Personal Finance Analysis signals

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

Search demand

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

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

New-entrant attention

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

16% of Personal Finance Analysis discovery attention goes to newcomers

Fresh launches make up 13.3% of the products winning discovery attention in the last 7 days.

Switcher pressure

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

Heavy+21%

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 Analysis products - which audiences this space serves most.

Active conversation in this space

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

people actively reviewing and discussing

Pricing mix

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

Free43.9%
Freemium41.5%
Subscription7.3%
One-time4.9%
Paid2.4%

Platform availability

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

Market concentration

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

52 / 100

consolidating

FragmentedConsolidated

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

Herfindahl index: 339.6 / 10,000

AI engines discovering Personal Finance Analysis

Top 5

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

ByteDance
38.8% share
Meta AI
30.6% share
Parallel Crawler
10.2% share
ChatGPT
10.2% share
Perplexity
10.2% share

Device mix

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

Desktop91.9%
Laptops and desktops
Mobile8.1%
Phones and tablets

Rising categories

Top 1

The categories gaining AI attention among Personal Finance Analysis products this week.

Finance
37% of 7-day AI traffic+30%

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

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

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