Signals lens

Graduates signals

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

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

Browse all Graduates products

Search demand

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

25+ people's searches surfaced Graduates products this week

New-entrant attention

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

0.6% of Graduates discovery attention goes to newcomers

Fresh launches make up 0.7% of the products winning discovery attention in the last 7 days.

Switcher pressure

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

Heavy+3%

Heavy alternative-shopping demand - many people are actively researching incumbents here. Demand is rising week over week.

What this is for

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

Pricing mix

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

Freemium60.3%
Free24.8%
Subscription8.5%
One-time3.5%
Paid2.8%

Platform availability

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

Market concentration

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

32 / 100

competitive

FragmentedConsolidated

Graduates is competitive - attention is shared across a broad field with a few pulling ahead.

Herfindahl index: 85.1 / 10,000

AI engines discovering Graduates

Top 5

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

Meta AI
69.3% share
ByteDance
11.2% share
OpenAI Search
7.8% share
ChatGPT
4.4% share
Perplexity
3.9% share

Device mix

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

Desktop94.9%
Laptops and desktops
Mobile5.1%
Phones and tablets

Surface mix

Graduates traffic by channel - web, MCP, API, RSS. Last 7 days.

Web86.6%
Direct browsing + search
MCP13.4%
Model Context Protocol calls

Rising categories

Top 3

The categories gaining AI attention among Graduates products this week.

Rising use cases

Top 3

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

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

Yes. The Graduates 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.

Outrank board

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