Signals lens

Software Comparison signals

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

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

Browse all Software Comparison products

Search demand

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

25+ people's searches surfaced Software Comparison products this week

New-entrant attention

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

11.9% of Software Comparison discovery attention goes to newcomers

Fresh launches make up 3.6% of the products winning discovery attention in the last 7 days.

New-entrant momentum

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

New entrants are accelerating in Software Comparison

+67%

Switcher pressure

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

Heavy+8%

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 Comparison products - which audiences this space serves most.

Pricing mix

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

Free79.4%
Freemium16.7%
Subscription2.4%
One-time0.8%
Paid0.8%

Platform availability

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

Market concentration

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

39 / 100

consolidating

FragmentedConsolidated

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

Herfindahl index: 107.5 / 10,000

AI engines discovering Software Comparison

Top 5

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

Meta AI
82.9% share
Claude
6% share
Parallel Crawler
3% share
Perplexity
2.7% share
Aiwebindex
2.7% share

Device mix

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

Desktop92.7%
Laptops and desktops
Mobile7.3%
Phones and tablets

Rising categories

Top 3

The categories gaining AI attention among Software Comparison products this week.

Rising audiences

Top 3

The audiences gaining AI attention among Software Comparison products this week.

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

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

Yes. The Software Comparison 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.

Submit to 100 directories

Share your product once. PeerPush handles every submission.

Start submission