AI for Policy Questions
Polyrific Advisory for Insurance brings its cited, human-decided approach to policy questions: plain-language answers about what a policy says, cited to the policy itself, so service teams work from the document rather than from memory. Your people decide what to tell the customer.
Policy questions should not require escalation
Policy administration and service teams lose time navigating complex documents when customers and agents need answers. The problem is not access to the policy. It is interpreting long documents with dozens of endorsements and riders quickly, accurately, and consistently.
Teams are slowed down by:
- ✓Ambiguous language and edge cases that require interpretation
- ✓Reliance on underwriting or legal teams for clarification
- ✓Inconsistent responses across agents and service representatives
Every escalation delays resolution, frustrates customers, and increases operational cost.
Advisory for Insurance is designed to open on a policy and replace the escalation and the answer from memory, not the service team. It reads the full document set and answers from what the policy actually says, with the citation to prove it.
How it works
Intake
AFI reads and understands the full document set:
- ✓Base policies and forms
- ✓Endorsements and riders
- ✓Amendments and supporting documents
It builds context across all related documents. Not keyword search, but comprehension of policy structure and meaning.
Question and Answer
Your people ask natural-language questions, the way they would ask a colleague:
- ✓"Is this loss covered under the policy?"
- ✓"Does this endorsement apply to the claim?"
- ✓"What exclusions are relevant to this situation?"
AFI reasons across all applicable documents, covering coverage limits, benefit amounts, exclusions, and payout rules.
Cited Answer
Every answer includes:
- ✓A plain-language explanation of the conclusion
- ✓Direct citations to specific policy sections
- ✓Full traceability for audits and escalations
Teams can verify every detail when needed.
Decision and Record
Your people decide what to tell the customer. What was recommended, and who decided, lands on the append-only record. It fits the workflow you already run:
- ✓API-first architecture
- ✓Embeddable in agent portals and internal tools
- ✓Supports review and escalation by your people
- ✓Designed for production use, not experimentation
Operational Impact
Measurable improvements from Polyrific's earlier deployments for policy service teams:
70%
Faster agent response times
60%
Reduction in escalations to underwriting and legal
50%
Lower training and ramp-up time for new staff
100%
Consistent answers across all channels
These are production outcomes from Polyrific's earlier deployments, not theoretical benefits.
Who it's for
Life Insurance Carriers
Navigate complex life policies, riders, and beneficiary provisions with instant, accurate answers.
Personal Lines Carriers
Handle high-volume policy inquiries across auto, home, and umbrella products consistently.
Policy Servicing Teams
Resolve coverage questions and policy changes without delays or unnecessary escalations.
Agency Operations Teams
Equip agents with immediate policy intelligence to serve customers faster.
Customer Service Organizations
Deliver accurate, explainable answers on the first call, improving satisfaction and reducing callbacks.
Interview QA is different work
Policy questions are about what a policy says. Reviewing application interviews is different work.
In Advisory for Insurance, that work is Interview QA: reviewing recorded application interviews for required disclosures and data accuracy, and flagging what needs a second listen. The reviewer decides.
One application
Policy questions are 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, so what underwriting learned about the risk is already there when the service call arrives. Hard refusals run on deterministic rules, not model judgment, and every action lands on an append-only record.
Bring us your own policy documents
Available to design partners. Underwriting is live today.
