Methodology
How the audit works
A transparent, step-by-step methodology. No black boxes.
1
Scope & Query Selection
Define the 20 most strategic queries across brand, category, competitive, and use-case intent.
Inputs
- • Business context
- • Query mapping
- • Competitive landscape review
Outputs
- • Validated query set
- • Query categories
- • Priority ranking
2
Multi-LLM Testing
Run every query across ChatGPT, Claude, Gemini, and Perplexity with consistent prompts and timestamps.
Inputs
- • Query set
- • LLM access
- • Controlled testing process
Outputs
- • Response archive
- • Screenshots
- • Response metadata
3
Visibility + Accuracy Scoring
Score appearance, prominence, and accuracy on a 0–100 scale and identify hallucinations.
Inputs
- • Response archive
- • Brand fact sheet
- • Scoring rubric
Outputs
- • Per-query scores
- • Per-LLM scores
- • Accuracy flags
4
Root-Cause Analysis
Identify why gaps exist: content structure, source availability, citation patterns, and authority signals.
Inputs
- • Visibility gaps
- • Content review
- • Technical review
Outputs
- • Cause categorization
- • Fixability assessment
- • Technical findings
5
Roadmap + Delivery
Prioritize actions by impact and effort and deliver the report plus walkthrough.
Inputs
- • Gap analysis
- • Root causes
- • Client context
Outputs
- • PDF report
- • Action roadmap
- • Walkthrough