Useful, sourced and open about the limits.

Evidence before confidence

We prefer primary sources: filings, official documentation, earnings releases, published methods and actual experiment records. An accessible URL does not establish that a claim is true. Source support requires a separate review.

Facts are not forecasts

Reported values, estimates, calculations and editorial judgments are identified as different things. Revenue, annual recurring revenue and annualized run rate are not interchangeable. Dates and units stay attached to the figures.

AI-assisted, not fictional

AI may assist research, drafting, editing and code. We do not invent interviews, author biographies, customer experience or tests. “We tested” requires a recorded test. Repeating the same model in multiple roles is not independent human review.

Corrections & updates

Material corrections should be recorded on the article. A checked date is not an updated date: changing a timestamp alone does not make an article current.

Commercial independence

Sponsored placements must be labeled. Affiliate relationships must be disclosed. Payment must not secretly determine comparisons or rankings. Sponsorship is disabled in this initial build.

What tools can and cannot do

Calculators show the consequences of their stated inputs and formulas. They are scenario tools, not investment, legal or tax recommendations. Illustrative defaults are not market estimates.