Signals lens

Data Analysis signals

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

How AI assistants, crawlers, and humans are discovering products built for the Data Analysis use case on PeerPush. Updated daily.

Browse all Data Analysis products

Search demand

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

250+ people's searches surfaced Data Analysis products this week

New-entrant attention

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

1.2% of Data Analysis discovery attention goes to newcomers

Fresh launches make up 0.5% of the products winning discovery attention in the last 7 days.

Switcher pressure

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

Surging

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

Who this serves

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

Active conversation in this space

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

people actively reviewing and discussing

+27%

Pricing mix

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

Freemium41.2%
Free33.5%
Subscription17.6%
Paid5.3%
One-time2.5%

Platform availability

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

Market concentration

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

41 / 100

consolidating

FragmentedConsolidated

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

Herfindahl index: 49.7 / 10,000

AI engines discovering Data Analysis

Top 5

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

Meta AI
56.4% share
ChatGPT
17.5% share
ByteDance
11.7% share
ClaudeBot
4.4% share
TikTok
2.9% share

Device mix

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

Desktop78.9%
Laptops and desktops
Mobile21.1%
Phones and tablets

Rising categories

Top 3

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

Rising audiences

Top 3

The audiences gaining AI attention among Data Analysis 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 Analysis 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 Analysis; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

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

Yes. The Data Analysis 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.