Signals lens

Students signals

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

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

Browse all Students products

Search demand

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

250+ people's searches surfaced Students products this week

New-entrant attention

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

3.2% of Students discovery attention goes to newcomers

Fresh launches make up 1.2% of the products winning discovery attention in the last 7 days.

New-entrant momentum

Whether fresh products are joining Students faster than the week before.

New entrants are accelerating in Students

+29%

Switcher pressure

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

Heavy

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

What this is for

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

Active conversation in this space

Distinct people reviewing and discussing Students products. Last 7 days.

people actively reviewing and discussing

+41%

Pricing mix

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

Free45%
Freemium44.5%
Subscription6.1%
Paid2.6%
One-time1.8%

Platform availability

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

Market concentration

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

8 / 100

highly fragmented

FragmentedConsolidated

Attention in Students is spread thin across many products - no clear leader.

Herfindahl index: 6.7 / 10,000

AI engines discovering Students

Top 5

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

Meta AI
52.3% share
ChatGPT
18.5% share
ByteDance
12.3% share
TikTok
5.4% share
ClaudeBot
5.3% share

Device mix

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

Desktop90.1%
Laptops and desktops
Mobile9.9%
Phones and tablets

Rising categories

Top 3

The categories gaining AI attention among Students products this week.

Rising use cases

Top 3

The use cases gaining AI attention among Students 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 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 Students; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

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

Yes. The 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.