AI Malayalam certification practice
AI can help rehearse starter prompts and explain scoring criteria, but it must not issue official certification or replace human review.
Practice modes
Mock prompts
Use this mode to turn a lesson into one small speaking action, one correction and one next step.
Scoring awareness
Use this mode to turn a lesson into one small speaking action, one correction and one next step.
Human review
Use this mode to turn a lesson into one small speaking action, one correction and one next step.
Teacher-approved AI prompt
Use AI for repetition, role play and preparation. Use human review for pronunciation, certification, children, placement and paid marketplace decisions.
AI tutor network
Every lesson should become a practice prompt, every story should become read-aloud practice, every dictionary word should become a sentence, and every assessment should route to human review when trust matters.