Signals lens

Solo Founders signals

Name: Solo Founders signals
Creator: PeerPush
License: https://peerpush.com/terms

How AI assistants, crawlers, and humans are discovering products built for Solo Founders on PeerPush. Updated daily.

Browse all Solo Founders products

Search demand

How often on-site searches surfaced Solo Founders products in the top results.

10+ people's searches surfaced Solo Founders products this week

New-entrant attention

How much discovery attention fresh launches are winning in Solo Founders. Last 7 days.

33.3% of Solo Founders discovery attention goes to newcomers

Fresh launches make up 15.8% of the products winning discovery attention in the last 7 days.

New-entrant momentum

Whether fresh products are joining Solo Founders faster than the week before.

New entrants are accelerating in Solo Founders

+50%

Switcher pressure

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

Moderate

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

What this is for

The use-case mix across Solo Founders products - what this space is built to do.

Pricing mix

How Solo Founders products are priced. Helps buyers know what to expect.

Freemium50%
One-time22.2%
Free11.1%
Subscription11.1%
Paid5.6%

Platform availability

Where Solo Founders products are available - Web, Mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across Solo Founders products. Last 7 days.

56 / 100

consolidating

FragmentedConsolidated

Solo Founders is consolidating - a handful of products are capturing a growing slice of attention.

Herfindahl index: 686.2 / 10,000

Device mix

How Solo Founders gets discovered: desktop vs mobile. Last 7 days.

Desktop94%
Laptops and desktops
Mobile6%
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 Solo Founders 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 Solo Founders; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

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

Yes. The Solo Founders 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.