Education and training
Admissions marksheet and document intake
Mark sheets, certificates and ID proofs read once and turned into a merit ready list.
Proof of concept
Descriptive answer scripts take a long time to mark, and consistency drifts between the first script of the day and the hundredth. Teachers want the time back, but nobody is willing to hand a student's grade to a machine, and rightly so.
The proof of concept produced a first pass that teachers could accept or correct quickly, and made drift visible across a batch. Every final mark was set by a person. The system never grades on its own.
A first engagement needs the rubric as the department actually applies it, a sample of already marked scripts to calibrate against, and a written position for students on how AI is used in marking.
Education and training
Mark sheets, certificates and ID proofs read once and turned into a merit ready list.
Education and training
Admit card scanned, identity confirmed and attendance marked in seconds at the door.
Education and training
Fees, eligibility and dates answered the moment a parent calls, in English or Malayalam.