Signals lens

Software Discovery signals

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

How AI assistants, crawlers, and humans are discovering products built for the Software Discovery use case on PeerPush. Updated daily.

Browse all Software Discovery products

Search demand

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

10+ people's searches surfaced Software Discovery products this week

New-entrant attention

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

78% of Software Discovery discovery attention goes to newcomers

Fresh launches make up 71.4% of the products winning discovery attention in the last 7 days.

New-entrant momentum

Whether fresh products are joining Software Discovery faster than the week before.

New entrants are accelerating in Software Discovery

+100%

Switcher pressure

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

Heavy+105%

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

Who this serves

The audience mix across Software Discovery products - which audiences this space serves most.

Pricing mix

How Software Discovery products are priced. Helps buyers know what to expect.

Free68.8%
Freemium25%
Paid6.3%

Platform availability

Where Software Discovery products are available - Web, Mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across Software Discovery products. Last 7 days.

50 / 100

consolidating

FragmentedConsolidated

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

Herfindahl index: 573 / 10,000

AI engines discovering Software Discovery

Top 5

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

Meta AI
35% share
ByteDance
21.7% share
Perplexity
13.3% share
OpenAI Search
11.7% share
Parallel Crawler
10% share

Device mix

How Software Discovery gets discovered: desktop vs mobile. Last 7 days.

Desktop92.2%
Laptops and desktops
Mobile7.8%
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 Software Discovery 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 Software Discovery; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

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

Yes. The Software Discovery 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.