AI Engineers signals

Name: AI Engineers signals
Creator: PeerPush
License: https://peerpush.com/terms

Search demand

How often on-site searches surfaced AI Engineers products in the top results.

25+ people's searches surfaced AI Engineers products this week

+31%in distinct searchers vs last week

New-entrant attention

How much discovery attention fresh launches are winning in AI Engineers. Last 7 days.

7.8% of AI Engineers discovery attention goes to newcomers

Fresh launches make up 5.8% of the products winning discovery attention in the last 7 days.

Switcher pressure

How much alternative-shopping demand is flowing toward what AI Engineers 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 AI Engineers products - what this space is built to do.

Pricing mix

How AI Engineers products are priced. Helps buyers know what to expect.

Free37.5%
Freemium31.3%
Subscription16.7%
Paid9.4%
One-time5.2%

Platform availability

Where AI Engineers products are available - Web, Mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across AI Engineers products. Last 7 days.

40 / 100

consolidating

FragmentedConsolidated

AI Engineers is consolidating - a handful of products are capturing a growing slice of attention.

Herfindahl index: 135 / 10,000

AI engines discovering AI Engineers

Top 4

The AI engines most active on AI Engineers products, led by ByteDance. Last 7 days.

ByteDance
40% share
ChatGPT
24.3% share
Meta AI
22.9% share
OpenAI Search
12.9% share

Device mix

How AI Engineers gets discovered: desktop vs mobile. Last 7 days.

Desktop91.9%
Laptops and desktops
Mobile8.1%
Phones and tablets

Rising categories

Top 2

The categories gaining AI attention among AI Engineers products this week.

Rising use cases

Top 2

The use cases gaining AI attention among AI Engineers products this week.

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

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

Yes. The AI Engineers signals are free to view on the public tier, with deeper history and detail available on Pro.