Signals lens

Civil Engineering signals

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

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

Browse all Civil Engineering products

Search demand

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

5+ people's searches surfaced Civil Engineering products this week

New-entrant attention

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

53.1% of Civil Engineering discovery attention goes to newcomers

Fresh launches make up 37.5% of the products winning discovery attention in the last 7 days.

New-entrant momentum

Whether fresh products are joining Civil Engineering faster than the week before.

New entrants are accelerating in Civil Engineering

3×

Switcher pressure

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

Light

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

Pricing mix

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

Free62.5%
Freemium25%
Subscription12.5%

Platform availability

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

Market concentration

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

65 / 100

consolidated

FragmentedConsolidated

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

Herfindahl index: 1,605.8 / 10,000

AI engines discovering Civil Engineering

Top 3

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

Meta AI
60% share
OpenAI Search
22.9% share
ByteDance
17.1% share

Device mix

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

Desktop92.4%
Laptops and desktops
Mobile7.6%
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 Civil Engineering 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 Civil Engineering; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

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

Yes. The Civil Engineering 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.