Business Hypothesis Draft

In short

A useful post about a business experiment requires finding the original metric, result, and context, so without discipline, figures can easily be confused or an observation turned into a beautiful fiction.

Outcome

A read-only skill traces each figure to an authorized source, separates fact from interpretation, anonymizes context, and compiles a draft for manual publication.

How the automation runs

Trigger

The author has chosen a real experiment and requested a draft based on a given template

Automation steps

1. Searches for the original metric, action, and result in authorized sources
2. Records the lineage of each figure and notes contradictions
3. Separates observed change from causal assertion
4. Anonymizes clients and internal names
5. Compiles a draft and a source card for the author

Human check

The author verifies figures, causality wording, and anonymization, and publishes it themselves; if sources contradict, the skill stops instead of choosing a convenient number.

Outcome

A read-only skill traces each figure to an authorized source, separates fact from interpretation, anonymizes context, and compiles a draft for manual publication.

Using it

When to use it

There is a real business experiment and verifiable sources from which useful cases need to be regularly prepared for a professional audience.

How to verify

Each figure leads to an authorized source, the calculation is reproducible, causality is not exaggerated, PII is removed, and no publication occurs without manual confirmation.

Tools

Recipe details