Signals lens
Software Comparison signals
How AI assistants, crawlers, and humans are discovering products built for the Software Comparison use case on PeerPush. Last 7 days.
Frequently asked questions
Data fresh as of
Signals lens
How AI assistants, crawlers, and humans are discovering products built for the Software Comparison use case on PeerPush. Last 7 days.
Data fresh as of
The AI engines most active on Software Comparison products, led by Meta AI. Last 7 days.
How often on-site searches surfaced Software Comparison products in the top results.
25+× real searches surfaced Software Comparison this week
How much alternative-shopping demand is flowing toward what Software Comparison products challenge. Last 7 days.
Heavy alternative-shopping demand - many people are actively researching incumbents here.
How much discovery attention fresh launches are winning in Software Comparison. Last 30 days.
59.3% of Software Comparison discovery attention goes to newcomers
16 products that launched in the last 30 days, out of 48 with discovery attention.
Fresh products that joined Software Comparison this week.
20 new products entered Software Comparison this week
Distinct people reviewing and discussing Software Comparison products. Last 7 days.
5
people actively reviewing and discussing
The audience mix across Software Comparison products - which audiences this space serves most.
How concentrated discovery attention is across Software Comparison products. Last 30 days.
50 / 100
consolidatingSoftware Comparison is consolidating - a handful of products are capturing a growing slice of attention.
How Software Comparison gets discovered: desktop vs mobile. Last 7 days.
Laptops and desktops
Phones and tablets
How Software Comparison products are priced. Helps buyers know what to expect.
Where Software Comparison products are available - Web, mobile, CLI, MCP, etc.
Slice AI activity by what products do, who they serve, where they run, and which AI is surfacing them.