Trusted sources
Official source material and rights-safe references are reviewed before exam taxonomy or questions are built.
Content quality
Exam content should earn its way into the product.
ExamNudge uses a conservative content pipeline designed to avoid copied official questions, unsupported claims, and AI auto-publication.
Source-grounded drafts
Draft questions must cite source IDs and remain non-live until review.
Automated QA
Validators check duplicates, missing citations, ambiguity, answer consistency, and unsafe claims.
Human review
A qualified reviewer must approve content before it can become learner-facing.
Publication gate
Publication is separate from approval and requires explicit launch authorization.
ExamNudge does not use recalled, leaked, or copied official exam questions. High-risk fields such as healthcare, aviation, public safety, and regulated licensing require careful human review before publication.
Learners can flag questionable questions, outdated information, explanation issues, or typos after answering a question. Reports are stored privately for admin review and never automatically change published content.