AI for Insurance Compliance

I am preparing rate filings for [line of business] in [list of states].

Compare the filing requirements across these states:

1. FILING TYPE
- Prior approval vs. file and use vs. use and file vs. flex rating
- Is this line subject to rate regulation or is it exempt (surplus lines, large commercial)?

2. REQUIRED DOCUMENTATION
- Actuarial memorandum requirements
- Loss experience data format and minimum credibility standards
- Expense allocation methodology requirements
- Profit and contingency load justification
- Catastrophe rate component documentation

3. TIMING
- Filing lead time requirements
- Effective date restrictions
- Deemer provisions (auto-approval after X days without action)

4. LIMITATIONS
- Maximum rate increase without prior approval (if flex rating)
- Rate deviation filing requirements
- Competitive rating restrictions

Produce a comparison matrix showing requirements by state so I can identify which states require additional documentation or have unique requirements.

Review this rate filing narrative for [state] and assess:

1. Does the narrative clearly explain the rationale for the proposed rate change?
2. Is the actuarial support consistent with the narrative (do the numbers in the text match the exhibits)?
3. Are all required regulatory disclosures included?
4. Is the language consistent with [state]'s specific regulatory expectations?
5. Are there any statements that could trigger a regulatory objection or information request?
6. Compare this narrative against the [state] filing requirements checklist — is anything missing?

Summarise the attached competitor rate filings for [line of business] in [state].

For each filing, extract:
- Carrier name
- Filing date and proposed effective date
- Overall rate change (increase/decrease and percentage)
- Rate change by major coverage or class group
- Key actuarial assumptions (loss trend, development, credibility weighting)
- Any new rating variables or algorithm changes
- Status (approved, pending, withdrawn, disapproved)

Produce a competitive positioning summary showing how our proposed rate change compares to recent competitor filings in this state and line.

Help me prepare for a market conduct examination in [state] for [line of business].

Based on the NAIC Market Regulation Handbook standards, the typical examination will review:

1. UNDERWRITING AND RATING
- Are rates applied consistently with filed rates?
- Are underwriting guidelines applied without unfair discrimination?
- Are declinations, non-renewals, and cancellations properly documented and compliant with state notice requirements?
- Review a sample of [X] underwriting files for compliance

For each file, check:
- Proper application completion
- Consistent application of underwriting guidelines
- Required disclosures provided
- Proper documentation of declination or non-renewal reasons
- Compliance with state-specific timing requirements

2. CLAIMS HANDLING
- Are claims acknowledged within the state-required timeframe?
- Are claims investigated promptly?
- Are coverage decisions communicated in writing with specific policy language cited?
- Are payments made within state-required timeframes after agreement on amount?
- Review a sample of [X] claims files for compliance

For each file, check:
- Date claim reported vs. date acknowledged
- Investigation timeline
- Coverage decision communication (written? cites specific policy provisions?)
- Payment timeline after agreement
- Proper reservation of rights procedures
- Compliance with state Unfair Claims Settlement Practices Act

3. COMPLAINT HANDLING
- Are complaints tracked and categorised?
- Are responses timely?
- Are patterns identified and addressed?

Produce a self-audit checklist I can use to review our files before the examiners arrive.

The state examiner has issued the following findings from our market conduct examination:

[Paste examination findings]

For each finding, help me draft a response that:
1. Acknowledges the finding
2. Explains the root cause (if identifiable from the finding)
3. Describes corrective action taken or proposed
4. Provides a timeline for implementation
5. Includes any mitigating factors
6. Maintains a cooperative and professional tone

Note: Do NOT dispute findings unless there is a clear factual error. Focus on demonstrating corrective action and a commitment to compliance.

Summarise the attached state insurance department bulletin/circular letter.

Extract:
1. Issuing state and department
2. Date issued and effective date
3. Subject matter and affected lines of business
4. Key requirements or changes
5. Compliance deadline
6. Who this affects (carriers, agents, TPAs, adjusters)
7. Required actions — what specifically must our organisation do to comply?
8. Penalties for non-compliance (if stated)
9. How this compares to our current practices — is this a change for us or are we already compliant?

I need to track the adoption status of the NAIC [specific model law — e.g., Insurance Data Security Model Law (#668)].

Based on the information I provide about each state's adoption status, produce:

1. A state-by-state adoption matrix showing:
- States that have adopted the model law substantially as written
- States that have adopted a modified version (note key modifications)
- States with pending legislation
- States that have not adopted

2. For states with modified versions, identify the material differences from the NAIC model, particularly:
- Different compliance timelines
- Additional requirements not in the model
- Exemptions not in the model
- Enforcement mechanisms

3. Produce a compliance gap analysis: given our current compliance program (described below), which states require additional action?

[Describe your current compliance program]

Summarise the attached insurance-related legislation from the [state] [year] legislative session.

For each bill, extract:
- Bill number and sponsor
- Subject matter and affected lines of business
- Key provisions
- Current status (introduced, committee, passed one chamber, enacted, vetoed)
- Effective date if enacted
- Impact assessment — what would this require our organisation to change?
- Priority level (high = requires operational changes; medium = requires monitoring; low = minimal impact)

Analyse the attached complaint data for the past [12/24] months.

Produce:
1. VOLUME AND TREND
- Total complaints by month (trend line)
- Complaints per 1,000 policies (complaint ratio)
- Comparison to NAIC complaint index for our peer group

2. CATEGORISATION
- Top 5 complaint categories (claims handling, billing, underwriting, service, agent conduct)
- For each category: volume, trend, and average resolution time

3. ROOT CAUSE ANALYSIS
- Are there specific products, lines of business, or geographies driving complaint volume?
- Are there specific operational processes that generate repeated complaints?
- Are there agent- or adjuster-specific patterns?
- Are any complaints alleging unfair discrimination in underwriting or pricing?

4. REGULATORY RISK ASSESSMENT
- Which complaint categories are most likely to trigger regulatory attention?
- Are our complaint ratios above or below the NAIC median for our peer group?
- Are there states where our complaint volume is disproportionately high?

5. RECOMMENDED ACTIONS
- Top 3 operational improvements that would reduce complaint volume
- Any training needs identified
- Any product or process design issues that should be escalated to management

Help me prepare a disparate impact analysis framework for our [line of business] rating algorithm.

The analysis should address:
1. Which rating variables could serve as proxies for protected class characteristics?
2. What testing methodology should we use to measure disparate impact (demographic analysis if permitted, statistical testing, actuarial analysis)?
3. What documentation does [state] require to demonstrate that any disparate impact is actuarially justified?
4. What are the current regulatory expectations in [state] regarding AI/ML-based rating models and algorithmic fairness?
5. What governance process should we have in place for ongoing monitoring of rating outcomes by protected class?

Help me structure the narrative sections of our ORSA Summary Report.

Based on the NAIC ORSA Guidance Manual, the report should cover:

1. SECTION 1: DESCRIPTION OF THE INSURER'S RISK MANAGEMENT FRAMEWORK
- Risk governance structure (board, committees, CRO role)
- Risk identification process
- Risk appetite statement and key risk metrics
- Risk monitoring and reporting cadence

2. SECTION 2: INSURER'S ASSESSMENT OF RISK EXPOSURES
- Insurance risk (underwriting, reserving, catastrophe)
- Market/investment risk
- Credit risk (reinsurance recoverables, agent balances)
- Operational risk
- Strategic risk
- Reputational risk
For each: identification, measurement, mitigation, monitoring

3. SECTION 3: GROUP ASSESSMENT OF RISK CAPITAL AND PROSPECTIVE SOLVENCY ASSESSMENT
- Internal capital model or methodology
- Stress test scenarios and results
- Reverse stress testing
- Prospective solvency under base and stress scenarios
- Capital adequacy assessment

Draft each section with appropriate placeholders for quantitative data that I will insert, and provide guidance on what level of detail regulators typically expect.

Compare the NAIC ORSA requirements with Solvency II Pillar 2 (ORSA) and Pillar 3 (public disclosure) requirements.

Identify:
1. Areas where NAIC and Solvency II requirements overlap (produce once, file in both jurisdictions)
2. Additional requirements under Solvency II that go beyond NAIC ORSA
3. Differences in quantitative methodology (NAIC RBC vs. Solvency II SCR/MCR)
4. Reporting format and timing differences
5. Opportunities to streamline dual compliance through a single reporting process with jurisdiction-specific addenda