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
The AI engines most active on Data Scientists products, led by ChatGPT. Last 7 days.
How often on-site searches surfaced Data Scientists products in the top results.
50+× real searches surfaced Data Scientists this week
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. Demand is rising week over week.
How much discovery attention fresh launches are winning in Data Scientists. Last 30 days.
9% of Data Scientists discovery attention goes to newcomers
9 products that launched in the last 30 days, out of 294 with discovery attention.
Fresh products that joined Data Scientists this week.
11 new products entered Data Scientists this week
The use-case mix across Data Scientists products - what this space is built to do.
How concentrated discovery attention is across Data Scientists products. Last 30 days.
52 / 100
consolidatingData Scientists is consolidating - a handful of products are capturing a growing slice of attention.
How Data Scientists gets discovered: desktop vs mobile. Last 7 days.
Laptops and desktops
Phones and tablets
How Data Scientists products are priced. Helps buyers know what to expect.
Where Data Scientists 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.