Signals lens

Finance signals

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

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

Browse all Finance products

Search demand

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

100+ people's searches surfaced Finance products this week

+18%in distinct searchers vs last week

New-entrant attention

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

10.8% of Finance discovery attention goes to newcomers

Fresh launches make up 3.8% of the products winning discovery attention in the last 7 days.

Switcher pressure

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

Heavy+17%

Heavy alternative-shopping demand - many people are actively researching incumbents here. Demand is rising week over week.

Who this serves

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

Active conversation in this space

Distinct people reviewing and discussing Finance products. Last 7 days.

people actively reviewing and discussing

+43%

Pricing mix

How Finance products are priced. Helps buyers know what to expect.

Free39.8%
Freemium35.2%
Subscription18.3%
Paid4.2%
One-time2.5%

Platform availability

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

Market concentration

How concentrated discovery attention is across Finance products. Last 7 days.

27 / 100

competitive

FragmentedConsolidated

Finance is competitive - attention is shared across a broad field with a few pulling ahead.

Herfindahl index: 30.9 / 10,000

AI engines discovering Finance

Top 5

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

Meta AI
52.8% share
Claude
21.1% share
ByteDance
13.5% share
ChatGPT
4.7% share
OpenAI Search
2.9% share

Device mix

How Finance gets discovered: desktop vs mobile. Last 7 days.

Desktop87.1%
Laptops and desktops
Mobile12.9%
Phones and tablets

Rising use cases

Top 3

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

Rising audiences

Top 3

The audiences gaining AI attention among Finance products this week.

Explore the whole marketEvery category, audience, platform, and AI engine on one page.

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

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

Yes. The Finance 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.

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