Signals lens
Data Scientists signals
How AI assistants, crawlers, and humans are discovering products built for Data Scientists 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 Data Scientists on PeerPush. Last 7 days.
Data fresh as of
How often on-site searches surfaced Data Scientists products in the top results.
50+× real searches surfaced Data Scientists this week
How much discovery attention fresh launches are winning in Data Scientists. Last 7 days.
6.5% of Data Scientists discovery attention goes to newcomers
Fresh launches make up 2.3% of the products winning discovery attention in the last 7 days.
How much alternative-shopping demand is flowing toward what Data Scientists products challenge. Last 7 days.
Heavy alternative-shopping demand - many people are actively researching incumbents here.
The use-case mix across Data Scientists products - what this space is built to do.
Distinct people reviewing and discussing Data Scientists products. Last 7 days.
6
people actively reviewing and discussing
How Data Scientists products are priced. Helps buyers know what to expect.
Where Data Scientists products are available - Web, Mobile, CLI, MCP, etc.
How concentrated discovery attention is across Data Scientists products. Last 7 days.
41 / 100
consolidatingData Scientists is consolidating - a handful of products are capturing a growing slice of attention.
The AI engines most active on Data Scientists products, led by Meta AI. Last 7 days.
How Data Scientists gets discovered: desktop vs mobile. Last 7 days.
Laptops and desktops
Phones and tablets
The categories gaining AI attention fastest among Data Scientists products this week.
The use cases gaining AI attention fastest among Data Scientists products this week.
Slice AI activity by what products do, who they serve, where they run, and which AI is surfacing them.