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NIN-CallLabels-v1

Turn bank-support conversations into reviewable labels.

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Upcoming model. Capabilities describe our plans; weights and inference are not available.

THE PLANNED JOB

Turn bank-support conversations into reviewable labels.

Label English bank-support transcripts for banking intent, UPI payment issues, refund requests, agent promises and resolution status. Designed for bank operations and complaint review.

  1. Classify banking intent, customer requests and agent promises in English bank-support transcripts.

  2. Identify whether the transcript records a resolved or pending outcome.

  3. Identify UPI payment complaints, refund requests and other bank-service issues.

FROM INPUT TO OUTPUT

See the intended workflow.

Illustrative example, authored by NIN. This is not a live model prediction.

English UPI support excerpt

Customer: My UPI payment failed but the amount was debited. Please refund it.
Agent: I will raise a complaint. The refund is not confirmed yet.

Conversation labels

Payment method: UPI
Issue: Failed payment, amount debited
Request: Refund
Agent promise: Raise complaint
Resolution: Pending

A label describes the transcript, not verified account activity. Bank and support reviewers should validate labels before operational use.

PLANNED DEPLOYMENT

On-device / private-hosted

Built around your workflow.

On-device execution in NIN products and private hosting for organisational workflows are intended deployment options.

Details after evaluation.

Model size, hardware requirements, supported formats, licensing and measured performance will be documented when available. No release date is announced.

BUILD WITH NIN

Where could NIN-CallLabels-v1 help?

Tell us about your workflow, the data it uses and what a useful result would look like. Discuss an evaluation partnership with NIN.

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NIN-CallLabels-v1 — Upcoming model | NIN