Signals lens

User Engagement signals

Name: User Engagement signals
Creator: PeerPush
License: https://peerpush.com/terms

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

Browse all User Engagement products

Search demand

How often on-site searches surfaced User Engagement products in the top results.

5+ people's searches surfaced User Engagement products this week

New-entrant attention

How much discovery attention fresh launches are winning in User Engagement. Last 7 days.

21% of User Engagement discovery attention goes to newcomers

Fresh launches make up 9.7% of the products winning discovery attention in the last 7 days.

New-entrant momentum

Whether fresh products are joining User Engagement faster than the week before.

New entrants are accelerating in User Engagement

3×

Switcher pressure

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

Light

A trickle of alternative-shopping demand flows toward what this space challenges.

Who this serves

The audience mix across User Engagement products - which audiences this space serves most.

Pricing mix

How User Engagement products are priced. Helps buyers know what to expect.

Freemium46.4%
Free25%
Subscription21.4%
Paid7.1%

Platform availability

Where User Engagement products are available - Web, Mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across User Engagement products. Last 7 days.

47 / 100

consolidating

FragmentedConsolidated

User Engagement is consolidating - a handful of products are capturing a growing slice of attention.

Herfindahl index: 398.3 / 10,000

AI engines discovering User Engagement

Top 5

The AI engines most active on User Engagement products, led by Meta AI. Last 7 days.

Meta AI
53.5% share
ByteDance
14.1% share
ClaudeBot
12.7% share
Perplexity
11.3% share
OpenAI Search
8.5% share

Device mix

How User Engagement gets discovered: desktop vs mobile. Last 7 days.

Desktop95.6%
Laptops and desktops
Mobile4.4%
Phones and tablets

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

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

Yes. The User Engagement 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.