Signals lens
Machine Learning signals
How AI assistants, crawlers, and humans are discovering products in the Machine Learning category on PeerPush. Updated daily.
Signals lens
How AI assistants, crawlers, and humans are discovering products in the Machine Learning category on PeerPush. Updated daily.
How much alternative-shopping demand is flowing toward what Machine Learning products challenge. Last 7 days.
A trickle of alternative-shopping demand flows toward what this space challenges.
The audience mix across Machine Learning products - which audiences this space serves most.
How Machine Learning products are priced. Helps buyers know what to expect.
Where Machine Learning products are available - Web, Mobile, CLI, MCP, etc.
Jump into the catalog by what products do, who they serve, and where they run.
How Machine Learning gets discovered: desktop vs mobile. Last 7 days.
Laptops and desktops
Phones and tablets
How often on-site searches surfaced Machine Learning products in the top results.
5+ people's searches surfaced Machine Learning products this week
Machine Learning traffic by channel - web, MCP, API, RSS. Last 7 days.
Direct browsing + search
Model Context Protocol calls
Whether fresh products are joining Machine Learning faster than the week before.
New entrants are accelerating in Machine Learning
3×The use cases gaining AI attention among Machine Learning products this week.
The audiences gaining AI attention among Machine Learning products this week.
How much discovery attention fresh launches are winning in Machine Learning. Last 7 days.
45.1% of Machine Learning discovery attention goes to newcomers
Fresh launches make up 25% of the products winning discovery attention in the last 7 days.
How concentrated discovery attention is across Machine Learning products. Last 7 days.
66 / 100
consolidatedMachine Learning is consolidated - a few products command most of the attention.