India foundation
UGC university categories, UGC/DEB recognition and relevant regulator/council data form the initial intelligence spine.
Institution · Campus · Programme · Mode · Period
Bonafide models recognition at the narrowest defensible level supported by official sources and preserves historical status so a later change does not automatically invalidate an earlier qualification.
Campus + mode + academic period matched
New official notice preserved as a new record
Current change does not rewrite historical validity.
Each capability is a visible part of the verification workflow—not a hidden AI score.
UGC university categories, UGC/DEB recognition and relevant regulator/council data form the initial intelligence spine.
Recognition records carry effective_from/effective_to or explicit unknown boundaries.
Institution-wide assumptions are avoided where the source supports campus, programme or mode-level decisions.
Current non-recognition or status change does not automatically rewrite the validity of credentials issued during an earlier recognized period.
Use regulator terminology exactly rather than generic labels such as “banned”.
Public availability does not automatically grant unrestricted commercial republication; ingestion and display follow data-use review.
A 2018 credential should be evaluated against the recognition/campus/programme context that applied in 2018, not only against the regulator website today.
Campus + mode + academic period matched
New official notice preserved as a new record
Current change does not rewrite historical validity.
Bonafide follows the strongest available verification route and resumes only the affected lane when new evidence arrives.
The same underlying case can be viewed differently by institutions, employers, reviewers, operations and candidates.
Admissions recognition review
Qualification status evidence
Change monitoring and source governance
Unmapped issuer, new template, legacy document or unavailable source must route to uncertainty/manual verification rather than an automatic accusation.