Models / Contact Centre

Call Conduct Analyser

Checks recorded sales calls for disclosures and fair treatment.

ConfidentialCustomer PIILimited riskSpeech · 1.3.0 · call-conduct-analyser
62 49K/30d 53

Disclosure check F1

0.93

Pressure-selling flag precision

0.71

Unlogged complaint recall

0.84

QA review coverage

2% to 100% of calls

About this model

Reviews recorded sales and service calls for fair-treatment and conduct checks: required disclosures read (fees, cooling-off period, risks of investment products), no pressure selling, vulnerable-customer cues, and complaints expressed but not logged. Works on English, Bahasa Malaysia and code-switched calls, and points the QA reviewer to the exact timestamp.

Intended use

Selecting and pre-reviewing calls for Quality Assurance and Compliance, replacing a 2% random sample with risk-based coverage of every call. Findings are reviewed by QA before any coaching or conduct action.

Training data lineage

Two stages: transcripts from the contact centre speech-to-text model on contact-centre-audio, then a fine-tuned multilingual classifier for 14 conduct checks, trained on 9,200 QA-scored calls and on complaints-corpus cases about mis-selling. Trained and registered in Vertex AI; audio stays in the Malaysia region.

Limitations & bias notes

Inherits transcription errors, especially on noisy calls. Checks based on tone (pressure, frustration) are less reliable than checks based on words. Not designed for chat or branch conversations.

#conduct#fair-treatment#quality-assurance#speech#bahasa-malaysia#contact-centre

Ownership and sensitivity

Owned by

Group OperationsContact Centre

Accountable owner: Siti Hajar Ismail

Who approves access

  1. Owner, Contact Centre, Siti Hajar Ismail
Confidential

Business-sensitive. Models and data products scoped to named business units.

Entitlement per business unit, approved by the owner; conditions attach.

Customer PII
Contains or processes personal data about customers (PDPA 2010).

Try it

Live sandbox

sales_call_specimen_2203.wav

fixture

Evaluation only: restricted models run against synthetic or masked sample data until your business unit's access request is approved.

Feedback

Details

Updated
2026-07-22
Latest version
1.3.0
Licence
BU Restricted
Access
Restricted
Framework
Transformers
Language
Bilingual