Medical Students signals

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

New-entrant attention

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

31.6% of Medical Students discovery attention goes to newcomers

Fresh launches make up 25% 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.

Heavy

Heavy alternative-shopping demand - many people are actively researching incumbents here.

Pricing mix

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

Freemium62.5%
Free12.5%
Paid12.5%
Subscription12.5%

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.

67 / 100

consolidated

FragmentedConsolidated

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

Herfindahl index: 1,657.1 / 10,000

Device mix

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

Desktop88.9%
Laptops and desktops
Mobile11.1%
Phones and tablets

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 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.