MethodologySystematicAI Visibility

The Sighted MethodologyA Complete Guide to AI Visibility Optimization

Measure, Diagnose, Optimize, Monitor, Iterate. Five phases that replace guesswork with data-driven AI Visibility improvement.

|

Why a Systematic Approach Is Necessary

Most companies attempting AI Visibility improvement start with scattered tactics: "publish more content," "add structured data." They stall because the Measure-Diagnose-Optimize-Monitor-Iterate cycle is not running.

The Sighted Methodology was derived from our own 120-day improvement journey and the 109-question GPR experiment. Five phases, executed in sequence, replace guesswork with data-driven AI Visibility improvement.

The Five Phases

01Measure
02Diagnose
03Optimize
04Monitor
05Iterate
01

Measure

2-3 weeks

Discover your Question Space and establish baselines

Use the URL-First approach to visualize your Question Space. Capture Mention Rate, Citation Rate, Response Share, and Placements baselines.

Actions

  • Discover your domain's Question Space
  • Set up 10 brand + 20 industry queries
  • Accumulate 2 weeks of baseline data
  • Map 3-5 competitors' Question Spaces

Output

Question Space map and baseline metrics

Question Space details
02

Diagnose

1 week

Identify gaps and set improvement priorities

Compare baselines against industry benchmarks. Determine maturity stage. Run competitive Question Space overlap analysis to find content gaps.

Actions

  • Compare scores against industry benchmarks
  • Determine your maturity stage
  • Analyze Mention vs Citation gap patterns
  • List competitor-only questions

Output

Prioritized improvement list and maturity assessment

Maturity Model
03

Optimize

4-8 weeks (ongoing)

Improve content, technical foundations, and entities

Execute improvements across three layers based on diagnosis. Content citability, technical readability, and entity clarity.

Actions

  • Create content for gap questions (6 structural patterns)
  • Optimize structured data and AI crawler access
  • Enrich entity information (About, author, Organization)
  • Deepen existing content's self-containedness

Output

Improved content and optimization report

Citation patterns research
04

Monitor

Ongoing

Track intervention effects continuously

Measure Mention Rate and Citation Rate weekly. Evaluate Response Share and maturity progression monthly.

Actions

  • Weekly: Record Mention Rate and Citation Rate changes
  • Monthly: Evaluate Response Share, Placements, AEO Score
  • Track correlation between intervention dates and metric changes
  • Watch for new emerging questions

Output

Weekly/monthly monitoring reports

Monitoring tools
05

Iterate

Quarterly cycle

Refine strategy based on data

Feed monitoring data back into diagnosis. Update optimization targets as the Question Space evolves and competitive landscape shifts.

Actions

  • Re-discover Question Space quarterly
  • Update competitive analysis monthly
  • Identify low-impact interventions and pivot
  • Evaluate maturity progression and plan next stage transition

Output

Updated improvement plan

Competitive analysis

Three Core Principles

1. No intervention without measurement

Every intervention starts with baseline measurement and ends with impact measurement. "Seems like it helped" is not acceptable.

2. Question Space is the origin

The URL-First discovered Question Space drives all analysis and action. We reverse-engineer from AI's cognitive structure, not human assumptions.

3. Staged maturation

Follow the Maturity Model stages sequentially. Stage 1 companies attempting Stage 4 tactics see limited results. Start with interventions appropriate to your current stage.

Phase-to-Resource Map

PhaseKey ResourceReference
MeasureQuestion Space mapQuestion Space, Tools Guide
DiagnoseMaturity assessment, benchmarksMaturity Model, Benchmarks
OptimizeContent and technical improvementsCitation Patterns, AEO Framework
MonitorMeasurement stackMeasurement Stack, GA4 Analysis
IterateCompetitive analysis, re-evaluationCompetitive Framework

Start with the Measure Phase

The first step of the methodology is understanding where you stand. Enter your domain to discover your Question Space.

Try free diagnosis