02 Snezzi Lead Engine

Research Agent

Find the questions, competitors, citations, and market shifts worth acting on before they become crowded keywords.

What's Inside Research Agent

Research Agent keeps the Lead Engine pointed at the right opportunities. It finds what buyers are asking AI, who is being cited, what competitors publish, and which angles should enter the content calendar next.

AI Demand Discovery

Finds buyer questions across search and AI surfaces, then prioritizes the prompts with commercial intent.

Prompt Clustering

Groups related questions into publishable themes so content is planned around intent, not one-off keywords.

Competitor Gap Watch

Tracks where competitors are cited, what they recently published, and which gaps are still open.

Citation Source Mapping

Identifies which publications, marketplaces, forums, and owned pages AI is already pulling from.

Fresh Angle Feed

Surfaces news, regulation, product launches, and category changes before the calendar goes stale.

Calendar Inputs

Hands Content Agent a ranked queue of pages, articles, and refreshes with evidence attached.

Snezzi Dashboard TRACK Prompts Competitors Sources ACT Pages Articles Backlinks Sites MEASURE Search Console LLM Referrals Reports CONFIG Integrations Brand Competitors Competitors Analyze competitor visibility and market share Rank Competitor Mentions Visibility Sentiment #1 Semrush 8,168 23% Neutral #2 Ahrefs 5,193 14.6% Neutral #3 Profound 4,769 13.4% Positive #4 Surfer SEO 4,453 12.5% Neutral #5 Otterly 3,390 9.5% Positive #6 Peec 2,870 8.1% Neutral #7 seranking.com 1,712 4.8% Neutral #8 Writesonic 1,339 3.8% Neutral #9 conductor.com 1,063 3.0% Neutral #10 Athena 937 2.6% Neutral #11 Scrunch 859 2.4% Neutral #12 Snezzi Your Brand 518 1.5% Neutral

Tracks competitors weekly across AI mentions and visibility. Surfaces who outranks you and where the opportunities open up.

Ready to see Research Agent run on your domain?

30 minutes with our founders. We'll show you where Research Agent would plug in for your business, and what your first 90 days look like.