Signals lens

User Sentiment Analysis signals

Name: User Sentiment Analysis signals
Creator: PeerPush
License: https://peerpush.com/terms

How AI assistants, crawlers, and humans are discovering products built for the User Sentiment Analysis use case on PeerPush. Updated daily.

Browse all User Sentiment Analysis products

Search demand

How often on-site searches surfaced User Sentiment Analysis products in the top results.

10+ people's searches surfaced User Sentiment Analysis products this week

New-entrant attention

How much discovery attention fresh launches are winning in User Sentiment Analysis. Last 7 days.

34.8% of User Sentiment Analysis discovery attention goes to newcomers

Fresh launches make up 10% of the products winning discovery attention in the last 7 days.

Switcher pressure

How much alternative-shopping demand is flowing toward what User Sentiment Analysis products challenge. Last 7 days.

Light

A trickle of alternative-shopping demand flows toward what this space challenges.

Who this serves

The audience mix across User Sentiment Analysis products - which audiences this space serves most.

Pricing mix

How User Sentiment Analysis products are priced. Helps buyers know what to expect.

Freemium38.9%
Free33.3%
Subscription27.8%

Platform availability

Where User Sentiment Analysis products are available - Web, Mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across User Sentiment Analysis products. Last 7 days.

65 / 100

consolidated

FragmentedConsolidated

User Sentiment Analysis is consolidated - a few products command most of the attention.

Herfindahl index: 871.4 / 10,000

AI engines discovering User Sentiment Analysis

Top 5

The AI engines most active on User Sentiment Analysis products, led by Meta AI. Last 7 days.

Meta AI
55.9% share
Claude
16.9% share
Perplexity
10.2% share
Parallel Crawler
8.5% share
ByteDance
8.5% share

Device mix

How User Sentiment Analysis gets discovered: desktop vs mobile. Last 7 days.

Desktop86.6%
Laptops and desktops
Mobile13.4%
Phones and tablets

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.

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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 User Sentiment Analysis 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 User Sentiment Analysis; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

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

Yes. The User Sentiment Analysis 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.