Real-World Business Experiment Lab

We run real-world internet business experiments and use evidence to decide what deserves to become a real business.

Every property under *.datumharbor.com is a live market test. A website here is not the business — it is the bridge that lets reality answer whether the business deserves to exist.

How this works

Each experiment is a separate property with its own owner, deployed and operated independently. This platform observes them: it registers what is being tested, records what the market actually did, and decides whether to continue, hold, or stop.

Test in the market

A real website goes live against real users. No simulation, no projections standing in for demand.

Observe real signals

Search visibility, returning users, contact clicks, inquiries, quote requests, registrations, external references.

Decide, and record it

Continue, hold, or stop — recorded with its reasoning, so the judgement can be reviewed later.

Keep the learning

A stopped experiment is not a deleted one. Failure stays in the dataset because it is still evidence.

Experiment properties currently live

These properties are online and testing right now. They are separate projects; this platform observes them and does not modify them.

Live experiment properties under datumharbor.com and related domains
Property Domain What it tests Lang
Money Machine Intelligence money.datumharbor.com How real businesses create value and generate revenue en
Commercial Failure Intelligence failure.datumharbor.com Commercial failures and the lessons they leave behind en
Problem Discovery Engine problem.datumharbor.com Evidence-based discovery of commercially real problems en
Qianmen — Defensive Scam Intelligence scam.datumharbor.com Scam patterns, warning signals and protective lessons en
Enterprise AI Work Intelligence aiwork.datumharbor.com Real enterprise work, AI capability and deployment gaps en
Global Innovation Radar radar.datumharbor.com Innovation signals and emerging capability shifts en
生意标本 (GSBI) case.shengyibiaoben.cn 记录真实商业样本,研究可复用的赚钱机制 zh-CN
Publication status

No results, findings or playbooks are published yet. Nothing is shown here that cannot be traced to evidence, and no metric is displayed until it has been observed first-hand. Search, traffic, behaviour and commercial figures will appear only when there is real data behind them.

How a decision gets made

Every active experiment carries one lifecycle state and one decision. Lifecycle says where the test is; decision says what we do about it. They are recorded separately, and both are visible in the methodology.

Read the methodology →

What DatumHarbor is not

  • It is not a directory of invented case studies. Every sample is a real property that really went live.
  • It is not a prediction engine. An opinion — including an AI's — is not market validation.
  • It does not take over the experiment properties. They are separate projects with their own owners.
  • It does not report numbers it has not observed. Where something is unknown, it stays unknown.

About DatumHarbor →