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
How often on-site searches surfaced Software Comparison products in the top results.
25+× real searches surfaced Software Comparison this week
How much discovery attention fresh launches are winning in Software Comparison. Last 7 days.
26% of Software Comparison discovery attention goes to newcomers
Fresh launches make up 12.7% of the products winning discovery attention in the last 7 days.
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. Demand is rising week over week.
The audience mix across Software Comparison products - which audiences this space serves most.
How Software Comparison products are priced. Helps buyers know what to expect.
Where Software Comparison products are available - Web, Mobile, CLI, MCP, etc.
How concentrated discovery attention is across Software Comparison products. Last 7 days.
45 / 100
consolidatingSoftware Comparison is consolidating - a handful of products are capturing a growing slice of attention.
The AI engines most active on Software Comparison products, led by Meta AI. Last 7 days.
How Software Comparison gets discovered: desktop vs mobile. Last 7 days.
Laptops and desktops
Phones and tablets
The audiences gaining AI attention fastest among Software Comparison products this week.
Slice AI activity by what products do, who they serve, where they run, and which AI is surfacing them.