Signals lens

Data Science signals

Name: Data Science signals
Creator: PeerPush
License: https://peerpush.com/terms

How AI assistants, crawlers, and humans are discovering products in the Data Science category on PeerPush. Updated daily.

Browse all Data Science products

Search demand

How often on-site searches surfaced Data Science products in the top results.

10+ people's searches surfaced Data Science products this week

New-entrant attention

How much discovery attention fresh launches are winning in Data Science. Last 7 days.

4% of Data Science discovery attention goes to newcomers

Fresh launches make up 2.5% of the products winning discovery attention in the last 7 days.

Switcher pressure

How much alternative-shopping demand is flowing toward what Data Science products challenge. Last 7 days.

Moderate+8%

A steady stream of people are weighing the incumbents this space goes up against. Demand is rising week over week.

Who this serves

The audience mix across Data Science products - which audiences this space serves most.

Pricing mix

How Data Science products are priced. Helps buyers know what to expect.

Free37.1%
Freemium31.4%
Subscription17.1%
Paid11.4%
One-time2.9%

Platform availability

Where Data Science products are available - Web, Mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across Data Science products. Last 7 days.

39 / 100

consolidating

FragmentedConsolidated

Data Science is consolidating - a handful of products are capturing a growing slice of attention.

Herfindahl index: 286.8 / 10,000

AI engines discovering Data Science

Top 4

The AI engines most active on Data Science products, led by Meta AI. Last 7 days.

Meta AI
60.4% share
ByteDance
18.7% share
ClaudeBot
12.1% share
Perplexity
8.8% share

Device mix

How Data Science gets discovered: desktop vs mobile. Last 7 days.

Desktop93.1%
Laptops and desktops
Mobile6.9%
Phones and tablets

Rising use cases

Top 1

The use cases gaining AI attention among Data Science products this week.

Data Analysis
65.4% of 7-day AI traffic+34%

Rising audiences

Top 1

The audiences gaining AI attention among Data Science products this week.

Data Scientists
44.6% of 7-day AI traffic+30%

Explore the whole marketEvery category, audience, platform, and AI engine on one page.

Explore the catalog by lens

Jump into the catalog by what products do, who they serve, and where they run.

Use cases

Browse the products behind the use cases AI is asked about most.

Browse all use cases

Audiences

Browse the products built for the audiences AI surfaces most.

Browse all audiences

Platforms

Browse products by where they run: web, mobile, CLI, MCP.

Frequently asked questions

It shows how AI assistants, crawlers, and humans are discovering products in Data Science on PeerPush, including rising challengers and which AI engines are most active in this space.

Momentum is measured by week-over-week growth in detail views, clicks, AI agent results, and new product launches for products in Data Science; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

The Data Science signals refresh on a rolling schedule, with short windows recomputed every few minutes and longer windows on slower cycles.

Yes. The Data Science signals are free to view on the public tier, with deeper history and detail available on Pro.

How we count AI traffic

What “AI Surface Area” combines, how we treat redaction, and why we don't show absolute counts until volume crosses a floor.