Career signals

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

Search demand

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

5+ people's searches surfaced Career products this week

New-entrant attention

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

34.5% of Career discovery attention goes to newcomers

Fresh launches make up 21.4% of the products winning discovery attention in the last 7 days.

New-entrant momentum

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

New entrants are accelerating in Career

+13%

Switcher pressure

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

Light

A trickle of alternative-shopping demand flows toward what this space challenges.

Who this serves

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

Pricing mix

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

Freemium70.7%
Free9.8%
Paid7.3%
Subscription7.3%
One-time4.9%

Platform availability

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

Market concentration

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

42 / 100

consolidating

FragmentedConsolidated

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

Herfindahl index: 286.9 / 10,000

AI engines discovering Career

Top 3

The AI engines most active on Career products, led by ByteDance. Last 7 days.

ByteDance
44.7% share
Meta AI
42.1% share
Perplexity
13.2% share

Device mix

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

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

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

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

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