Insurance

1. Overview

In the insurance sector, voice AI automates and personalizes customer service for tasks like claims processing (FNOL), policy renewals, and payments. Its unique value comes from its ability to securely handle sensitive policyholder data in real-time and provide multilingual support, which boosts both operational efficiency and customer satisfaction.

2. Common Call Intents

This table outlines the most common reasons customers contact an insurance provider.

Intent Name	Description	Example Caller Utterance
File a Claim (FNOL)	The policyholder is initiating a new claim, known as the First Notice of Loss.	”Hi, I need to file a new claim for a car accident I was in this morning.”
Check Claim Status	The policyholder wants an update on a previously filed claim.	”I’m calling to check on the status of my claim, number 12345.”
Make a Payment	The policyholder wishes to pay their insurance premium.	”I need to make a payment for my auto policy.”
Get Policy Details	The policyholder is asking for information about their current policy, like coverage limits or deductibles.	”Can you tell me what my deductible is for my homeowner’s insurance?”
Update Policy Information	The policyholder needs to change their policy, such as adding a new vehicle or updating their address.	”I need to add my new car to my insurance policy.”
Request a Quote	A potential customer is inquiring about the price for a new insurance policy.	”I’d like to get a quote for car insurance.”
Request Policy Documents	The policyholder needs a copy of their insurance documents, like an ID card or declarations page.	”I need a new copy of my proof of insurance card.”
Request Roadside Assistance	The policyholder requires emergency roadside help, such as a tow or jump start.	”I’ve had a flat tire and I need someone to come and help me.”

3. Common Call Outcomes

This table lists the typical dispositions or final results of insurance-related calls.

Outcome Name	Description	Success/Failure
Claim Filed	A new insurance claim was successfully created and a claim number was provided.	Success
Claim Status Provided	The policyholder received the current status of their existing claim.	Success
Payment Processed	A premium payment was successfully made by the policyholder.	Success
Policy Updated	The policyholder’s insurance policy was successfully modified.	Success
Quote Provided	A potential customer received a price quote for a new policy.	Success
Documents Sent	Requested policy documents were successfully sent to the policyholder via their preferred method.	Success
Transferred to Agent	The call was transferred to a human agent (e.g., claims adjuster, underwriter).	Neutral/Failure
Caller Hung Up	The caller disconnected before their issue could be resolved.	Failure

4. Recommended Evaluation Criteria

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

Compliance & Accuracy

Evaluation Name	Description	Type
Call Recording Disclosure	Verifies that the agent provided the legally required disclosure that the call may be recorded for quality assurance or training purposes at the beginning of the conversation. This disclosure is mandated in many jurisdictions.	Pass/Fail
CMS Medicare Disclaimer	For Medicare-related calls only, ensures the agent provided the required CMS disclaimer within the first minute of the call, stating that they do not offer every plan available in the area. This is a specific regulatory requirement for Medicare sales.	Pass/Fail
Avoids Claim Guarantees	Confirms that the agent refrained from making any guarantees or promises about claim outcomes, including whether a claim would be approved or the amount that would be paid out. Agents should set realistic expectations without making commitments.	Pass/Fail
FNOL Data Accuracy	Evaluates the accuracy and completeness of data captured during a First Notice of Loss (FNOL) by verifying that the agent accurately captured and confirmed all critical details including date of loss, parties involved, location, and a complete description of the incident.	Pass/Fail
Policy Information Accuracy	Measures the correctness of policy details communicated to the caller, ensuring that information about coverage, deductibles, limits, and other policy terms accurately reflects what is in the system and knowledge base.	Pass/Fail

Conversational Quality

Evaluation Name	Description	Type
Empathetic Tone in Claims	Assesses the agent’s ability to demonstrate empathy and provide reassurance during sensitive claim calls, particularly when the caller is describing stressful events like accidents or property damage. Higher scores indicate better emotional support and rapport building.	Scored 1-5
Clarity of Explanation	Evaluates how clearly the agent explained complex insurance terms and concepts such as deductibles, coverage limits, and policy exclusions. The agent should avoid overly technical jargon and use plain language that policyholders can easily understand.	Scored 1-5
First Call Resolution	Determines whether the agent successfully completed the policyholder’s primary objective without requiring a transfer to a human representative. This includes tasks like filing claims, making payments, or updating policy information.	Pass/Fail

5. Compliance & Regulatory Requirements

State-Specific Regulations: Insurance is regulated at the state level, so compliance with local laws regarding disclosures, licensing, and call recording is critical.
CMS Guidelines for Medicare: For agents handling Medicare Advantage or Part D, strict rules apply, including call recording and specific disclaimers.
PCI DSS & GLBA: These regulate the handling of payment card information and non-public personal information, respectively.
TCPA: Governs automated outbound calls and messages.

6. Key Performance Benchmarks

First Call Resolution (FCR): Industry standard is 70-79%.
Average Handle Time (AHT): Highly variable. A simple payment may be 2-3 minutes, while a complex FNOL call could be 10-15 minutes.
Containment Rate: A high rate (80%+) is a strong indicator of success.

Quick Start

Simulation

Agent Observability & Optimization

Best Practices

1. Overview

2. Common Call Intents

3. Common Call Outcomes

4. Recommended Evaluation Criteria

Compliance & Accuracy

Conversational Quality

5. Compliance & Regulatory Requirements

6. Key Performance Benchmarks

​1. Overview

​2. Common Call Intents

​3. Common Call Outcomes

​4. Recommended Evaluation Criteria

​Compliance & Accuracy

​Conversational Quality

​5. Compliance & Regulatory Requirements

​6. Key Performance Benchmarks

1. Overview

2. Common Call Intents

3. Common Call Outcomes

4. Recommended Evaluation Criteria

Compliance & Accuracy

Conversational Quality

5. Compliance & Regulatory Requirements

6. Key Performance Benchmarks