Most AI-tracking tools count mentions. Trackbase measures something more useful: a Visibility Score that combines presence, positioning, frequency, sentiment and competitive performance into one number you can act on. Here’s how it works and why it tells you more than a simple mention count.
What is the Trackbase Visibility Score?
The Visibility Score is a single, standardized metric of how often and how prominently your brand appears in AI-generated answers across the 11 platforms Trackbase monitors. It’s calculated daily so you can see exactly how visibility shifts over time and which actions move the number.
The 5 factors behind the score
Trackbase analyses each AI-response on 5 dimensions:
1. Presence: Was your brand mentioned at all? This is the binary baseline and the floor most other tools stop at.
2. Positioning: Where in the answer does your brand appear? Being named first or recommended at the top carries more weight than a passing reference at the end.
3. Frequency: How often does your brand come up across all the prompts and platforms tracked? One mention per week looks very different from twenty.
4. Context and sentiment: Are you described positive, neutral or negative? A positive mention as “the leading platform for X” is worth far more than a neutral name-drop or, worse, a critical reference.
5. Comparative performance: How do you rank versus competitors in the same answers? Visibility only matters relative to who else is in the room.
Why mention count alone falls short
A simple count of mentions misses the difference between being recommended first and being mentioned as an afterthought. It also misses sentiment: a brand mentioned 50 times negatively is worse off than a brand mentioned 10 times glowingly.
By blending all 5 factors, the Visibility Score reflects the actual impact of your AI presence, not just the volume.
How the daily refresh works
Every 24 hours, Trackbase runs a defined set of prompts across the 11 AI models. Prompts simulate real user queries in your category. The system parses every response, scores it on the 5 factors, and aggregates the result into your Visibility Score.
Because it runs daily, you can:
See the impact of content updates within days, not months
Catch sudden drops before they cost you customers
A/B test changes by tracking score movement over time
What a healthy score looks like
There’s no universal target, context matters. A category-leading B2B SaaS in a niche market may sit at 70+. A new entrant in a crowded space may start in the 20s. What matters is the trend line and your share of voice versus direct competitors.
A mention count tells you who showed up. The Trackbase Visibility Score tells you who’s actually winning the AI conversation. Start your free trial and see your score across all 11 platforms today.



