Signals lens

Exam Preparation signals

Name: Exam Preparation signals
Creator: PeerPush
License: https://peerpush.com/terms

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

Browse all Exam Preparation products

Search demand

How often on-site searches surfaced Exam Preparation products in the top results.

25+ people's searches surfaced Exam Preparation products this week

New-entrant attention

How much discovery attention fresh launches are winning in Exam Preparation. Last 7 days.

20.7% of Exam Preparation discovery attention goes to newcomers

Fresh launches make up 7.2% of the products winning discovery attention in the last 7 days.

New-entrant momentum

Whether fresh products are joining Exam Preparation faster than the week before.

New entrants are accelerating in Exam Preparation

+25%

Switcher pressure

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

Moderate

A steady stream of people are weighing the incumbents this space goes up against.

Who this serves

The audience mix across Exam Preparation products - which audiences this space serves most.

Pricing mix

How Exam Preparation products are priced. Helps buyers know what to expect.

Freemium48.4%
Free43.5%
Subscription4.8%
One-time1.6%
Paid1.6%

Platform availability

Where Exam Preparation products are available - Web, Mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across Exam Preparation products. Last 7 days.

46 / 100

consolidating

FragmentedConsolidated

Exam Preparation is consolidating - a handful of products are capturing a growing slice of attention.

Herfindahl index: 213 / 10,000

AI engines discovering Exam Preparation

Top 5

The AI engines most active on Exam Preparation products, led by Meta AI. Last 7 days.

Meta AI
65.3% share
ByteDance
11.3% share
Claude
9.3% share
Perplexity
5.3% share

Device mix

How Exam Preparation gets discovered: desktop vs mobile. Last 7 days.

Desktop89.3%
Laptops and desktops
Mobile10.7%
Phones and tablets

Rising categories

Top 2

The categories gaining AI attention among Exam Preparation 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 Exam Preparation 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 Exam Preparation; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

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

Yes. The Exam Preparation 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.

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