Signals lens

IT Leaders / Engineers signals

Name: IT Leaders / Engineers signals
Creator: PeerPush
License: https://peerpush.com/terms

How AI assistants, crawlers, and humans are discovering products built for IT Leaders / Engineers on PeerPush. Updated daily.

Browse all IT Leaders / Engineers products

Search demand

How often on-site searches surfaced IT Leaders / Engineers products in the top results.

50+ people's searches surfaced IT Leaders / Engineers products this week

+2%in distinct searchers vs last week

New-entrant attention

How much discovery attention fresh launches are winning in IT Leaders / Engineers. Last 7 days.

10.1% of IT Leaders / Engineers discovery attention goes to newcomers

Fresh launches make up 1.7% of the products winning discovery attention in the last 7 days.

Switcher pressure

How much alternative-shopping demand is flowing toward what IT Leaders / Engineers products challenge. Last 7 days.

Heavy+32%

Heavy alternative-shopping demand - many people are actively researching incumbents here. Demand is rising week over week.

What this is for

The use-case mix across IT Leaders / Engineers products - what this space is built to do.

Pricing mix

How IT Leaders / Engineers products are priced. Helps buyers know what to expect.

Freemium35.2%
Subscription28.7%
Free20.4%
Paid9.3%
One-time6.5%

Platform availability

Where IT Leaders / Engineers products are available - Web, Mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across IT Leaders / Engineers products. Last 7 days.

48 / 100

consolidating

FragmentedConsolidated

IT Leaders / Engineers is consolidating - a handful of products are capturing a growing slice of attention.

Herfindahl index: 162.3 / 10,000

AI engines discovering IT Leaders / Engineers

Top 5

The AI engines most active on IT Leaders / Engineers products, led by Meta AI. Last 7 days.

Meta AI
66.8% share
ByteDance
11.4% share
Claude
8.1% share
Perplexity
3.8% share
ChatGPT
3.8% share

Device mix

How IT Leaders / Engineers gets discovered: desktop vs mobile. Last 7 days.

Desktop91.4%
Laptops and desktops
Mobile8.6%
Phones and tablets

Surface mix

IT Leaders / Engineers traffic by channel - web, MCP, API, RSS. Last 7 days.

Web89.5%
Direct browsing + search
MCP10.5%
Model Context Protocol calls

Rising use cases

Top 1

The use cases gaining AI attention among IT Leaders / Engineers products this week.

Workflow Automation
48.1% of 7-day AI traffic3×

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 IT Leaders / Engineers 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 IT Leaders / Engineers; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

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

Yes. The IT Leaders / Engineers 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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