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NIN MODELS / BANKING

NIN-CallLabels-v1

Turn bank-support conversations into reviewable labels.

Explore Models in NINXL for available workflows. Supported capabilities and model availability vary.

NIN / WORKFLOW STUDYIllustrative
“My UPI payment failed but the amount was debited.”
Payment method
UPI
Issue
Failed payment · debited
Customer request
Refund
Agent promise
Raise complaint
Resolution
Not confirmed
Planned outputHuman review →
WORKFLOW STUDY / TEXT

From source to something useful.

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

  1. 01 / SOURCE

    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.

  2. 02 / FOCUSED MODEL

    NIN-CallLabels-v1

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

    Planned capability
  3. 03 / REVIEW

    Conversation labels

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

Inspect the example input and output

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
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.

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 — Model | NIN