Data Scientists signals

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

Search demand

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

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

+4%in distinct searchers vs last week

New-entrant attention

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

2.4% of Data Scientists discovery attention goes to newcomers

Fresh launches make up 0.9% 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.

Surging

A surge of switching intent - this is one of the most alternative-shopped spaces right now.

What this is for

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

Pricing mix

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

Freemium41.4%
Free33.3%
Subscription17.2%
Paid6.1%
One-time2%

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.

26 / 100

competitive

FragmentedConsolidated

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

Herfindahl index: 41.5 / 10,000

AI engines discovering Data Scientists

Top 5

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

ByteDance
50.8% share
ChatGPT
26.2% share
Meta AI
11.5% share
OpenAI Search
7.7% share
Common Crawl
3.8% share

Device mix

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

Desktop92%
Laptops and desktops
Mobile8%
Phones and tablets

Rising use cases

Top 2

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

Explore signals by lens

Slice AI activity by what products do, who they serve, where they run, and which AI is surfacing them.

Use cases

What people keep asking AI to find products for.

Browse all use cases

Audiences

Who the most-surfaced products are built for.

Browse all audiences

Platforms

Where products ship - 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.