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Real-revenue cases

HarperAI

Real demand

HarperAI links UK Companies House charge filings to Land Registry titles, corporate structures and officer networks, and sells the resulting deal-flow intelligence to specialist property lenders, brokers and developers on a subscription, with $7,138/month verified via Stripe.

Stripe-verified 素材未提及
Monthly revenue
$7,138 / mo
Primary source
View original

01

Real-demand verdict

Real-demand verdict

Real demand

It replaces the manual grind of trawling Companies House and Land Registry filings and relying on personal networks to spot who is borrowing against property. Property lenders already spend time hunting these leads, so recurring payment points to a real need rather than novelty.

How it makes money

Specialist lenders, brokers and developers pay a subscription for deal-flow leads mined from UK public registries; revenue is Stripe-verified at $7,138/month.

What old behavior it replaces

Manually trawling Companies House and Land Registry filings and relying on personal networks to surface property-backed borrowing leads

02

Where the first customers came from

Not mentioned in the source material

Acquisition channels 素材未提及

03

Tactics you can copy

  1. 01Cross-link two or more public registries (Companies House charges × Land Registry titles) to produce leads no single source can, creating a data moat that is hard to copy
  2. 02Serve one narrow vertical (UK property-backed lending) and make lead quality good enough for monthly payment, instead of building a generic data tool
  3. 03Layer AI search on top of the structured linked data so non-technical users can query for deal flow directly
Moving it to an AI business

This playbook transfers to any vertical with public registry data: link two or more official datasets by entity, then wrap AI search around it as a vertical-specific lead subscription. AI is the query layer; the real moat is the data linkage and vertical focus.

04

Evidence and limits

Self-reported numbers are unaudited — treat them as leads, not facts
Stripe-verified

Revenue basis · Stripe-verified (TrustMRR)

What evidence is missing

The source body is empty apart from the title and a one-line summary, so the actual product features, pricing tiers and customer count cannot be verified
The $7,138/month is Stripe-verified but it is unclear how many customers contribute, so churn and customer concentration are unknown
Acquisition channels, first-customer source and time from launch to revenue are all missing, so the cold-start playbook cannot be assessed