Best-in-class infrastructure, end to end.

Real-time speech-to-speech AI powering all interview conversations. Native multilingual support across 70+ languages with sub-300ms latency.

Enterprise document parsing for CV and job description analysis. Extracts structured data from PDF, DOCX, and text formats.

WebRTC-based lip-sync avatar streaming. Converts Gemini audio output to realistic facial animation in real time.

Open-source voice AI framework managing the real-time audio pipeline between browser, FastAPI, and Gemini Live.

Serverless container hosting for both the Next.js frontend (via Vercel) and FastAPI backend. Auto-scales per active interview session.

Managed relational database for session storage, user accounts, performance reports, and transcripts.

Object storage for CV and job description files. Files are encrypted at rest and accessible only by the uploading user.

Asynchronous job queue for post-interview report generation. Decouples report processing from the real-time interview flow.

Real-time database for live session status updates. Pushes report-ready events to the browser without polling.

Handles user registration, login, Google OAuth, Microsoft OAuth, and JWT token verification on every API request.

Alternative avatar provider via the AvatarProvider abstraction layer. Swap from Simli to Anam without code changes.

Import your LinkedIn profile directly instead of uploading a CV.

Schedule interview practice sessions directly from Google Calendar or Outlook.

Receive your performance report and session summary directly in Slack.