How it works
From opaque AI visibility to prioritized actions.
AI systems are eating organic click share. Mentd. measures it, explains it, and tells you exactly what to do next.
AI is absorbing organic traffic. Invisibly.
Search engines are no longer the primary gateway to your content. AI-powered answer engines - ChatGPT, Perplexity, Google AI Overviews, Claude - now handle a growing share of informational queries and return answers without clicking through to source pages.
Brands that aren't visible in these answers are losing click share without any signal in their GA4 dashboards. Traditional analytics shows nothing. Traffic drops but the cause is opaque. You can't fix what you can't measure.
Key points
- AI answer engines intercept 40%+ of informational queries
- Most GA4 setups don't capture AI referral traffic
- Traditional rank trackers don't watch AI answers
Monitoring tools show you the score, not the play.
The first generation of AI visibility tools does one thing: they tell you whether you appeared in an AI answer last week. That's useful context. But it's not enough.
A number without context isn't action. Knowing your citation rate is 12% doesn't tell you why a competitor is at 40%, which pages are blocked from AI crawlers, or what you can actually do before the next prompt run. Mentd. is built around the belief that every insight should end in a specific, grounded action.
Key points
- Citation rate alone doesn't explain the gap
- No visibility into why competitors outperform you
- No connection from traffic drop to AI cause
Four data layers joined into one action OS.
Mentd. combines data that has never been combined before into a single platform:
• AI Visibility - prompt tracking across all major AI engines, measuring citations, mentions, sentiment, and share of voice • AI Access - bot and crawler analytics from server logs and JS beacon, with three-tier verification confidence • AI Traffic - deterministic attribution of human visits from AI surfaces, connected to conversion events • AI Impact - connecting citations to traffic to revenue, closing the loop on what actually matters
All four layers feed the Opportunity Queue - a ranked list of actions specific to your domain.
Key points
- 4 engines tracked: ChatGPT, Perplexity, Claude, Gemini
- Verified bot detection - not just user agent matching
- Deterministic traffic attribution, not probabilistic models
Up and running in 30 minutes. Or deeper if you want.
Mentd. is designed for marketers, not developers. Level 1 requires no engineering: install the JS beacon snippet, connect GA4, connect Google Search Console. That's it. You'll see your first AI visibility insights in minutes.
For teams who want more complete data, Level 2 adds server-side and edge collection via adapters for Next.js, Netlify, and Cloudflare Workers. Level 3 adds direct server log ingest for the highest-confidence attribution.
Key points
- Level 1: JS snippet + GA4 + GSC, 30 min
- Level 2: Edge/server adapters, engineering touch
- Level 3: Server log ingest, DevOps setup
Prioritized actions, not more dashboards.
Every data stream in Mentd. feeds the Opportunity Queue. When a prompt run finds a competitor being cited in 12 answers you're missing, that's an opportunity. When an audit finds pages blocked from GPTBot, that's an opportunity. When AI traffic to your pricing page triples, that's a signal that should trigger action.
The Opportunity Queue ranks all of these by estimated impact. The AI Copilot turns the highest-impact opportunities into content briefs and task descriptions. The executive report shows your board what's changing and why.
Key points
- 10 opportunity types, scored by estimated impact
- AI Copilot generates grounded content briefs
- Weekly digest and board-ready PDF exports
See the full feature set.
Seven product pillars, all feeding one Opportunity Queue.