Signals lens

Data Scientists signals

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

How AI assistants, crawlers, and humans are discovering products built for Data Scientists on PeerPush. Updated daily.

Browse all Data Scientists products

Search demand

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

100+ people's searches surfaced Data Scientists products this week

New-entrant attention

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

1.7% of Data Scientists discovery attention goes to newcomers

Fresh launches make up 0.6% of the products winning discovery attention in the last 7 days.

Switcher pressure

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

Moderate+2%

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

What this is for

The use-case mix across Data Scientists products - what this space is built to do.

Active conversation in this space

Distinct people reviewing and discussing Data Scientists products. Last 7 days.

people actively reviewing and discussing

Pricing mix

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

Freemium39.5%
Free33.3%
Subscription15.8%
Paid6.1%
One-time5.3%

Platform availability

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

Market concentration

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

28 / 100

competitive

FragmentedConsolidated

Data Scientists is competitive - attention is shared across a broad field with a few pulling ahead.

Herfindahl index: 42 / 10,000

AI engines discovering Data Scientists

Top 5

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

Meta AI
64.4% share
ByteDance
14.1% share
ChatGPT
8.2% share
ClaudeBot
5.1% share
OpenAI Search
4% share

Device mix

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

Desktop96.5%
Laptops and desktops
Mobile3.5%
Phones and tablets

Rising categories

Top 3

The categories gaining AI attention among Data Scientists products this week.

Rising use cases

Top 3

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

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 Scientists 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 Scientists; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

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

Yes. The Data Scientists 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.