Signals lens

Education & Learning signals

Name: Education & Learning signals
Creator: PeerPush
License: https://peerpush.com/terms

How AI assistants, crawlers, and humans are discovering products in the Education & Learning category on PeerPush. Updated daily.

Browse all Education & Learning products

Search demand

How often on-site searches surfaced Education & Learning products in the top results.

250+ people's searches surfaced Education & Learning products this week

+12%in distinct searchers vs last week

New-entrant attention

How much discovery attention fresh launches are winning in Education & Learning. Last 7 days.

3.7% of Education & Learning discovery attention goes to newcomers

Fresh launches make up 1.6% of the products winning discovery attention in the last 7 days.

Switcher pressure

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

Heavy

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

Who this serves

The audience mix across Education & Learning products - which audiences this space serves most.

Active conversation in this space

Distinct people reviewing and discussing Education & Learning products. Last 7 days.

people actively reviewing and discussing

Pricing mix

How Education & Learning products are priced. Helps buyers know what to expect.

Free43.1%
Freemium42%
Subscription9%
Paid3.1%
One-time2.8%

Platform availability

Where Education & Learning products are available - Web, Mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across Education & Learning products. Last 7 days.

42 / 100

consolidating

FragmentedConsolidated

Education & Learning is consolidating - a handful of products are capturing a growing slice of attention.

Herfindahl index: 55.5 / 10,000

AI engines discovering Education & Learning

Top 5

The AI engines most active on Education & Learning products, led by ByteDance. Last 7 days.

ByteDance
42.6% share
Meta AI
22.6% share
ChatGPT
15.7% share
OpenAI Search
9.8% share
Perplexity
3% share

Device mix

How Education & Learning gets discovered: desktop vs mobile. Last 7 days.

Desktop94.6%
Laptops and desktops
Mobile5.4%
Phones and tablets

Rising use cases

Top 3

The use cases gaining AI attention among Education & Learning products this week.

Rising audiences

Top 3

The audiences gaining AI attention among Education & Learning products this week.

Explore the whole marketEvery category, audience, platform, and AI engine on one page.

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 Education & Learning 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 Education & Learning; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

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

Yes. The Education & Learning 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.