What does the Referral Programs signals lens show?

It shows how AI assistants, crawlers, and humans are discovering products in Referral Programs on PeerPush, including rising challengers and which AI engines are picking up products in this space.

How is Referral Programs momentum measured?

Momentum is measured by week-over-week growth in detail views, clicks, and AI agent results for products in Referral Programs, published only when distinct-visitor counts clear the k-anonymity floor.

How often is the Referral Programs signals data updated?

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

Is the Referral Programs signals data free to view?

Yes. The Referral Programs signals are free to view on the public tier, with deeper history and detail available on Pro.

Referral Programs signals

Name: Referral Programs signals
Creator: PeerPush
License: https://peerpush.net/terms

Search demand

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

10+× real searches surfaced Referral Programs this week

New-entrant attention

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

13.2% of Referral Programs discovery attention goes to newcomers

Fresh launches make up 5.3% of the products winning discovery attention in the last 7 days.

New-entrant momentum

Whether fresh products are joining Referral Programs faster than the week before.

New entrants are accelerating in Referral Programs

3×

Switcher pressure

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

Moderate

A steady stream of people are weighing the incumbents this space goes up against.

Who this serves

The audience mix across Referral Programs products - which audiences this space serves most.

Pricing mix

How Referral Programs products are priced. Helps buyers know what to expect.

Freemium47.1%
Free29.4%
Subscription23.5%

Platform availability

Where Referral Programs products are available - Web, mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across Referral Programs products. Last 7 days.

44 / 100

consolidating

FragmentedConsolidated

Referral Programs is consolidating - a handful of products are capturing a growing slice of attention.

Herfindahl index: 186.2 / 10,000

AI engines discovering Referral Programs

Top 4

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

Meta AI
72.6% share
ChatGPT
11.9% share
OpenAI Search
9.5% share
Perplexity
6% share

Device mix

How Referral Programs gets discovered: desktop vs mobile. Last 7 days.

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

Rising categories

Top 3

The categories gaining AI attention fastest among Referral Programs products this week. Click to dig in.

Rising audiences

Top 1

The audiences gaining AI attention fastest among Referral Programs products this week. Click to dig in.

Non-Technical Users
13.2% share+8%

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 AI keeps recommending 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.

Use cases

Audiences

Platforms

Frequently asked questions

What does the Referral Programs signals lens show?

How is Referral Programs momentum measured?

How often is the Referral Programs signals data updated?

Is the Referral Programs signals data free to view?

How we count AI traffic

Use cases

Audiences

Platforms