Does AI recommend your brand?
When a buyer asks ChatGPT, Gemini, or Claude for the best tool in your category, this scores whether you show up — and which competitor shows up instead.
A visibility score, and the gap that matters
Every mention is a frequency (“named in 2 of 3 runs”), not a yes/no. The reveal is the tier breakdown: strong early, invisible where the purchase is decided. Switch between competitors — they’re scored from one shared run, so share-of-voice is directly comparable.
Weighted so comparison (×2.5) and decision (×3) count for more than problem-aware (×1).
Of every brand mention across all runs, who gets named.
- ▸Mixpanel owns 28% of the AI conversation in this category; you hold 27%.
- ▸When you are mentioned, only 32% of the time is it a linked citation — the engines say your name but rarely send a click.
- ▸Zero mentions on: “Mixpanel vs PostHog for a startup — which should we choose?”
Question-by-question detail (14) ›
| Question | Tier | ChatGPT | Gemini | Claude |
|---|---|---|---|---|
| We're flying blind on how users actually move through our product. How do teams figure out what's working? | Problem-aware | 2/3 | 3/3 | 1/3 |
| Our data team can't keep up with every 'how many users did X' question. What do product teams use to answer these themselves? | Problem-aware | 3/3 | 3/3 | 3/3 |
| We ship features but have no idea if anyone adopts them. How do teams track feature adoption? | Problem-aware | 3/3 | 2/3 | 2/3 |
| What's the best product analytics tool? | Solution-aware | 3/3 | 3/3 | 3/3 |
| What should a growing SaaS look for in a product analytics platform? | Solution-aware | 0/3 | 3/3 | 2/3 |
| What are the best tools for tracking user funnels and behavior in a web app? | Solution-aware | 3/3 | 3/3 | 3/3 |
| What do product and growth teams use to analyze retention and conversion? | Solution-aware | 3/3 | 3/3 | 3/3 |
| Amplitude vs Mixpanel — which is better for product analytics? | Vendor comparison | 3/3 | 3/3 | 3/3 |
| What are the best alternatives to Google Analytics for product analytics? | Vendor comparison | 3/3 | 3/3 | 2/3 |
| Mixpanel vs PostHog for a startup — which should we choose? | Vendor comparison | 0/3 | 0/3 | 0/3 |
| Amplitude vs Pendo — which is better for product analytics and adoption? | Vendor comparison | 3/3 | 3/3 | 1/3 |
| Best product analytics tool for an early-stage startup on a budget | Decision | 3/3 | 3/3 | 3/3 |
| Best product analytics platform for a mid-market B2B SaaS | Decision | 3/3 | 3/3 | 3/3 |
| Which product analytics tool is best for a team that wants open-source and self-hosting? | Decision | 0/3 | 3/3 | 0/3 |
The questions a buyer actually asks
The value isn’t the prompt — it’s knowing buyer intent ladders from “I have a problem” to “X vs Y for my use case,” and weighting the questions where the shortlist forms.
The buyer feels a pain but doesn't know a category of tool exists yet.
- We're flying blind on how users actually move through our product. How do teams figure out what's working?
- Our data team can't keep up with every 'how many users did X' question. What do product teams use to answer these themselves?
- We ship features but have no idea if anyone adopts them. How do teams track feature adoption?
They know they need a tool and are asking what kind and which are best.
- What's the best product analytics tool?
- What should a growing SaaS look for in a product analytics platform?
- What are the best tools for tracking user funnels and behavior in a web app?
- What do product and growth teams use to analyze retention and conversion?
Named head-to-heads and 'alternatives to X'. Where the shortlist forms.
- Amplitude vs Mixpanel — which is better for product analytics?
- What are the best alternatives to Google Analytics for product analytics?
- Mixpanel vs PostHog for a startup — which should we choose?
- Amplitude vs Pendo — which is better for product analytics and adoption?
'Best X for [my exact situation]'. The last question before a purchase.
- Best product analytics tool for an early-stage startup on a budget
- Best product analytics platform for a mid-market B2B SaaS
- Which product analytics tool is best for a team that wants open-source and self-hosting?
Preloaded, or run it live
Preloaded brands are precomputed on a schedule, so a visitor sees a real result instantly. Or trigger a fresh run — rate-limited and cost-capped, keys server-side.
The score defends itself in one sentence
Responses API with the web_search tool — returns cited sources.
Grounding with Google Search — returns grounding metadata and citations.
web_search tool — returns citations.
A low score isn’t a vanity metric — it’s a lost channel. If the engines introduce my category but recommend a competitor on every comparison question, I’m disqualified from the shortlist before a human sees my site.
I’d work the tier gap first — the specific comparison and “best X for [use case]” questions where I’m absent. Those map to content the engines cite: head-to-head pages, use-case pages, and the third-party listicles and Reddit threads the models pull from. Re-run monthly, watch the comparison tier move — and treat it as a leading indicator, never as revenue.
Limits & honesty
These engines are non-deterministic and personalized. Here's exactly how much to trust a result.