AI voice agents on insurance claims calls: what the agent must get right
What an AI voice agent must get right on insurance claims calls: verified callers, no promised outcomes, the acknowledgment clock, disputes and recording.
· 12 min readLoops for insurance
Loops grades each claims and policyholder call against your SOP and the unfair claims rules your compliance lead approves, and checks the tool calls behind every promise: the policy lookup, the claim it opened, the forms it sent.
Rule library ready. Loops is live today in collections; an insurer starts with the free 30-day audit
Agent: Thanks for calling Cedar Mutual claims. I'm an automated assistant, and this call is recorded.
1.1 metRecording and AI assistant disclosed at 00:05
Caller: A pipe burst in our kitchen last night.
Agent: To confirm it's you, what's the ZIP code on the policy and your date of birth?
Caller: 33614, and April 9, 1971.
1.3 metverify_policyholder matched at 00:31
Agent: I've opened claim 26-117045 for water damage at your home.
3.1 metcreate_claim succeeded; dated note written
Agent: Sudden pipe bursts are covered under your policy, so you'll be fine.
2.1 missedCoverage stated, but policy_lookup was never called
Agent: I'm texting you a link with your claim forms and instructions.
3.3 metsend_claim_packet returned success
2.2 missed"You'll be fine" predicts the claim outcome
Your SOP plus the state claims rules most states base on NAIC model law #900 and regulation #902, each approved by your compliance lead.
Whether an acknowledgment went out in time needs the claim system's record. Without it, Loops marks that rule not checked, never passed.
Sources: NAIC model regulation #902, sections 6A and 6D; Fla. Stat. 627.70131.
A read-only key or a webhook, your claims SOP, and the claim system records the clock rules need.
Your compliance lead signs each rule beside the SOP line or claims regulation it came from.
Last month's calls, rule by rule, with the evidence for every verdict, within 72 hours of approval.
Day 30: agreement with your reviewers, the rules missed at a rate, and what each release changed.
NDA and DPA before any access · Read-only key or webhook · Never writes to your agent · US data · SOC 2 Type II under NDA · Trust center
Not yet. Loops is live today on every AI call at three US collection agencies. The insurance rule library is ready, and an insurer's first audit runs the same way: approve the rules, then grade a month of calls with the evidence for every verdict.
The state unfair claims practices laws most states base on NAIC model law #900 and regulation #902, recording-consent laws, federal claims rules for group health plans, and what the NAIC AI bulletin expects of vendor AI. Your own SOP rules sit beside them, and your compliance lead approves each one before anything is graded.
On the call, it checks that the claim tool returned success and a dated acknowledgment note was written. Whether the acknowledgment went out within 15 days under #902, or 7 for Florida property claims, needs the claim system's record, so without it that rule is marked not checked, never passed.
An agent repeats a misstatement on every call that reaches the same prompt path, so one bad instruction can meet the "general business practice" test of model law #900 on its own, and California counts a single knowing violation. Loops measures each rule's miss rate, so a pattern shows up before it becomes a finding.
For any call, policy or date range: each rule's verdict, the quoted line, the tool-call record, the rule version and who approved it, the grader version, and any reviewer override with who made it and when. It exports as PDF or CSV.
What an AI voice agent must get right on insurance claims calls: verified callers, no promised outcomes, the acknowledgment clock, disputes and recording.
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· 10 min readGeneral information, not legal advice. Sample calls and figures are illustrative.