Signals lens
Feedback Collection signals
How AI assistants, crawlers, and humans are discovering products built for the Feedback Collection use case on PeerPush. Updated daily.
Signals lens
How AI assistants, crawlers, and humans are discovering products built for the Feedback Collection use case on PeerPush. Updated daily.
Slice AI activity by what products do, who they serve, where they run, and which AI is surfacing them.
Where Feedback Collection products are available - Web, Mobile, CLI, MCP, etc.
How Feedback Collection products are priced. Helps buyers know what to expect.
How much alternative-shopping demand is flowing toward what Feedback Collection products challenge. Last 7 days.
Heavy alternative-shopping demand - many people are actively researching incumbents here. Demand is rising week over week.
How often on-site searches surfaced Feedback Collection products in the top results.
100+ people's searches surfaced Feedback Collection products this week
The audience mix across Feedback Collection products - which audiences this space serves most.
Whether fresh products are joining Feedback Collection faster than the week before.
New entrants are accelerating in Feedback Collection
+33%The AI engines most active on Feedback Collection products, led by Meta AI. Last 7 days.
How Feedback Collection gets discovered: desktop vs mobile. Last 7 days.
Laptops and desktops
Phones and tablets
How concentrated discovery attention is across Feedback Collection products. Last 7 days.
19 / 100
competitiveFeedback Collection is competitive - attention is shared across a broad field with a few pulling ahead.
How much discovery attention fresh launches are winning in Feedback Collection. Last 7 days.
1.9% of Feedback Collection discovery attention goes to newcomers
Fresh launches make up 0.7% of the products winning discovery attention in the last 7 days.
The categories gaining AI attention among Feedback Collection products this week.
The audiences gaining AI attention among Feedback Collection products this week.