Be the product
ChatGPT recommends.
Famelark tracks how often AI assistants recommend you — then does the work to get you recommended more.
This answer is the new front page of search. Famelark measures how often you're in it — and works to keep you there.
Citation Share
The share of the buying questions in your category where an AI engine cites you. Famelark measures it weekly across ChatGPT, Google AI Overviews, Perplexity and Gemini — and against your competitors.
Shown here: Famelark tracking itself. Real product, real dashboard.
Track → Diagnose → Act → Prove
A weekly loop that turns "we're invisible to AI" into a measurable, shrinking gap.
Every week we ask each AI engine your buying prompts and record whether you and each competitor get cited — verified and averaged across repeated checks. Raw answers, sentiment and list positions included.
We map the sites those answers pull from into a gap map: the pages feeding competitor citations where you're absent. Red rows are exactly where the work is.
Gaps become a prioritized queue: Reddit reply drafts in your voice, plus outreach emails ready to send and listing tasks — ranked by impact. Copy, send, done.
Completed actions are attributed to the citation-share shift on the exact prompts they touch. Honest before/after — N and window disclosed — in one weekly email.
Trackers stop at the dashboard. We start there.
Most AI-visibility tools tell you the score. Famelark also plays the game — and then proves the score moved because of it.
| Famelark | Typical AI-visibility tracker | |
|---|---|---|
| Track citations across engines | ✓ | ✓ |
| Gap map: which pages feed competitor citations | ✓ | ± |
| Drafts the work: Reddit replies, outreach, pages | ✓ | — |
| Sends outreach & verifies replies went live | ✓ | — |
| Attributes share shifts to completed actions | ✓ | — |
| AI traffic & conversions from ChatGPT et al. | ✓ | ± |
| Native posting — never a bot farm | ✓ | — |
Engagement engines rent you a crowd. We make you the credible voice.
Every Reddit reply is drafted for you, then posted natively from your own account— you paste and post from your own device in about 30 seconds. No API posting, no automation fingerprint, no bot farm speaking for you. That's the difference between showing up and getting removed.
API-posted content is removed roughly 8× more often than native posts (Postpone public data). Automation gets caught; native doesn't.
We verify every reply is live via Reddit's public API and attribute its effect on your citation share — full methodology disclosed, N and window included.
Citations are the means. Customers are the point.
One script tag on your site closes the loop most tools leave open: Famelark counts the visitors who arrive straight from ChatGPT, Perplexity, Gemini, Copilot and Claude — and the signups they turn into. Reply → citation → visit → customer, one attributed chain. No cookies, no PII, nothing to configure beyond a paste.
Every prompt sampled multiple times per engine, weekly. Every number in the product discloses its N and time window — no vanity metrics.
One email a week. That's the whole habit.
Every week the digest tells you three things: how your citation share moved, what you completed, and where a competitor gained ground while you didn't. The product works even when you forget it exists.
Your citation share moved 30% → 40%. The work is landing.
Simple monthly pricing
Every plan starts with a 7-day free trial. Card required, cancel anytime — the free citation report needs no signup.
- ✓1 brand
- ✓30 tracked prompts
- ✓3 competitors
- ✓All rails: replies, outreach, tasks
- ✓Raw answers, sentiment & positions
- ✓Reddit reply verification
- ✓Weekly digest
- –AI traffic & conversion attribution
- –Your AI runs it — MCP + REST API
- –Priority support
- –White-label & Case Study Export
- –3 team seats
- ✓1 brand
- ✓100 tracked prompts
- ✓5 competitors
- ✓All rails: replies, outreach, tasks
- ✓Raw answers, sentiment & positions
- ✓Reddit reply verification
- ✓Weekly digest
- ✓AI traffic & conversion attribution
- ✓Your AI runs it — MCP + REST API
- ✓Priority support
- –White-label & Case Study Export
- –3 team seats
- ✓3 brands
- ✓300 tracked prompts
- ✓5 competitors
- ✓All rails: replies, outreach, tasks
- ✓Raw answers, sentiment & positions
- ✓Reddit reply verification
- ✓Weekly digest
- ✓AI traffic & conversion attribution
- ✓Your AI runs it — MCP + REST API
- ✓Priority support
- ✓White-label & Case Study Export
- ✓3 team seats
We run the whole loop for you — tracking, drafts, outreach, posting cadence. You approve, we execute.
Questions, answered honestly
Why do my numbers move when I changed nothing?+
AI answers are stochastic — a single ask is a coin flip. That's why we sample every prompt several times per engine and average, and why every number in the product discloses its N and time window. Watch the trend and your position against competitors, not the daily wiggle.
Do you post to Reddit for me?+
No — by design. We find the threads and draft the reply in your voice; you paste and post from your own account in about 30 seconds. API-posted content gets removed roughly 8× more often, and a bot farm speaking for you is how brands get banned.
How fast does citation share improve?+
Sources AI engines re-crawl often — Reddit threads, listicles, review sites — can show movement in 2–4 weeks. Pages you publish on your own site take longer to get picked up. Impact attributes every shift to the specific actions behind it, so you always see what worked.
What do I have to do every week?+
Work the queue. Tracking, diagnosis, drafting and the weekly digest run themselves; your job is roughly 30 minutes of pasting Reddit replies, one-click sending outreach, and approving page drafts.
Can my own AI do the work instead?+
Yes — on Growth and Scale your Claude or ChatGPT connects over MCP (plus a REST API) and can read the queue, refine drafts, send outreach and pull reports. One hard rule: it never posts to Reddit or any social platform.
More in the docs — methodology, API, MCP, the lot.
See your AI citation share in a minute
Two fields — your domain and a line about what you do. We'll show you exactly which buying prompts you lose and who wins them.
Run my free report