AI for Interview QA
Polyrific Advisory for Insurance brings its cited, human-decided approach to life application interviews. It is designed to review every recorded interview against the script and the compliance requirements, and flag what needs a second listen. The reviewer decides. The record lands on the file.
Sampling leaves most interviews unheard
Traditional quality assurance relies on manual sampling. Even well-resourced teams review only a small percentage of daily call volume, and the rest of the interviews go unheard.
This creates structural risk that grows with volume:
- ✓Sampling inevitably misses critical compliance issues
- ✓Errors are discovered after application submission, or not at all
- ✓Supervisors lack systemic visibility into agent performance
- ✓Compliance exposure increases as business scales
The problem is not operational execution. Manual QA was never designed for the regulatory reality insurers face today. Advisory for Insurance is designed to open on the recorded interview and replace the sampling pass, not the reviewer.
How it works
Interview Review
AFI is designed to review 100% of recorded application interviews instead of the traditional 2-5% sampling:
- ✓Every interaction reviewed with the same rigor, regardless of volume
- ✓Continuous oversight across all distribution channels and agent populations
- ✓Early flags on compliance issues before they become regulatory problems
It understands industry terminology and regulatory requirements, not just keywords.
Disclosure Check
Each interview is checked against the script and the state's requirements:
- ✓Confirms required state-specific questions are delivered verbatim
- ✓Flags discrepancies in critical disclosures and representations
- ✓Monitors agent integrity throughout the sales process
What must be said, said the way the regulator requires it.
Data Match
Spoken answers are cross-referenced against the written application:
- ✓Verifies consistency between what was said and what was submitted
- ✓Flags mismatches between spoken information and application data
- ✓Flags documentation errors while the file can still be corrected
Second-Listen Flags
Every flag arrives ready for a second listen:
- ✓A clear explanation of the compliance concern
- ✓Severity classification based on regulatory impact
- ✓Direct evidence linked to transcript and audio timestamps
- ✓Full traceability for audits, escalations, and regulatory review
The reviewer decides. Supervisors confirm or dismiss each flag, review workflows route findings to the right team, and what was flagged, and who decided, lands on the file's append-only record.
Reducing Risk While Improving Oversight
Measurable improvements in compliance posture from Polyrific's earlier interview QA deployments:
100%
Audit coverage instead of manual sampling
Earlier
Detection of compliance risks before submission
Reduced
Exposure to regulatory fines and enforcement
Stronger
Supervisory control without increasing headcount
Risk reduction and governance improvement, not just operational efficiency.
Every flag carries its evidence
Interview QA is the part of Advisory for Insurance built to review life insurance application interviews end-to-end.
It is designed to review recorded interviews, cross-reference spoken answers against application data, and verify verbatim delivery of state-specific requirements. Every discrepancy is flagged with a severity classification and a clear explanation.
Advisory for Insurance is built to augment your compliance team, not to replace them. It gives supervisors the visibility to focus review time where it matters most. Control stays with your people; AFI supplies the evidence.
Who it's for
Life Insurance Carriers
Ensure application interview compliance across all distribution channels and agent populations.
Compliance and QA Teams
Scale oversight capacity without proportional headcount growth while maintaining audit-ready documentation.
Supervisors and Managers
Gain systemic visibility into agent performance and compliance adherence across your organization.
Legal and Risk Organizations
Reduce regulatory exposure with explainable, evidence-based compliance intelligence.
One application
Interview QA is part of Advisory for Insurance, the same application as underwriting. Not a separate product, and not another login.
It is built on the same substrate as underwriting. Hard refusals run on deterministic rules, not model judgment, and every action lands on an append-only record. What the review flagged, and who decided, stays on the file.
