Signals lens

Medical Students signals

Name: Medical Students signals
Creator: PeerPush
License: https://peerpush.com/terms

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

Browse all Medical Students products

New-entrant attention

How much discovery attention fresh launches are winning in Medical Students. Last 7 days.

17.8% of Medical Students discovery attention goes to newcomers

Fresh launches make up 6.7% of the products winning discovery attention in the last 7 days.

Switcher pressure

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

Moderate

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

What this is for

The use-case mix across Medical Students products - what this space is built to do.

Pricing mix

How Medical Students products are priced. Helps buyers know what to expect.

Freemium57.1%
Free21.4%
Subscription14.3%
Paid7.1%

Platform availability

Where Medical Students products are available - Web, Mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across Medical Students products. Last 7 days.

64 / 100

consolidated

FragmentedConsolidated

Medical Students is consolidated - a few products command most of the attention.

Herfindahl index: 991.5 / 10,000

AI engines discovering Medical Students

Top 4

The AI engines most active on Medical Students products, led by Meta AI. Last 7 days.

Meta AI
52.6% share
Claude
28.1% share
ByteDance
10.5% share
Perplexity
8.8% share

Device mix

How Medical Students gets discovered: desktop vs mobile. Last 7 days.

Desktop92.9%
Laptops and desktops
Mobile7.1%
Phones and tablets

Rising categories

Top 1

The categories gaining AI attention among Medical Students products this week.

Health & Wellness
45.4% of 7-day AI traffic+19%

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

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

Yes. The Medical Students 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.