Signals lens

Engineering Managers signals

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

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

Browse all Engineering Managers products

New-entrant attention

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

51.5% of Engineering Managers discovery attention goes to newcomers

Fresh launches make up 15.4% of the products winning discovery attention in the last 7 days.

Switcher pressure

How much alternative-shopping demand is flowing toward what Engineering Managers 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 Engineering Managers products - what this space is built to do.

Pricing mix

How Engineering Managers products are priced. Helps buyers know what to expect.

Freemium33.3%
Subscription33.3%
Free16.7%
Paid16.7%

Platform availability

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

Market concentration

How concentrated discovery attention is across Engineering Managers products. Last 7 days.

74 / 100

consolidated

FragmentedConsolidated

Engineering Managers is consolidated - a few products command most of the attention.

Herfindahl index: 1,624.2 / 10,000

AI engines discovering Engineering Managers

Top 4

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

Meta AI
51.1% share
OpenAI Search
19.1% share
Perplexity
14.9% share
ByteDance
14.9% share

Device mix

How Engineering Managers gets discovered: desktop vs mobile. Last 7 days.

Desktop86.4%
Laptops and desktops
Mobile13.6%
Phones and tablets

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

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

Yes. The Engineering Managers 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.