How we write, check and correct our content

Sources

CryptoBipto publishes four kinds of material — the lesson curriculum and glossary, the blog, the news feed, and Bip's answers inside the app — and each is produced differently.

The lesson curriculum and the glossary are written and edited by the CryptoBipto team, not generated per request. Glossary entries carry three levels of the same explanation — simple, standard, and technical — so a reader can choose the depth they need rather than being handed jargon. Lessons requested through the in-app request flow go through an explicit review queue: an automated fact-check grounds the draft against web sources first, and a person on the team decides whether to publish it.

Blog posts are drafted by AI from a set of sources collected before the draft is written, and a post may only link to sources on that list, so it cannot cite a source it did not draw on. Before a post is published, a second AI model reviews the draft and gives a pass or fail result. Automated checks then withhold the draft from publication if it is too short, is missing citations, contains raw formatting symbols, or matches patterns associated with giving advice.

News summaries are drawn from published reporting from established outlets. Every article names its sources with links on the article itself, so the original reporting is always one click away. Treat a CryptoBipto news summary as a pointer to that reporting rather than as the reporting itself.

How we use AI

AI writes the first drafts of blog posts and of news summaries, and it drafts the lessons members request in the app. No AI output decides on its own what is published: blog posts must pass the checks described above, requested lessons are fact-checked and then approved by a person, and every news summary must link the sources it was written from.

Bip, who answers questions in the app, is instructed to explain and not to advise. Bip explains concepts and describes what a chart shows, and is instructed not to tell anyone what to buy or to predict prices. Bip's answers are written automatically and can be wrong, so check important information against the linked lessons and sources.

Corrections

If something here is wrong, we want to fix it and would rather hear about it than not. Report an error through support, identifying the page and what is inaccurate.

Factual errors are corrected on the page itself rather than quietly removed, and a corrected page carries an updated date. Where a mistake was materially misleading rather than cosmetic, the correction is noted on the page.

Conflicts of interest

CryptoBipto describes third-party exchanges and wallets as part of teaching people how to use them safely, and presents both strengths and risks.

CryptoBipto is paid for by its members. CryptoBipto does not currently receive payment from any exchange or financial provider. If that changes, each paid link will be labeled where it appears, together with what the payment depends on. No exchange or provider pays for its position or score, and CryptoBipto does not accept payment for coverage.

Coverage is not sold. No third party reviews or approves educational content before it is published.

Who reviews

Review works differently for each kind of material. Lessons requested in the app are fact-checked and then approved by a person on the team before they publish; a rejected draft is never published. Blog posts are checked automatically, by the second AI model and the automated checks described above, and a post is withheld from publication when any check fails. No person reviews an individual post before it goes live. News summaries are produced automatically and are not individually reviewed by a person before publication; every article links its sources so the original reporting is one click away.