100 Best ChatGPT Performance Review Prompts for Insurance Agents

Direct Answer

The best ChatGPT prompts for performance review for insurance agents are designed to standardize reviews, uncover gaps, and drive targeted coaching. They guide analysis, evidence gathering, and actionable feedback across KPIs, compliance, client outcomes, and training needs. Use them to create consistent, fair, and outcomes-focused evaluations.

Introduction

This page provides a practical prompt library for performance reviews tailored to insurance agents. It helps managers and HR professionals structure reviews, identify gaps, and drive growth through repeatable prompts.

The prompts are designed to be immediately usable in one-on-one reviews, team calibration sessions, and agent development plans, with clear output formats and actionable next steps.

How to Use These ChatGPT Prompts

• Replace placeholders like [industry], [audience], [product], [constraints], [data], [tone], and [format] to fit your context.
• Add constraints to ensure outputs stay within regulatory and organizational boundaries.
• Request outputs in a repeatable format (tables, checklists, or bullet points) to enable quick review and coaching.
• Verify outputs by cross-checking with policy documents, client feedback, and performance data.
• Adapt prompts for different experience levels and product lines.
• Keep outputs concise enough for review notes and performance dashboards.

100 Best ChatGPT Performance Review Prompts for Insurance Agents

1. KPI alignment check: You are a Performance Analyst. Task: Review an agent's quarterly results and map them to key performance indicators relevant for insurance sales (renewals, new policies, cross-sell rate, loss ratio, policy retention). Context: The agent is in the mid-market segment, handles homeowners and auto lines. Output format: bullet list with KPI names, current value, target value, and recommended actions. Constraints: include trend arrows, set 90-day actions, and avoid date-specific data outside the current quarter.
2. Call quality scoring: Role: QA Reviewer. Task: Assess 5 recent client calls for clarity, compliance, and empathy in insurance conversations. Context: Calls pertain to life, health, and auto products. Output format: a table with agent name, call ID, score by criterion, and actionable coaching note. Constraints: use a consistent scoring rubric, cite compliance references, and provide one example per criterion.
3. Compliance checkpoint: Prompt: You are a Compliance Auditor. Task: Verify that a given agent’s interactions comply with state insurance regulations, privacy rules, and anti-discrimination policies. Context: Review a transcript of sales and service conversations. Output format: checklist with pass/fail for each regulation, plus remediation steps. Constraints: include red flags and escalation recommendations.
4. Renewal risk analysis: Role: Portfolio Analyst. Task: Identify at-risk renewals for a book of business, outlining reasons for risk (policy lapse, non-renewal likelihood, price sensitivity). Context: Portfolio includes commercial auto and small business property. Output format: prioritized list with risk score and recommended outreach plan. Constraints: quantify risk on a five-point scale, propose at least two retention strategies.
5. Cross-sell potential: Role: Growth Strategist. Task: Analyze an agent’s current book to identify cross-sell opportunities across life, disability, and renters insurance. Context: Client demographics and product affinities provided. Output format: matrix showing opportunity score, recommended product, and draft script fragments. Constraints: include at least three up-sell or cross-sell ideas per client segment.
6. Training needs map: Role: L&D Lead. Task: Generate a training needs assessment for an individual agent based on performance gaps. Context: Use last 6 months of activity, including converted quotes, win rate, and objection handling. Output format: data-driven training plan with milestones, metrics, and suggested resources. Constraints: align with seasonal demand patterns.
7. Objection handling coach: Role: Coach. Task: Build a library of objection-handling prompts focused on price, coverage gaps, and underwriting constraints. Context: Realistic customer personas and common objections. Output format: categorized scripts with 3 variants per objection type and example responses. Constraints: ensure tone stays professional and respectful.
8. Call wrap-up script: Role: Script Writer. Task: Create a concise post-call wrap-up script for agents to summarize needs, confirm next steps, and document notes. Context: Used after discovery calls for auto and homeowners lines. Output format: single-paragraph script plus bullet checklist for documentation. Constraints: include at least one confirmation question.
9. Agent self-review prompt: Role: Self-review facilitator. Task: Guide an agent through a quarterly self-assessment covering goal progress, skill gaps, and customer feedback. Context: Self-assessment should be structured and ready for manager review. Output format: a formatted self-review report with rating scale and narrative section. Constraints: require evidence or examples for each claim.
10. Performance snapshot: Role: Analyst. Task: Produce a one-page performance snapshot for an agent, including win rate, policy mix, and customer satisfaction trends. Context: Snapshot used in monthly one-on-one meetings. Output format: printable page with charts as text representations. Constraints: keep to one page, avoid excessive jargon.
11. Seasonal demand forecast: Role: Forecast Analyst. Task: Forecast sales activity for the next quarter for an agent’s territory, factoring seasonality and marketing campaigns. Context: Territory includes urban auto and rural homeowners lines. Output format: bullet plan with weekly targets and risk notes. Constraints: provide confidence intervals.
12. Quality coaching plan: Role: Coach. Task: Generate a personalized coaching plan focusing on listening skills, question framing, and product knowledge. Context: Agent’s last three client reviews show shallow needs discovery. Output format: week-by-week plan with specific drills and metrics. Constraints: include at least two real call examples per drill.
13. Policy explanation checker: Role: Content Auditor. Task: Verify that explanations given by the agent to clients are accurate and understandable. Context: Auto, home, and life products. Output format: readability score, key terms glossaries created, and revised explanation script. Constraints: avoid jargon and ensure regulatory accuracy.
14. Objection rate tracker: Role: Data Analyst. Task: Track objection rate over time and correlate with training interventions. Context: 12-week window, across lines. Output format: chart-like text, correlation notes, and suggested fixes. Constraints: isolate the effect of training from seasonality.
15. Client retention plan: Role: Client Success Lead. Task: Create a client retention plan for an at-risk book, including touchpoints, value demonstrations, and renewal reminders. Context: Small business package. Output format: structured plan with milestones and owner assignments. Constraints: include success metrics.
16. Quote-to-sale delay: Role: Process Analyst. Task: Identify bottlenecks in the quote-to-sale process causing delays. Context: Auto and homeowners lines. Output format: root-cause analysis with 5 remediation steps and a lightweight flow diagram in text. Constraints: limit to 2 agents per step.
17. Policy bundling ideas: Role: Product Strategist. Task: Propose bundling strategies to increase average policy value per client. Context: Portfolio includes auto, home, and umbrella. Output format: 4 bundle options with pricing notes and expected impact. Constraints: ensure compliance with rating rules.
18. Customer emotion detection: Role: Behavioral Analyst. Task: Assess customer sentiment from call transcripts and flag high-stress moments. Context: Life and health product conversations. Output format: sentiment scores and recommended calming prompts. Constraints: use at least three examples per transcript.
19. Neighbor referral plan: Role: Growth Lead. Task: Design a referral program tailored for local communities and neighborhoods. Context: Insurance agents in a mid-market city. Output format: program structure, incentives, and referral-tracking workflow. Constraints: include privacy-compliant referral collection.
20. Service-level alignment: Role: Operations Manager. Task: Align agent activities with service-level targets for response times and resolution times. Context: Combination of inbound inquiries and policy changes. Output format: SLA map with owner, target, and current status. Constraints: include escalation paths.
21. Sales script audit: Role: QA Auditor. Task: Audit agent sales scripts for compliance, clarity, and value demonstration. Context: Home and auto lines. Output format: annotated script with improvement notes and example alternatives. Constraints: avoid overly aggressive language.
22. Policy wording simplifier: Role: Copy Editor. Task: Simplify complex policy terms into plain-language explanations for customers. Context: Homeowners policy language. Output format: simplified explanations plus a one-page glossary. Constraints: maintain accuracy.
23. Objection catalog: Role: Trainer. Task: Build a catalog of common objections and concise rebuttals. Context: Price sensitivity and coverage gaps. Output format: categorized list with example responses and success rate tracking. Constraints: include at least five objections per category.
24. Agent morale check: Role: People Manager. Task: Gauge agent morale and identify factors affecting engagement. Context: Remote agents across multiple states. Output format: mood index plus action plan for leadership. Constraints: anonymize data.
25. Compliance refresher: Role: Compliance Trainer. Task: Create a quick refresher module covering essential regulations and policies. Context: Quarterly delivery to agents. Output format: short module with quiz questions and answer keys. Constraints: keep under ten minutes.
26. Client feedback synthesis: Role: Analyst. Task: Synthesize client feedback into actionable themes for training. Context: Customer satisfaction survey results by product. Output format: themes, supporting quotes, and recommended actions. Constraints: identify top three themes.
27. Sales funnel health: Role: Funnel Analyst. Task: Assess the health of the sales funnel for an agent’s book. Context: Auto and homeowners. Output format: funnel stages with drop-off reasons and remedies. Constraints: provide stage-level owners.
28. Pricing sensitivity: Role: Market Analyst. Task: Analyze how price changes could affect conversions. Context: Mid-market homeowners and auto packages. Output format: scenario table with price bands and projected outcomes. Constraints: consider regulatory pricing limits.
29. Quality coaching scripts: Role: Script Coach. Task: Produce coaching scripts linked to quality scores. Context: Different rating levels. Output format: three script variants per rating level with coaching tips. Constraints: ensure neutrality.
30. Objection to value: Role: Value Coach. Task: Reframe objections as value questions and respond with tailored benefits. Context: Various lines. Output format: table of objections and value-focused responses. Constraints: avoid price-first responses.
31. Retention outreach series: Role: Outreach Designer. Task: Create a multi-touch retention outreach sequence. Context: At-risk portfolio. Output format: email and call scripts with timing and hold messages. Constraints: include opt-out guidance.
32. Agent performance dashboard: Role: BI Developer. Task: Build a dashboard spec showing key metrics for agents. Context: Regional team with 15 agents. Output format: data schema and sample visuals in text. Constraints: ensure real-time data links.
33. Dispute resolution flow: Role: Customer Advocate. Task: Map a dispute resolution flow for claim-related questions. Context: Auto claims and property claims. Output format: step-by-step process with decision points. Constraints: include escalation to supervisor.
34. Training completion rate: Role: L&D Analyst. Task: Track training completion and correlate with performance improvements. Context: New hire onboarding and ongoing modules. Output format: completion-rate chart and insights. Constraints: report monthly.
35. Customer journey map: Role: UX Analyst. Task: Build a customer journey map for insurance buyers and claimants. Context: Both individual and business customers. Output format: stages with pain points and opportunities. Constraints: include touchpoint owners.
36. Rule-based messaging: Role: Copywriter. Task: Create rule-based messages for common policy questions. Context: Auto and home lines. Output format: message blocks by scenario with tone guidance. Constraints: maintain policy accuracy.
37. Agent risk indicators: Role: Compliance Auditor. Task: Identify risk indicators in agent behavior that could trigger regulatory scrutiny. Context: Field activities and digital channels. Output format: risk scorecard with mitigations. Constraints: focus on high-risk indicators.
38. Personalized onboarding: Role: Onboarding Lead. Task: Design a personalized onboarding for new agents, including milestone goals and coaching support. Context: Remote recruitment. Output format: onboarding plan with checklists and success metrics. Constraints: include buddy system.
39. Service quality pledge: Role: Brand Manager. Task: Draft a service quality pledge for client interactions. Context: Common touchpoints across channels. Output format: pledge text and three pledge examples. Constraints: align with regulatory expectations.
40. Training impact case: Role: Case Writer. Task: Write a short case study showing how training improved sales outcomes. Context: Real agent story with before/after metrics. Output format: narrative plus data table. Constraints: keep to two pages maximum.
41. Policy specificity prompts: Role: Content Designer. Task: Create prompts that extract policy-specific answers without jargon. Context: Property and casualty products. Output format: answer blocks with glossaries. Constraints: ensure accuracy.
42. Client segmentation prompts: Role: Market Strategist. Task: Segment clients by policy needs and risk profile. Context: Mixed portfolio. Output format: segmentation scheme with rationale and examples. Constraints: include at least three segments.
43. KPI calibration: Role: Analyst. Task: Calibrate KPIs to align with company goals and agent realities. Context: Quarterly targets. Output format: revised KPI definitions and target ranges. Constraints: justify changes.
44. Policy questions handbook: Role: Support Lead. Task: Create a handbook of common policy questions and approved answers. Context: Online portal and call center. Output format: Q&A pairs with references. Constraints: keep up-to-date.
45. Objection timing: Role: Trainer. Task: Determine optimal timing to raise objections in discovery calls. Context: Auto and home lines. Output format: timing guidance with scripts. Constraints: maximize openness.
46. Voice tone指南: Role: Speech Coach. Task: Define ideal agent voice tone for different client personas. Context: Mixed regional client base. Output format: tone profiles with example phrases. Constraints: avoid cultural insensitivity.
47. Data hygiene prompts: Role: Data Manager. Task: Prompt agents to log complete customer data after every interaction. Context: CRM integration. Output format: checklist with mandatory fields and data quality rules. Constraints: flag missing fields.
48. Escalation criteria: Role: Operations Lead. Task: Define clear criteria for when to escalate to supervisor. Context: Customer service and claims. Output format: escalation matrix with thresholds. Constraints: include response times.
49. Claim handling prompts: Role: Claims Coach. Task: Improve agent guidance on claim intake and documentation. Context: Property and auto claims. Output format: step-by-step intake prompts and required fields. Constraints: avoid redundant questions.
50. Delivery of value: Role: Sales Enablement. Task: Create prompts that help agents articulate value during policy presentations. Context: B2B and B2C clients. Output format: value statements with supporting data. Constraints: include customer benefits.
51. Retention risk flags: Role: Risk Analyst. Task: Flag indicators of potential churn in client accounts. Context: Mixed lines. Output format: risk flags and recommended outreach timing. Constraints: use objective criteria.
52. Team knowledge base: Role: Knowledge Manager. Task: Compile and curate a team knowledge base for quick policy answers. Context: Day-to-day inquiries. Output format: sectioned knowledge articles with summaries. Constraints: include update cadence.
53. Performance review template: Role: HR Specialist. Task: Create a performance review template tailored to insurance agents. Context: Annual reviews. Output format: structured template with rating scales and comments. Constraints: adaptable to senior agents.
54. Claim denial education: Role: Trainer. Task: Explain common reasons for claim denials and how to avoid them. Context: Auto and property claims. Output format: educational prompt set with examples. Constraints: emphasize accuracy.
55. Feedback extraction: Role: Analyst. Task: Extract actionable feedback from client surveys. Context: Net promoter score and detailed comments. Output format: themes with quotes and recommended actions. Constraints: rank top three themes.
56. Adjustment best practices: Role: Adjuster Coach. Task: Share best practices for handling adjustments and customer expectations. Context: Home and auto claims. Output format: checklist and scenario examples. Constraints: include compliance notes.
57. Cross-team handoff: Role: Operations. Task: Create a smooth handoff protocol between sales and claims teams. Context: Onboarding to claims for new clients. Output format: step-by-step handoff script. Constraints: include notification points.
58. Performance trivia: Role: Engagement Lead. Task: Build a quarterly trivia prompt set to boost motivation during reviews. Context: Remote agents. Output format: questions with answers and leaderboard prompts. Constraints: keep non-disruptive.
59. Policy renewal checklist: Role: Renewal Specialist. Task: Develop a renewal checklist for agents to verify coverage and pricing accuracy. Context: Small business policies. Output format: checklist with owner and date fields. Constraints: require client confirmation.
60. Claims questions prompt: Role: Claims Expert. Task: Prompt agents to ask clarifying questions during claims intake. Context: Auto and property. Output format: question set with rationale. Constraints: limit to essential questions.
61. Client success prompts: Role: Success Manager. Task: Create prompts to surface client success stories during reviews. Context: Long-term clients. Output format: prompts and example quotes. Constraints: include consent considerations.
62. Market competition notes: Role: Market Analyst. Task: Compile competitive notes relevant to agent regions and products. Context: Local insurers. Output format: comparison table with strengths and gaps. Constraints: cite sources.
63. Policy knowledge check: Role: Educator. Task: Create knowledge checks focused on policy details. Context: Property, casualty, life. Output format: multiple-choice prompts with explanations. Constraints: randomize questions.
64. Customer value prompts: Role: Value Architect. Task: Prompt agents to articulate customer value in every interaction. Context: Any policy. Output format: value statement prompts with evidence. Constraints: avoid generic claims.
65. Ethics reminder prompts: Role: Compliance Trainer. Task: Deliver ethics reminders linked to daily activities. Context: Field and office work. Output format: micro-prompts and scenarios. Constraints: reinforce integrity.
66. Onboarding progress prompts: Role: Onboarding Lead. Task: Track new agent progress through milestones. Context: 8-week program. Output format: progress prompts with evidence of skill mastery. Constraints: highlight blockers.
67. Policy glossary prompts: Role: Copy Editor. Task: Generate glossary entries for policy terms. Context: Auto and home. Output format: glossary entries with plain-language definitions. Constraints: include common acronyms.
68. Agent confidence boost: Role: Coach. Task: Provide prompts to help agents articulate confidence in client meetings. Context: Sales scenarios. Output format: confidence statements with supporting data. Constraints: include negative feedback handling.
69. Complaint handling prompts: Role: Customer Advocate. Task: Create prompts for handling customer complaints effectively. Context: Multi-channel support. Output format: step-by-step response prompts and scripts. Constraints: de-escalation first.
70. Productivity boosters: Role: Ops Advisor. Task: Propose prompts to identify and remove productivity blockers. Context: Daily workflows. Output format: list of blockers and actionable fixes. Constraints: prioritize high-impact changes.
71. Policy escalation prompts: Role: Compliance Lead. Task: Prompt escalation templates for policy or regulatory issues. Context: Field staff and call center. Output format: escalation email templates and notes. Constraints: include urgency indicators.
72. Sales objection taxonomy: Role: Trainer. Task: Build a taxonomy of sales objections with responses. Context: All product lines. Output format: categorized table with success rate notes. Constraints: update quarterly.
73. Customer success metrics: Role: Analytics Lead. Task: Define customer success metrics for agents to track. Context: Mixed portfolio. Output format: metric definitions and data sources. Constraints: link to dashboards.
74. Documentation prompts: Role: Documentation Specialist. Task: Prompt agents to document client interactions thoroughly. Context: CRM usage. Output format: documentation checklist with mandatory fields. Constraints: accuracy required.
75. Deal closing prompts: Role: Closing Specialist. Task: Promote closing techniques with value-led statements. Context: Business clients. Output format: closing script variants with objections addressed. Constraints: quantify impact.
76. Certification prompts: Role: Compliance Trainer. Task: Create prompts to prepare agents for certification exams. Context: State and national certifications. Output format: practice questions with explanations. Constraints: time-bound.
77. Policy gaps discovery: Role: Auditor. Task: Identify gaps between policy terms and client understanding. Context: Property and casualty. Output format: gap analysis with revised explanations. Constraints: actionable fixes.
78. Client data privacy prompts: Role: Privacy Officer. Task: Ensure prompts respect data privacy when handling client information. Context: CRM data fields. Output format: privacy-friendly prompts and redaction notes. Constraints: compliance with laws.
79. Policy clarity prompts: Role: Copywriter. Task: Draft prompts to clarify policy questions for customers. Context: Complex coverage areas. Output format: clear Q&A blocks. Constraints: avoid misinterpretation.
80. Regional nuances prompts: Role: Regional Manager. Task: Adapt prompts to regional language and regulations. Context: Multi-state operations. Output format: region-specific prompt variants. Constraints: maintain core consistency.
81. Career growth prompts: Role: Mentor. Task: Create prompts to discuss career growth with agents. Context: Performance trajectory. Output format: growth plan prompts with milestones. Constraints: include feedback loops.
82. Quality assurance prompts: Role: QA Lead. Task: Define prompts to audit service quality across channels. Context: Email, chat, phone. Output format: rubric-based prompts with examples. Constraints: ensure fairness.
83. Client recovery prompts: Role: Recovery Specialist. Task: Prompt agents to win back lapsed clients. Context: 60 to 180 days since last contact. Output format: outreach scripts and timing. Constraints: track results.
84. Productivity metrics prompts: Role: BI Analyst. Task: Create prompts to extract productivity metrics from data. Context: Agent teams. Output format: queries and expected outputs. Constraints: optimize for speed.
85. Agent coaching buddies: Role: Manager. Task: Pair agents for peer coaching prompts and feedback. Context: Remote teams. Output format: buddy prompts with goals and check-ins. Constraints: rotate pairs.
86. Policy exception prompts: Role: Compliance Lead. Task: Prompt handling for policy exceptions and approvals. Context: Special cases. Output format: exception log with rationale. Constraints: preserve audit trail.
87. Customer outcome prompts: Role: Impact Analyst. Task: Tie agent actions to customer outcomes. Context: All product lines. Output format: outcome map with leading indicators. Constraints: link to data sources.
88. Learning path prompts: Role: L&D Designer. Task: Generate personalized learning paths for agents. Context: Skill gaps and career goals. Output format: path with modules and duration estimates. Constraints: require practice tasks.
89. Sales play prompts: Role: Play Designer. Task: Create sales plays for common scenarios. Context: SMB clients. Output format: playbooks with steps and triggers. Constraints: include success metrics.
90. Policy update prompts: Role: Update Specialist. Task: Draft prompts that surface policy changes and communicate them. Context: Regulatory updates. Output format: update notices with impact notes. Constraints: date stamps.
91. Claim status prompts: Role: Claims Agent. Task: Prompt clients for status updates and next steps. Context: Ongoing claims. Output format: status prompts with timeline. Constraints: confirm contact preferences.
92. CRM hygiene prompts: Role: Data Steward. Task: Prompt agents to cleanse CRM data after interactions. Context: Multi-system integration. Output format: data hygiene checklist. Constraints: flag duplicates.
93. Dispute escalation prompts: Role: Customer Advocate. Task: Prepare prompts for escalating disputes with evidence. Context: Filed complaints. Output format: escalation prompts with documentation list. Constraints: track resolution.
94. Ethical selling prompts: Role: Ethics Officer. Task: Promote ethical selling practices in prompts. Context: All product lines. Output format: ethics prompts with scenarios. Constraints: avoid manipulative tactics.
95. Agent success stories: Role: Marketing Liaison. Task: Generate prompts to capture agent success stories for sharing. Context: High-performing agents. Output format: interview prompts and release plan. Constraints: obtain consent.
96. Product knowledge drills: Role: Trainer. Task: Create drills to test product knowledge under pressure. Context: Multiple product lines. Output format: rapid-fire prompts with explanations. Constraints: time-boxed.
97. Policy compliance prompts: Role: Compliance Auditor. Task: Validate that sales conversations comply with policy guidelines. Context: All lines. Output format: compliance checklist with examples. Constraints: keep concise.
98. Service recovery prompts: Role: Service Lead. Task: Prompt agents to recover service when errors occur. Context: Channel mix. Output format: apology plus corrective action prompts. Constraints: restore trust.
99. Forecast accuracy prompts: Role: Forecast Analyst. Task: Improve forecast accuracy by prompting for data quality checks. Context: Historical data. Output format: data quality prompts with checks. Constraints: document assumptions.
100. Career pathway prompts: Role: Talent Manager. Task: Create prompts that help agents chart a career pathway in insurance sales. Context: Performance levels and milestones. Output format: pathway prompts with milestones. Constraints: align with competency framework.

Best Practices

• Aim for prompts that produce measurable coaching actions, not just observations.
• Reuse prompts across employees with variations in data and goals to build a scalable review process.
• Validate that outputs comply with regulatory standards before sharing with agents.
• Store results in a centralized performance archive for trend analysis.
• Periodically refresh prompts to reflect new products, policies, and market conditions.

Common Mistakes to Avoid

• Using generic prompts that don’t map to insurance-specific KPIs or client outcomes.
• Asking for narrative outputs without structured data, making coaching harder to action.
• Ignoring regulatory and privacy constraints when generating review notes.
• Overloading prompts with too many tasks, causing shallow outputs.
• Failing to validate outputs against actual performance data or client feedback.

FAQ

What should a performance review prompt cover for agents?

Key areas include KPI performance, client outcomes, sales activities, compliance, training needs, and development plans.

How can prompts improve fairness in reviews?

By providing consistent templates, objective data points, and standardized scoring rubrics across agents.

Can prompts replace human coaching?

No, they support coaching by surfacing data and structured insights that guide human discussions.

How often should prompts be updated?

Whenever there are policy changes, product updates, or observable shifts in agent performance and market conditions.

Are prompts compliant with privacy rules?

Yes, prompts should avoid exposing personal data and use aggregated or de-identified inputs where possible.

How do prompts handle different product lines?

Prompts include configurable sections to address auto, home, life, and other lines relevant to an agent.