Debt Collection

1. Overview

Voice AI in debt collection automates high-volume communications, providing a non-judgmental and consistently compliant channel for debtors to manage their obligations. This vertical is unique due to its strict regulatory environment (FDCPA, TCPA) and the emotionally charged nature of the conversations. A successful voice AI can increase recovery rates by offering a more private and less confrontational experience, while freeing up human agents for more complex cases.

2. Common Call Intents

This table outlines the most common reasons individuals contact a collection agency.

Intent Name	Description	Example Caller Utterance
Make a Payment	The individual wishes to pay their outstanding debt, either in full or partially.	”I want to make a payment on my account today.”
Dispute the Debt	The individual believes the debt is incorrect, fraudulent, or not their responsibility.	”I don’t believe I owe this debt. I think there has been a mistake.”
Request a Payment Plan	The individual is unable to pay the full amount and wants to set up a payment arrangement.	”Is it possible to set up a payment plan for this?”
Request Debt Validation	The individual is requesting official documentation or proof that they owe the debt.	”Can you please send me written validation of this debt in the mail?”
Cease and Desist Request	The individual is formally requesting that the collection agency stop all communication.	”I am formally requesting that you stop calling me.”
Identify as Wrong Person	The agency has contacted an individual who is not the actual debtor.	”You’ve reached the wrong person; I am not John Smith.”
Report Bankruptcy	The individual has filed for bankruptcy and is informing the agency to direct communication to their legal representative.	”I have filed for bankruptcy. You will need to speak with my attorney.”

3. Common Call Outcomes

This table lists the typical dispositions or final results of debt collection calls.

Outcome Name	Description	Success/Failure
Payment Made	The individual successfully completed a full or partial payment during the call.	Success
Promise to Pay (PTP)	The individual agreed to make a payment on a specified future date.	Success
Payment Plan Set Up	A recurring payment plan was successfully established.	Success
Dispute Initiated	A formal dispute investigation process has been started.	Neutral
Cease and Desist Acknowledged	The agent acknowledged the formal request to stop communication.	Failure
Wrong Number Identified	It was determined that the phone number does not belong to the intended debtor.	Failure
Refused to Pay	The individual explicitly stated their refusal to pay the outstanding debt.	Failure

4. Recommended Evaluation Criteria

This section breaks down key evaluation criteria into specific, measurable checks for monitoring and improving agent performance.

Regulatory Compliance

Evaluation Name	Description	Type
Mini-Miranda Disclosure	Verifies that the agent provided the required FDCPA disclosure at the beginning of the call, clearly stating “This is a communication from a debt collector. This is an attempt to collect a debt, and any information obtained will be used for that purpose.” This disclosure is legally mandated and must be delivered consistently.	Pass/Fail
Right-Party Contact Verification	Ensures the agent verified the identity of the debtor before discussing any debt details by confirming the debtor’s full name and at least one other piece of personal information such as their address or date of birth.	Pass/Fail
Prohibited Practices Avoidance	Evaluates whether the agent avoided any abusive or deceptive language throughout the conversation, including refraining from threatening language, making false statements about the debt, or implying legal action that cannot actually be taken.	Pass/Fail
Cease and Desist Handling	Assesses whether the agent correctly handled a cease and desist request by immediately agreeing to honor the request and ending the call without making any further attempts to collect the debt.	Pass/Fail

Conversational & Negotiation Quality

Evaluation Name	Description	Type
Professional & Empathetic Tone	Evaluates the agent’s ability to maintain a calm, professional, and non-confrontational tone throughout the conversation, even when the caller is upset or emotional. Higher scores indicate better emotional control and professionalism.	Scored 1-5
Payment Negotiation Effectiveness	Assesses the agent’s ability to guide the caller toward a resolution by effectively negotiating a payment or payment plan while clearly explaining all available options. Higher scores reflect better negotiation skills and clearer communication of payment terms.	Scored 1-5
Clarity of Communication	Measures how clearly the agent communicated critical information including the debt amount, payment options, and next steps. The agent should use plain language that is easy to understand and avoid confusing jargon.	Scored 1-5
Handling of Disputes	Evaluates the agent’s process for handling debt disputes, including clearly explaining the dispute process, outlining the timeline and next steps, and confirming that the account will be marked as disputed.	Pass/Fail

5. Compliance & Regulatory Requirements

Fair Debt Collection Practices Act (FDCPA): The primary federal law prohibiting abusive, unfair, or deceptive collection practices.
Telephone Consumer Protection Act (TCPA): Governs the use of automated dialing systems and requires express consent.
Consumer Financial Protection Bureau (CFPB): The federal agency that enforces these laws and sets additional rules.

6. Key Performance Benchmarks

Right-Party Contact (RPC) Rate: 60-70%
Promise-to-Pay (PTP) Rate: 70-80% of RPCs
Containment Rate: 80% or higher for automated systems

Quick Start

Simulation

Agent Observability & Optimization

Best Practices

1. Overview

2. Common Call Intents

3. Common Call Outcomes

4. Recommended Evaluation Criteria

Regulatory Compliance

Conversational & Negotiation Quality

5. Compliance & Regulatory Requirements

6. Key Performance Benchmarks

​1. Overview

​2. Common Call Intents

​3. Common Call Outcomes

​4. Recommended Evaluation Criteria

​Regulatory Compliance

​Conversational & Negotiation Quality

​5. Compliance & Regulatory Requirements

​6. Key Performance Benchmarks

1. Overview

2. Common Call Intents

3. Common Call Outcomes

4. Recommended Evaluation Criteria

Regulatory Compliance

Conversational & Negotiation Quality

5. Compliance & Regulatory Requirements

6. Key Performance Benchmarks