Part A — Verdict
AI Presence
LowLow AI recommendation share — action needed
Appeared in 0 of 5 prompts across ChatGPT, Claude, and Perplexity
Strategic summary
mock-test.example.com is largely absent from AI-driven discovery. AI assistants either don't know the brand or don't associate it with the right category. Foundational visibility work is needed before fine-tuning.
Part B — Why
Diagnosis
Why AI assistants are underrepresenting your brand
AI assistants rarely recommend or mention your brand when users ask about your category.
Appeared in only 0 of 5 tested prompts (0% AIRS).
Competitors are recommended in prompts where your brand was absent. They have stronger narrative framing for key use cases.
Competitors mentioned in 4 prompts where you were absent: Khan Academy, Magoosh, Kaplan.
How each AI sees you.
Different platforms have different knowledge bases. Improving one often lifts the others.
ChatGPT
Rarely mentioned. Focus on brand content.
Claude
Not tested yet
Available with Pro
Perplexity
Not tested yet
Available with Pro
Visibility Heatmap
How well does each AI platform know you across different prompt types?
| Prompt Type | ChatGPT |
|---|---|
Direct Recommendation What are the best test preparation options available right now? | 0 |
Problem Solution I need a test preparation solution. What do you recommend? | 0 |
Comparison Request Can you compare the top 5 test preparation options for me? | 0 |
Beginner Guidance I'm new to test preparation. Where should I start? | 0 |
Budget Constrained What's the best test preparation for someone on a budget? | 0 |
Recommendation Share by Prompt Type
Wilson 95% confidence interval shows measurement precision per stratum
| Type | RS | 95% CI | Prompts |
|---|---|---|---|
Blind No brand mentioned — genuine organic visibility | 0% | [0, 56]±28.1 | 0/3 |
Prompted Brand mentioned — direct recognition | 0% | [0, 79]±39.7 | 0/1 |
Comparative Head-to-head with competitors | 0% | [0, 79]±39.7 | 0/1 |
Detailed Breakdown
Mention Quality
How prominently featured
Depth of information
How relevant the context
Ranking Performance
Share of Voice
mock-test.example.com needs more prominent positioning in AI responses.
Statistical Confidence
Lower confidence — more data needed for certainty
Competitive Positioning
mock-test.example.com is mentioned alongside competitors but not differentiated.
3 fixes, ranked by expected lift.
Most teams see measurable changes within 2–4 weeks.
Critical Fix
2 minutesChatGPT mentioned Khan Academy instead of you when asked "What are the best test preparation options available right now?". Optimize your homepage to position mock-test.example.com alongside "test preparation".
“As of my last update in October 2023, there are several effective test preparation options available for various standardized tests, including the SAT...”
Where: Homepage
Sign in to track this fix
Important Fix
3 minutesChatGPT mentioned Khan Academy instead of you when asked "What's the best test preparation for someone on a budget?". Optimize your content to position mock-test.example.com alongside "test preparation".
“Preparing for a test on a budget can be effective with the right strategies and resources. Here are some tips to help you prepare without breaking the...”
Where: Homepage <title> and <h1> tags
Sign in to track this fix
Nice to Have
5 minutesChatGPT mentioned Coursera instead of you when asked "Can you compare the top 5 test preparation options for me?". Optimize your content to position mock-test.example.com alongside "test preparation".
“Certainly! When it comes to test preparation, there are several popular options available, each with its own strengths and weaknesses. Here’s a compar...”
Where: mock-test.example.com/compare
Sign in to track this fix
Every Monday: your highest-priority fixes, ranked — and proof of whether each one worked.
Unlock the full Fix Plan.
Get every prioritized fix with its evidence, weekly remeasurement across ChatGPT, Claude, and Perplexity, and verification that proves whether each change moved your presence — not just another dashboard.
$99/month · flat · cancel anytime.