A voice and chat copilot that handles the first hour of every applicant's journey. Multilingual, end-to-end auditable, trained on the institution's own admission policies, and built to hand off to a human counsellor the moment the stakes rise.
Admissions counsellors at the institution were spending the bulk of their time on the same fifteen questions. Eligibility. Fees. Hostel availability. Curriculum specifics. Visa paperwork. Important questions, all of them, but answered the same way every time. The counsellors who should have been having harder conversations with serious applicants were instead doing first-hour intake at scale, in three languages, eleven hours a day.
Leadership wanted the easy questions handled by a system, with a clean handoff to a human the moment the conversation needed judgment. They did not want a chatbot. They wanted a copilot — one that could speak, listen, take notes, hand off, and never, under any circumstance, make up an answer.
The principle we worked from on day one: the agent's first job is to know what it does not know. We designed every conversation, evaluated every release, and trained the team around that principle. The hardest engineering was in the refusals.
We sat with the head of admissions for a week. We catalogued every brochure, every FAQ, every policy memo, every email template the team had used in the previous two cycles. The agent could only answer from this corpus. Anything outside it was an automatic handoff. We refused to add general world knowledge — only the institution's own.
We designed the conversations in three languages — English, Hindi, and one regional language. Voice and chat in the same flow, switchable mid-conversation. Every conversation logged. Every handoff annotated. Every refusal explained. Counsellors were trained on what the agent would and would not do — they signed off on every flow before launch.
We built the agent, the voice layer, the handoff system, and the audit log. Evaluated against a hand-curated set of three hundred real questions from previous cycles. We refused to ship until the refusal-on-uncertainty rate was above ninety-two percent. We would rather the agent say "let me get a counsellor" than guess.
Released two weeks before the admissions cycle opened. The first cycle handled eighteen thousand applicants in the first thirty days. The institution's senior counsellors were able to focus on the conversations where they actually added value. The second cycle is now in flight with refinements driven by real-world handoffs.
The counsellors are doing the work they were hired to do. Applicants get faster answers, in their preferred language, at any hour. Every conversation is auditable, every handoff is clean, every refusal is logged. The institution has a complete record of how its admissions process behaved at the front line — a level of visibility it never had before.
The counsellors stopped answering the same fifteen questions. Now they answer the ones that matter.