Signals lens

AI Harness signals

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

How AI assistants, crawlers, and humans are discovering products in the AI Harness category on PeerPush. Updated daily.

Browse all AI Harness products

New-entrant attention

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

39.1% of AI Harness discovery attention goes to newcomers

Fresh launches make up 20% of the products winning discovery attention in the last 7 days.

New-entrant momentum

Whether fresh products are joining AI Harness faster than the week before.

New entrants are accelerating in AI Harness

3×

Switcher pressure

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

Moderate

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

Who this serves

The audience mix across AI Harness products - which audiences this space serves most.

Pricing mix

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

Free53.3%
Freemium40%
Subscription6.7%

Platform availability

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

Market concentration

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

64 / 100

consolidated

FragmentedConsolidated

AI Harness is consolidated - a few products command most of the attention.

Herfindahl index: 1,018.1 / 10,000

AI engines discovering AI Harness

Top 3

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

Meta AI
76.3% share
Parallel Crawler
11.9% share
Perplexity
11.9% share

Rising use cases

Top 1

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

Code Development
49.6% of 7-day AI traffic+108%

Rising audiences

Top 2

The audiences gaining AI attention among AI Harness 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 AI Harness 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 Harness; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

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

Yes. The AI Harness 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.