Signals lens

Career signals

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

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

Browse all Career products

Search demand

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

25+ people's searches surfaced Career products this week

+35%in distinct searchers vs last week

New-entrant attention

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

17.5% of Career discovery attention goes to newcomers

Fresh launches make up 6.3% 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

+38%

Switcher pressure

How much alternative-shopping demand is flowing toward what Career 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 Career products - which audiences this space serves most.

Active conversation in this space

Distinct people reviewing and discussing Career products. Last 7 days.

people actively reviewing and discussing

Pricing mix

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

Freemium54.2%
Free25.2%
Subscription8.4%
One-time7.7%
Paid4.5%

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.

44 / 100

consolidating

FragmentedConsolidated

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

Herfindahl index: 114.9 / 10,000

AI engines discovering Career

Top 5

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

Meta AI
63.3% share
ByteDance
12% share
Claude
10.1% share
OpenAI Search
3.4% share
Perplexity
3% share

Device mix

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

Desktop85.8%
Laptops and desktops
Mobile14.2%
Phones and tablets

Rising use cases

Top 2

The use cases gaining AI attention among Career products this week.

Rising audiences

Top 2

The audiences gaining AI attention among Career 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 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.

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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