, cluster stability, and displacement risk in one executive view.

Dashboard Summary
02

Deep Diagnosis

Why you are not being cited.

Clear breakdown of format gaps, vendor coverage gaps, and structural mismatches.

Diagnosis Review
03

Structural Blueprint

What your page must look like.

Exact word range, section count, table requirements, and vendor coverage targets.

Content Blueprint
04

Competitive Coverage

Who you must include.

Every vendor the AI consistently references, ranked by structural importance. Missing coverage is highlighted.

Competitive Coverage
05

Execution Plan

What to do next.

Prioritized structural fixes with effort and impact clarity.

Execution Plan
06

Generated Draft

Publish-ready within constraints.

CMS-ready content aligned to the required cluster format. No filler. No structural drift.

Generated Draft
07

Downloadable Artefacts

Handoff-ready documentation.

Compliance matrix, comparison tables, vendor profiles, and full structural draft for direct execution.

Downloadable Artefacts

How it works

The LatticeOcean Intelligence System

Five layers. Each removes one layer of guesswork and replaces it with measurable structure.

01

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.

02

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.

03

Feasibility Classifier

Not every query is worth pursuing.

We classify each opportunity into one of three outcomes:

Vendor Displaceable You can qualify by adapting your page structure.
Aggregator Dominant AI answers rely heavily on platforms such as G2 or Capterra.
An off-site strategy is required.
Structurally Unstable The citation pattern is inconsistent. High volatility. High risk.

This protects your content budget.

04

Blueprint Interpreter

We convert analysis into a bounded execution contract.

You receive precise structural constraints, for example:

Word range 2,975 to 3,500
H2 sections 15 to 30
Minimum vendors 8 required

No vague recommendations.

Only requirements tied to the live citation cluster.

05

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?

LatticeOcean

Ready to Evaluate Your AI Visibility?

Submit your domain and primary buyer-intent query.

We determine:

If the cluster is displaceable
How far you are from eligibility
Whether execution is viable

No credit card required. Work email required.