Comparison
VectorGap vs Basic AI Visibility Trackers
Basic trackers tell you the score. VectorGap helps explain why you are not the answer and what your team should fix first.
Why the difference matters
Basic Trackers
Visibility dashboards
- "Your visibility score is 67%"
- "You are mentioned by ChatGPT"
- Why is my score low?
- What should I fix first?
- Why is a competitor ranked higher?
VectorGap
Diagnostic engine
- "Your visibility score is 67%"
- "You are mentioned, but not recommended"
- "Your entity health is weak and source coverage is thin"
- "Fix the source and structure issues with the clearest leverage first"
- "The competitor has stronger proof, cleaner entities, and better extractability"
Capability matrix
| Feature | Basic Trackers | VectorGap | Note |
|---|---|---|---|
Visibility score Basic Tracking | true | true | — |
Multi-model tracking Basic Tracking | limited | true | VectorGap tracks 5 providers: ChatGPT, Claude, Gemini, Perplexity, Grok |
Historical trends Basic Tracking | true | true | — |
WHY diagnostics Diagnostics | false | true | 5-dimension diagnostic engine explains exactly why AI ignores you |
Entity health check Diagnostics | false | true | Wikidata, Wikipedia, Knowledge Panel, Crunchbase, LinkedIn presence |
Technical audit Diagnostics | false | true | llms.txt, robots.txt, JSON-LD schema, sitemap, JS rendering |
Content structure analysis Diagnostics | false | true | FAQ detection, definition patterns, header hierarchy, freshness |
Source presence tracking Diagnostics | false | true | Reddit, YouTube, News, Wikipedia citations, industry forums |
Cross-source consistency Diagnostics | false | true | Detect conflicting information that confuses AI models |
Default status tracking Advanced | false | true | Know if you are THE answer vs just mentioned as an option |
Actionable fixes Action | false | true | Code examples and specific recommendations for every issue |
Mission system Action | false | true | One-click turn any issue into a trackable task |
Persona simulator Advanced | false | true | Test how CTO, CFO, Developer personas perceive your brand |
Competitor comparison Intelligence | limited | true | Same 5-dimension audit for apples-to-apples competitor analysis |
Market-specific monitoring Advanced | false | true | Track AI perception in specific countries with native language queries |
If you only know the score, you still do not know what to ship. Start with the free tier and turn the gap into a practical remediation list.
Use diagnostics, not just dashboards.
If you only know the score, you still do not know what to ship. Start with the free tier and turn the gap into a practical remediation list.