InterviewAI MVP: Voice-Interactive Mock Interviews in 48 Hours

MVP Architecture Under Pressure

InterviewAI chains four ideas: understand the candidate's background, tailor questions to role and skill level, conduct a voice conversation, and score against clear dimensions. No fixed script — each session adapts.

We shipped in 48 hours by scoping ruthlessly: one interview format, one voice flow, one scoring framework. Band9AI later inherited the evaluation discipline from this build.

Session Flow (Conceptual)

{
  "interview_flow": {
    "inputs": ["resume", "target_role"],
    "phases": ["warmup", "technical_depth", "problem_solving", "behavioral"],
    "scored_dimensions": ["reasoning", "communication", "relevance"],
    "output": "structured_scorecard_with_action_items"
  }
}

Lessons for Band9AI Speaking

Pressure-faithful simulation requires fast feedback and visible scoring dimensions — the same principles behind IELTS speaking mocks. InterviewAI proved the loop; Band9AI scaled the evaluation mindset.

Try the MVP at interviewai.ca.