Reproducible method
Explain collection, normalization, exclusions, calculations, review, and the point at which the result can no longer be generalized.
Opening Indoo…
See the Indoo standard for original AI marketing research, datasets, experiments, surveys, aggregate insights, dates, samples, limitations, and citations.
Explain collection, normalization, exclusions, calculations, review, and the point at which the result can no longer be generalized.
Use anonymized aggregate platform insights only with appropriate privacy, minimum sample, and disclosure controls.
Publish stable URLs, dated tables, concise statistics, definitions, sources, and machine-readable context.
Every stage keeps the brand, goal, evidence, permissions, and work history attached.
State what is being measured, why it matters, and which result would change the conclusion.
Document the sample, dates, missing data, transformations, quality checks, and potential bias.
Release the method and tables with the interpretation, correction path, and planned refresh cadence.
There are no invented marketing statistics on this site. Quantitative reports will be added after a real, reviewable dataset meets this standard.
No benchmark numbers are published yet because a qualifying dataset and method have not been released.
Any aggregate platform research must use privacy-preserving thresholds, remove customer identifiers, and follow the applicable agreement and consent requirements.