← All findings

When does AI first “know” your startup exists?

Emergence tracking for new companies — monitoring category questions from launch day to see which models mention you first.

When does AI first “know” your startup exists?

Founders optimize for launch day press and investor intros. Buyers increasingly ask AI for tool recommendations first — and invisibility there is a different problem than a bad Google rank.

Emergence vs. competitive GEO

Competitive GEOAwareness ramp
Buyer mindset"Are we winning the list?""Are we on the list at all?"
Typical stageEstablished brandNew or repositioning company
Emotional registerOptimizationAnxiety of being overlooked

What to monitor

Pick a category question prospects ask before they know your name — not your homepage headline. Examples:

  • Best [category] tools for [use case]
  • What should a [persona] use for [job to be done]

Track your company or product name in the structured report. Run weekly from launch (or from a defined start date) and note which model mentions you first.

Sharing the ramp

Teams use the timeline in investor updates and LinkedIn posts: "We went from unmentioned to cited by two of three models in eleven weeks." That story is hard to tell without saved history.

Start your ramp

Use the startup awareness template, set your category question, and keep the schedule running — the chart is the deliverable.

Run this monitor for your own question

Start a free trial — we pre-load the matching template when you sign up from this article.