Prefer

Strong signal

The execution layer for AEO

Launched 3d ago

Signal

Velocity

What this means

26.1×Growing 26.1× faster than the typical Marketing launch.

Compared to 5 Marketing launches at the same age.

61%Top-5 finish probability today: 61%.

Projected attention of 183 by end of day-1 (range 137–247).

Accelerating

Vote pace 8.0× higher now than at launch.

Low discussion activity despite the attention.

Audience is voting but not engaging — could signal weak product-market fit.

-57%Category cooling: Search.

Launches down 57% week-over-week.

18Founder Conviction Index: 18 — low signal.

Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.

Prediction

Top-5 finish probability

61%

today

Projected end-of-day votes

183range 137–247

Trajectory

accelerating

Vote pace 8.0× higher now than at launch.

Speed vs peers

26.1×

5 Marketing launches

About

AEO should not be another dashboard. Prefer works at the execution layer, helping brands understand how ChatGPT, Claude, Gemini and Perplexity talk about them, identify where they are missing, and take action to improve their visibility. Turn AI search insights into action with autonomous agents. Less reporting. More doing.

AI Summary

Prefer is an execution layer tool that helps brands analyze AI-driven search insights from platforms like ChatGPT and Claude to enhance their visibility. It focuses on actionable insights rather than reporting, utilizing autonomous agents to facilitate improvements.

Attention & discussion velocity

Performance

Velocity0

Vote pace vs average

Momentum0

Sustained over 6h

Virality0

Spread × engagement

Engagement9

Discussion per unit of attention

Signal sources

2 of 6 active

Launch tracking10 readings since we picked it up
AI analysisMarketing
Comment intelligencethread not yet analysed
Outside discussionnot checked — domain is a storefront or shared
Revenue signalsno match on this domain
Editorial scoringbelow the signal threshold for this pass

A source that found nothing is a measurement. A source that has not run is a gap. Neither means the launch lacks the thing.