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.

10+ 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.

8.6% of Software Comparison discovery attention goes to newcomers

Fresh launches make up 4.9% of the products winning discovery attention in the last 7 days.

Switcher pressure

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

Moderate+11%

A steady stream of people are weighing the incumbents this space goes up against. 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.

Free77.6%
Freemium19.7%
One-time1.3%
Subscription1.3%

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.

42 / 100

consolidating

FragmentedConsolidated

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

Herfindahl index: 169.9 / 10,000

AI engines discovering Software Comparison

Top 3

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

Meta AI
89.7% share
OpenAI Search
5.8% share
ChatGPT
4.5% share

Device mix

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

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

Rising categories

Top 1

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

AI
45.7% of 7-day AI traffic+36%

Rising audiences

Top 2

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 signals by lens

Slice AI activity by what products do, who they serve, where they run, and which AI is surfacing them.

Use cases

What people keep asking AI to find products for.

Browse all use cases

Audiences

Who the most-surfaced products are built for.

Browse all audiences

Platforms

Where products ship - 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.