Start with the calls your team already receives.

These four contexts show the reception work that can be mapped before a deployment is configured.

South Asian professional using a phone beside a laptop

Workflow index

Scope Note

Exact call flows, handoff rules, destinations, and data handling must be defined for each deployment.

  • Clinics

    Appointments and everyday patient questions

    An administrative reception flow can be planned around the questions a clinic receives before a visit.

    Administrative reception only; not emergency support or clinical advice.
    • timings
    • appointment requests
    • location questions
  • Education

    Admissions conversations with mixed vocabulary

    Course names and dates may stay in English while the surrounding question is spoken in Hindi.

    • admission dates
    • course enquiries
    • next steps
  • Local services

    First-call enquiries before a visit or booking

    Service names, locations, and availability can appear in one naturally code-mixed question.

    • service enquiries
    • availability
    • business hours
  • Property teams

    Enquiries that switch language mid-sentence

    Project names and property terms can remain in English while the caller asks for context in Hindi.

    • project enquiries
    • visit requests
    • follow-up details

Production readiness

A real rollout starts with the front desk.

ASR fine-tuning is one layer of a production receptionist. The operating brief defines what happens before, during, and after each call.
  • Map the recurring questions

    Document the questions callers actually ask and the Hinglish phrasing the team already hears.

  • Set response and handoff boundaries

    Decide what the receptionist may answer, what it must confirm, and when a person should take over.

  • Verify the production destinations

    Connect and test only approved telephony, scheduling, or business systems before presenting them as live.