Personal Finance signals

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

Search demand

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

10+ people's searches surfaced Personal Finance products this week

New-entrant attention

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

30.8% of Personal Finance discovery attention goes to newcomers

Fresh launches make up 19% of the products winning discovery attention in the last 7 days.

Switcher pressure

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

Heavy+12%

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

Who this serves

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

Active conversation in this space

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

people actively reviewing and discussing

+27%

Pricing mix

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

Free49.3%
Freemium36%
Subscription9.3%
One-time4%
Paid1.3%

Platform availability

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

Market concentration

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

49 / 100

consolidating

FragmentedConsolidated

Personal Finance is consolidating - a handful of products are capturing a growing slice of attention.

Herfindahl index: 220.6 / 10,000

AI engines discovering Personal Finance

Top 4

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

ByteDance
43.8% share
Meta AI
41.1% share
Perplexity
8.2% share
Parallel Crawler
6.8% share

Device mix

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

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

Rising use cases

Top 1

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

Financial Analysis
20.2% of 7-day AI traffic+27%

Rising audiences

Top 2

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

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

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