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

+14%in distinct searchers vs last week

New-entrant attention

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

0.7% of Non-Technical Users discovery attention goes to newcomers

Fresh launches make up 0.2% 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

+25%

Switcher pressure

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

Surging

A surge of switching intent - this is one of the most alternative-shopped spaces right now.

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

+18%

Pricing mix

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

Free41.6%
Freemium40.8%
Subscription10.9%
Paid4.1%
One-time2.5%

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.

23 / 100

competitive

FragmentedConsolidated

Non-Technical Users is competitive - attention is shared across a broad field with a few pulling ahead.

Herfindahl index: 10.5 / 10,000

AI engines discovering Non-Technical Users

Top 5

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

ChatGPT
32.2% share
ByteDance
29.3% share
Meta AI
19.9% share
OpenAI Search
6.6% share
Claude
2.8% share

Device mix

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

Desktop95%
Laptops and desktops
Mobile5%
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 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 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.