CHARLEE.AIINSURANCE AI KNOWLEDGE CENTER

Insurance AI Premium Audit Exposure Verification and Classification Center

Design, govern, test, and measure AI across premium audit, exposure verification, classification, final premium, disputes, and assurance.

32premium audit and exposure-verification practices
8control domains
12premium audit AI risks
32practices shown

Premium audit AI planner

Map the insured, entity, policy period, jurisdiction, audit requirement, exposure basis, records, class codes, rules, calculations, AI role, auditor authority, evidence, and dispute path. Add extraction accuracy, source reconciliation, classification support, financial tie-outs, human review, explanation, and customer-outcome tests.
Premium audit exposure verification and classification practice library32
DesignGOV-01

Premium audit AI policy and objectives

Set approved objectives, scope, prohibited actions, governance, evidence, escalation, and accountability for AI used in premium audit.
PilotGOV-02

Audit authority accountability and segregation

Separate insured-submitted facts, AI extraction, auditor judgment, classification decisions, premium calculation, approval, billing, and dispute handling.
OperateGOV-03

Use case boundary risk tier and prohibited actions

Define affected policies, audit types, decisions, AI influence, autonomy, financial consequence, human review, exclusions, and unacceptable outcomes.
ImproveGOV-04

Portfolio sequencing capacity and value

Sequence uses by accuracy, service, leakage, expense, jurisdiction, data readiness, workforce capacity, vendor dependency, and customer impact.
DesignPLN-01

Audit eligibility and requirement determination

Determine whether and when an audit is required using policy terms, jurisdiction rules, line, risk, premium, and program requirements.
PilotPLN-02

Audit type selection and conversion rules

Choose physical, virtual, telephone, mail, continuous, interim, or self-audit methods and document triggers for conversion or escalation.
OperatePLN-03

Risk based audit scope and sampling plan

Set materiality, records, locations, people, transactions, classifications, contractors, periods, samples, and fieldwork for each audit.
ImprovePLN-04

Jurisdiction manual and policy rule alignment

Use current approved manuals, filings, policy provisions, endorsements, rating rules, audit standards, and jurisdiction-specific requirements.
DesignDAT-01

Record request consent and secure intake

Request only necessary records through approved channels and preserve notices, authorization, receipt, custody, access, retention, and deletion.
PilotDAT-02

Record completeness period and entity validation

Confirm records cover the named insured, related entities, audit period, locations, payroll cycles, sales periods, operations, and requested detail.
OperateDAT-03

Source reconciliation and anomaly triage

Reconcile payroll reports, tax filings, general ledger, income statements, cash disbursements, certificates, contracts, and policy data.
ImproveDAT-04

Document extraction provenance and confidence

Trace extracted facts to page, field, source file, model and prompt version, confidence, exception, reviewer, correction, and final use.
DesignEXP-01

Payroll remuneration and sales verification

Verify actual payroll, remuneration, sales, receipts, units, area, admissions, or other audited exposure basis for the covered period.
PilotEXP-02

Inclusion exclusion and capped basis control

Apply approved inclusions, exclusions, limitations, overtime treatment, caps, minimums, and special remuneration or exposure rules.
OperateEXP-03

Officer owner partner and employee treatment

Determine auditable treatment for executive officers, members, partners, sole proprietors, employees, temporary labor, and other persons.
ImproveEXP-04

Subcontractor certificate and uninsured exposure review

Validate subcontractor work, certificates, policy periods, limits, operations, licensing, uninsured exposure, and applicable payroll or contract cost.
DesignCLS-01

Business operations and class code validation

Validate the insured operation, governing classification, standard exceptions, separate enterprises, general exclusions, and supporting evidence.
PilotCLS-02

Employee duty and payroll division evidence

Allocate employee payroll among classifications only when duties, time records, manual rules, and jurisdiction requirements support division.
OperateCLS-03

Location state and multistate allocation

Assign exposure to the correct location, state, risk, project, class, policy period, and multistate rule with documented tie-outs.
ImproveCLS-04

Business ownership entity and change review

Identify ownership, entity, acquisition, disposition, combination, name, FEIN, operational, or control changes affecting audit and rating treatment.
DesignCAL-01

Audited exposure and rate calculation

Calculate premium from approved audited exposure, classifications, rates, rounding, minimums, expense constants, taxes, fees, and other elements.
PilotCAL-02

Experience modification and rating plan application

Apply the correct experience modification, schedule rating, deductible, retrospective, premium discount, and approved rating-plan factors.
OperateCAL-03

Additional return and final premium reconciliation

Reconcile estimated, endorsed, reported, audited, written, earned, additional, return, billed, collected, and outstanding premium.
ImproveCAL-04

Endorsement billing posting and statistical reporting

Issue supported policy changes and synchronize billing, commission, receivable, cash, subledger, general ledger, unit statistical, and regulatory records.
DesignCOM-01

Audit finding explanation and workpaper support

Explain scope, facts, classifications, exposures, rules, calculations, differences, uncertainty, and next steps in clear customer-facing language.
PilotCOM-02

Insured producer confirmation and attestation

Obtain insured and producer confirmation without converting attestations into proof or allowing unverified changes to override audit evidence.
OperateCOM-03

Dispute appeal and re-audit workflow

Provide documented questions, evidence submission, reconsideration, appeal, independent review, re-audit, decision, notice, and escalation paths.
ImproveCOM-04

Correction refund collection and remediation

Correct affected transactions, issue refunds or collections, update records and reports, notify parties, preserve evidence, and monitor recurrence.
DesignAIA-01

Model data prompt and extraction validation

Test extraction, classification, anomaly, recommendation, calculation, and generative components using representative records and failure modes.
PilotAIA-02

Agent permissions communication and transaction limits

Prevent agents from requesting excess data, changing findings, sending final notices, posting premium, or resolving disputes outside authority.
OperateAIA-03

Vendor auditor quality security and continuity

Control auditor and technology vendors for competence, independence, service, privacy, security, change, evidence access, continuity, and exit.
ImproveAIA-04

Monitoring test audit and continuous improvement

Monitor audit quality, rework, conversion, disputes, leakage, cycle time, customer outcomes, model drift, vendor performance, and test-audit findings.