ACORD uploaded? YES Loss runs uploaded? YES Drivers entered? YES Vehicles entered? YES → COMPLETE
POLOXI INSURANCE OPERATIONS & DECISION INTELLIGENCE
A reasoning layer that turns an Agency Management System into an intelligence system.
The strongest insurance use cases involve ambiguity, competing possibilities, multiple evidence sources, operational constraints, and iterative convergence—the conditions where POLOXI provides value beyond simply connecting an LLM to an AMS.
POLOXI does not replace the AMS. It gives the AMS the ability to investigate, reason, challenge possibilities, gather evidence, and converge on defensible decisions.
SubmissionMarketingPolicyServicingRenewalGovernance
10AMS use cases
360°Account evidence
HITLHuman governance
01Shared reasoning core
SUBMISSION
Intelligent Submission Readiness & Pre-Underwriting
An AMS may consider a commercial submission complete because every required field has a value. Completeness, however, is not the same as market readiness.
ABC Roofing LLC wants General Liability and Commercial Auto coverage.
ACORD applicationsLoss runsDriver schedulesVehicle schedulesLocationsPayroll and revenueCurrent policiesNotes and supplements
ACORD revenue $4.2M Supplemental $5.1M Vehicle schedule 14 Current policy 17 Loss runs through 2024 Submission year 2026 Operations description conflicts
POLOXI creates competing readiness states and investigates each against grounded evidence.
H1 → Submission complete
H2 → Exposure information inconsistent
H3 → Loss information insufficient
H4 → Vehicle schedule incomplete
H5 → Operations description inconsistent
H6 → Carrier-specific information missing
Account + Submission + ACORD + Documents + Policies
+ Loss runs + Notes + Carrier requirements
↓
POLOXI
↓
H1 Complete 0.21 ↓
H2 Exposure inconsistency 0.82 ↑
H3 Loss information issue 0.91 ↑
H4 Vehicle discrepancy 0.88 ↑
H5 Operations discrepancy 0.74 ↑
SUBMISSION READINESSNOT READY
Critical: Outdated loss runs; three vehicles unexplained.
High: Revenue discrepancy.
Next: Reconcile vehicles, obtain current loss runs, confirm revenue, and clarify the commercial-roofing percentage.
Business value: Fewer incomplete submissions reach underwriters, improving producer efficiency, carrier relationships, and turnaround time.
MARKETING
Intelligent Carrier Appetite & Market Selection
A producer may have 25 possible carriers. Traditional appetite matching often relies on a few deterministic fields, while actual underwriting appetite depends on many interacting conditions.
Submission
↓
POLOXI generates candidate markets
H1 → Carrier A H2 → Carrier B
H3 → Carrier C H4 → Carrier D ...
↓
Industry · Operations · Revenue · Payroll · Claims
Geography · Limits · Vehicles · Years in business
Prior coverage · Carrier appetite · Agency authority
Historical outcomes · Underwriting restrictions
RECOMMENDED MARKETS1. Carrier D 91%
2. Carrier B 84%
3. Carrier F 72%
The important capability is not only the ranking. It is why every carrier survived or failed the reasoning process.
QUOTING
Intelligent Quote Comparison
Premium alone cannot establish the strongest quote.
Carrier A → $41,000 Carrier B → $36,500 Carrier C → $39,800 Compare: Premium · Limits · Deductibles · Exclusions · Forms Endorsements · Subjectivities · Coverage extensions Additional-insured terms · Commission · Payment terms Carrier strength
POLOXI generates and tests competing interpretations. Carrier B initially appears strongest on price, but a roofing exclusion creates material negative evidence.
A 0.86B 0.31C 0.74
Carrier A is recommended despite costing $4,500 more because Carrier B contains a material exclusion affecting the insured's primary operation.
BINDING & POLICY
Automated Policy Checking
POLOXI determines whether the carrier issued what the agency requested and the customer accepted by comparing the submission, quote, proposal, bind request, binder, issued policy, and AMS record.
Named insured ABC Roofing LLC GL limit $1M/$2M Deductible $5K Vehicles 17 Locations 3 Premium $41,000 Additional insured required
Named insured ABC Roofing Inc. GL limit $1M/$2M Deductible $10K Vehicles 16 Locations 3 Premium $42,100 Additional insured present
POLOXI treats the named-insured, deductible, and missing-vehicle discrepancies as critical. It does not automatically declare the $1,100 premium difference an error; it investigates competing explanations.
Why is the premium $1,100 different?
H1 → Carrier error
H2 → Taxes
H3 → Fees
H4 → Exposure adjustment
H5 → Endorsement
↓
Gather evidence ↺
↓
H3 confirmed → Expected legitimate difference
This evidence cycle substantially reduces false-positive policy-check alerts.
SERVICING & E&O
E&O Early Warning Engine
Dangerous agency situations may not yet look like errors.
Monday: Customer requests umbrella increase to $5M Tuesday: CSR creates task Wednesday: Producer contacts carrier Friday: Carrier requests supplemental information Next week: No response; task accidentally closed
The AMS sees Task = Closed. POLOXI follows the unresolved business relationship:
Customer request → Coverage change requested → Carrier communication → Carrier requirement → No response → Task closed Candidate states: H1 → Completed H2 → Pending H3 → Rejected H4 → Abandoned incorrectly
E&O RISK ALERTCoverage request lacks evidence of completion
Requested: Umbrella increase from $2M to $5M.
No binder, endorsement, carrier confirmation, or updated policy found.
Recommended: Immediate account review.
This is more valuable than simply monitoring overdue tasks.
RENEWAL
Renewal Intelligence
TRADITIONAL AMSPolicy expires in 90 days → create renewal task.
POLOXIWhat should the agency actually do with this renewal?
Evaluate: Claims · Premium changes · Account changes · Appetite Previous quotes · Customer interactions · Coverage Exposure · Payment history · Market conditions · Documents H1 → Renew incumbent H2 → Negotiate incumbent H3 → Selectively remarket H4 → Fully remarket H5 → Restructure coverage
RENEWAL STRATEGYSelective remarketing
Premium increased 24% without material exposure growth. Loss ratio remains favorable, two alternative markets match appetite, and the customer expressed price sensitivity.
Action: Retain the incumbent option and approach Carriers B and D.
Renewal becomes a decision process rather than a calendar event.
ACCOUNT INTELLIGENCE
Account 360 Reasoning
TRADITIONAL ACCOUNT 360Put everything about the account on one screen.
POLOXI ACCOUNT 360What does everything about this account collectively mean?
“Is there anything I should worry about with ABC Manufacturing?”
PoliciesClaimsBillingDocumentsEmailsTasksCertificatesSubmissionsRenewalsActivities
CriticalWorkers Compensation renewal approaching; updated payroll unavailable.
HighProperty values have not been reviewed in three years.
MediumCommercial Auto frequency increased.
OpportunityNo Cyber policy identified.
PositiveGL loss experience remains favorable.
Account 360 becomes an intelligence dashboard, not merely a data dashboard.
OPERATIONS
Workflow Exception & Root-Cause Intelligence
“Commercial submissions are taking 32% longer this quarter. Why?”
A dashboard reports what happened. POLOXI investigates why.
H1 → Producer delays H2 → Incomplete submissions H3 → Underwriter response delays H4 → Carrier mix changed H5 → Document-processing bottleneck H6 → Workflow-configuration problem H7 → Staffing/workload issue First iteration: H1 .10 H2 .41 H3 .62 H4 .24 H5 .18 H6 .11 H7 .36 More evidence required ↺ Segment by carrier · producer · submission type Carrier X response: 2.1 days → 5.8 days Carrier X share of affected submissions: 37%
ROOT-CAUSE FINDINGCarrier response deterioration is the primary contributor.
Incomplete submissions are a secondary contributor. Evidence support is strongest for Carrier X's increased underwriting turnaround.
ENTERPRISE INVESTIGATION
Intelligent Insurance Search & Investigation
“Find customers that might have the same problem as ABC Roofing.”
POLOXI first resolves what “same problem” means.
ABC Roofing characteristics: • Upcoming renewal • Premium increase above 20% • Roofing exposure • Favorable losses • Incumbent carrier appetite change Operational definition → analogous-account search Potentially similar accounts: XYZ Roofing Very high similarity Smith Contractors High similarity West Coast Exteriors Moderate similarity
A second investigation might ask for accounts where customers requested a coverage change but no evidence shows the carrier completed it. That query crosses emails, tasks, policy transactions, endorsements, carrier communications, and documents.
This is not normal database search. It is an investigation.
GOVERNANCE
Corrective Action and CAP Early Detection
REACTIVEComplaint → audit → problem discovered → escalation → CAP
POLOXIDetect the failure pattern while it is forming.
POLOXI detects: ↑ endorsement-processing delays + ↑ reopened tasks + ↑ customer follow-ups + ↑ policy discrepancies + same servicing team H1 → Normal fluctuation H2 → Workload issue H3 → Training issue H4 → Carrier issue H5 → Workflow defect H6 → System/integration defect Evidence: Team workload · Task aging · User patterns Carrier distribution · Error categories System logs · Workflow transitions After iterative investigation: H1 Normal .03 H2 Workload .18 H3 Training .11 H4 Carrier .06 H5 Workflow defect .89 H6 Integration .24
POTENTIAL SYSTEMIC ISSUECommercial Endorsements
Observed: Processing exceptions increased 34%.
Likely contributor: Recent workflow-configuration change.
Evidence confidence: High.
Potential impact: Customer servicing, policy accuracy, and E&O exposure.
Recommended: Management review.
Ten capabilities. One consistent reasoning architecture.
BUSINESS QUESTION
↓
QUERY CONTRACT
↓
Generate candidates → Plan evidence → Retrieve grounded evidence
↓
Evidence support → Candidate competition → Apply hard constraints
↓
Reweight / eliminate → Confidence check
↓
Insufficient? Gather more evidence ↺
↓
CONVERGENCE
↓
EXPLAINABLE OUTCOME
Answer · Recommendation · ActionFrom one policy discrepancy to systemic prevention.
The strongest insurance demonstration combines Policy Checking, E&O Early Warning, and CAP Early Detection.
POLICY CHECK
↓
One individual anomaly
↓
Are similar policies affected?
↓
17 similar discrepancies found
↓
What do they have in common?
↓
14 originated from the same workflow path
↓
Is the workflow causal or merely correlated?
↓
Investigate transaction history, carrier data,
user activity, and workflow changes
↓
Configuration change occurred three weeks
before the pattern began
↓
E&O EXPOSURE → ROOT CAUSE → CAP EARLY WARNING
POLOXI does not stop at detecting an error. It investigates whether the error is isolated, identifies the affected population, tests competing explanations, traces systemic relationships, and recommends the next evidence-supported action.