Signals lens

Educators signals

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

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

Browse all Educators products

Search demand

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

100+ people's searches surfaced Educators products this week

+21%in distinct searchers vs last week

New-entrant attention

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

3.9% of Educators discovery attention goes to newcomers

Fresh launches make up 1% of the products winning discovery attention in the last 7 days.

Switcher pressure

How much alternative-shopping demand is flowing toward what Educators 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 Educators products - what this space is built to do.

Pricing mix

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

Freemium43.8%
Free35.7%
Subscription11.4%
One-time5.1%
Paid4%

Platform availability

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

Market concentration

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

15 / 100

highly fragmented

FragmentedConsolidated

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

Herfindahl index: 17.2 / 10,000

AI engines discovering Educators

Top 5

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

Meta AI
56.8% share
Claude
16.1% share
ByteDance
12.9% share
ChatGPT
6.6% share
OpenAI Search
2.9% share

Device mix

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

Desktop87.8%
Laptops and desktops
Mobile12.2%
Phones and tablets

Rising categories

Top 3

The categories gaining AI attention among Educators products this week.

Rising use cases

Top 3

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

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

Yes. The Educators 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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