Signals lens

Career Changers signals

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

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

Browse all Career Changers products

Search demand

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

5+ people's searches surfaced Career Changers products this week

New-entrant attention

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

50.9% of Career Changers discovery attention goes to newcomers

Fresh launches make up 38.5% of the products winning discovery attention in the last 7 days.

New-entrant momentum

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

New entrants are accelerating in Career Changers

+100%

Switcher pressure

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

Moderate

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

What this is for

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

Pricing mix

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

Freemium61.5%
Free15.4%
Subscription15.4%
Paid7.7%

Platform availability

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

Market concentration

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

60 / 100

consolidating

FragmentedConsolidated

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

Herfindahl index: 993.7 / 10,000

Device mix

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

Desktop78.7%
Laptops and desktops
Mobile21.3%
Phones and tablets

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

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

Yes. The Career Changers 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.