Signals lens

Non-Technical Users signals

Name: Non-Technical Users signals
Creator: PeerPush
License: https://peerpush.com/terms

How AI assistants, crawlers, and humans are discovering products built for Non-Technical Users on PeerPush. Updated daily.

Browse all Non-Technical Users products

Search demand

How often on-site searches surfaced Non-Technical Users products in the top results.

250+ people's searches surfaced Non-Technical Users products this week

New-entrant attention

How much discovery attention fresh launches are winning in Non-Technical Users. Last 7 days.

0.4% of Non-Technical Users discovery attention goes to newcomers

Fresh launches make up 0.1% of the products winning discovery attention in the last 7 days.

New-entrant momentum

Whether fresh products are joining Non-Technical Users faster than the week before.

New entrants are accelerating in Non-Technical Users

+50%

Switcher pressure

How much alternative-shopping demand is flowing toward what Non-Technical Users products challenge. Last 7 days.

Heavy

Heavy alternative-shopping demand - many people are actively researching incumbents here.

What this is for

The use-case mix across Non-Technical Users products - what this space is built to do.

Active conversation in this space

Distinct people reviewing and discussing Non-Technical Users products. Last 7 days.

people actively reviewing and discussing

Pricing mix

How Non-Technical Users products are priced. Helps buyers know what to expect.

Freemium41.3%
Free40.1%
Subscription11.6%
Paid4.2%
One-time2.7%

Platform availability

Where Non-Technical Users products are available - Web, Mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across Non-Technical Users products. Last 7 days.

0 / 100

highly fragmented

FragmentedConsolidated

Attention in Non-Technical Users is spread thin across many products - no clear leader.

Herfindahl index: 3.2 / 10,000

AI engines discovering Non-Technical Users

Top 5

The AI engines most active on Non-Technical Users products, led by Meta AI. Last 7 days.

Meta AI
50.7% share
ChatGPT
22.7% share
ByteDance
9.3% share
TikTok
6.3% share
ClaudeBot
3.6% share

Device mix

How Non-Technical Users gets discovered: desktop vs mobile. Last 7 days.

Desktop90.5%
Laptops and desktops
Mobile9.5%
Phones and tablets

Rising categories

Top 3

The categories gaining AI attention among Non-Technical Users products this week.

Rising use cases

Top 3

The use cases gaining AI attention among Non-Technical Users 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 Non-Technical Users 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 Non-Technical Users; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

The Non-Technical Users signals refresh on a rolling schedule, with short windows recomputed every few minutes and longer windows on slower cycles.

Yes. The Non-Technical Users 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.