How we work
Editorial standards
How ChampionsPrep plans to disclose AI-assisted content production, verify materials and handle corrections.
AI-assisted, checked and human-reviewed
Learning materials are AI-generated, machine-checked, independently verified by a second AI system and reviewed by a human subject expert before publication. Exam facts such as dates, eligibility and official patterns are entered from official documents by a human, not generated by AI.
1. Draft
AI generates structured learning content from a human-prepared brief and source material.
2. Machine-check
Deterministic checks validate structure, calculations, accounting balance, duplicates and syllabus scope.
3. Independent verification
A separate AI verifier solves or answers independently and flags disagreement for review.
4. Human review
A subject expert reviews the content before publication. High-risk materials receive full review; clean-passing questions and cards follow the stated spot-check process.
Review record
Reviewed by Pending verification:Publish a named human reviewer and verified credentials.Last verified Pending verification:Add the actual date this page was checked..
Reviewer names and credentials will be shown only after they are confirmed and approved for publication.
Corrections and feedback
Reported errors are intended to enter an editorial review queue. Material corrections will be recorded publicly with the date and a description of what changed. The proposed two-working-day triage target is not a service guarantee.