Insights

Theses, threads & shifts

A working notebook of insights worth pulling on — across users, companies, markets, operations, and macro. Some are fully formed theses; others are loose threads. All are starting points for the next interesting company or investment.

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User insightMid
Developing
Problem·Insurance

Inefficient certificate of insurance (COI) management

Agency Operational Burden

User insightHigh
Developing
Problem·Insurance

Rising premiums squeezing consumers and businesses

Affordability & Access Crisis

User insightMid
Developing
Problem·Insurance

Protection gap -- too many uninsured or underinsured

Affordability & Access Crisis

User insightHigh
Developing
Problem·Insurance

Small businesses & nonprofits priced out or unable to access coverage

Affordability & Access Crisis

User insightMid
Developing
Problem·Insurance

Reconstruction & rebuilding cost inflation

Climate Catastrophe & Insurability Crisis

User insightMid
Developing
Problem·Insurance

Carriers receiving inconsistent loss runs & application data

Data Quality Access & Trust

User insightMid
Developing
Problem·Insurance

Underwriters spending too much time on data gathering

Data Quality Access & Trust

User insightLow
Developing
Problem·Insurance

Underwriting based on infrequent / poor risk inspections

Pricing Risk Measurement & Underwriting Constraints

User insightMid
Developing
Problem·Insurance

Carriers shortening renewal decision windows

Pricing Risk Measurement & Underwriting Constraints

User insightMid
Developing
Problem·Insurance

Comparative rater tool limitations

Technology & Digital Transformation

1
User insightLow
Developing
Problem·Insurance

Real estate & mortgage integration friction

Distribution & Channels

1
User insightLow
Developing
Problem·Insurance

Carrier-agent appointment process friction

Distribution & Channels

1
User insightHigh
Developing
Problem·Insurance

Friction with disparate agency software (AMS/BMS limitations)

Agency Operational Burden

User insightHigh
Developing
Problem·Insurance

Tech stack fragmentation & poor integration

Agency Operational Burden

User insightMid
Developing
Problem·Insurance

Manual finance accounting & reconciliation

Agency Operational Burden

User insightHigh
Developing
Problem·Insurance

Legacy / outdated core systems

Agency Operational Burden

User insightMid
Developing
Problem·Insurance

Quoting / submission processes are slow and fragmented

Agency Operational Burden

User insightMid
Developing
Problem·Insurance

Agents drowning in manual low-value work

Agency Operational Burden

User insightMid
Developing
Problem·Insurance

Inefficient call/email handling & response times

Agency Operational Burden

User insightMid
Developing
Problem·Insurance

Agencies struggle to scale past revenue plateaus

Agency Operational Burden

User insightMid
Developing
Problem·Insurance

Small agencies struggling to compete with larger competitors

Agency Operational Burden

User insightMid
Developing
Problem·Insurance

Retention & turnover

Talent Crisis & Aging Workforce

User insightMid
Developing
Problem·Insurance

Industry struggling to attract young / next-gen talent

Talent Crisis & Aging Workforce

User insightMid
Developing
Problem·Insurance

Succession planning & ownership transition

Talent Crisis & Aging Workforce

User insightMid
Developing
Problem·Insurance

Life insurance demand & consumer awareness gaps

Affordability & Access Crisis

User insightLow
Developing
Problem·Insurance

Increasing frequency & severity of natural disasters

Climate Catastrophe & Insurability Crisis

User insightLow
Developing
Problem·Insurance

Homes & properties becoming uninsurable

Climate Catastrophe & Insurability Crisis

User insightHigh
Developing
Problem·Insurance

State-by-state regulatory complexity & compliance burden

Regulatory Dysfunction & Government Intervention

User insightLow
Developing
Problem·Insurance

Government intervention tax policy & 831(b) abuse

Regulatory Dysfunction & Government Intervention

User insightLow
Developing
Problem·Insurance

Cross-border / multi-jurisdiction operations

Regulatory Dysfunction & Government Intervention

User insightLow
Developing
Problem·Insurance

Producer compensation models are misaligned

Distribution & Channel Dysfunction

User insightLow
Developing
Problem·Insurance

Agents struggle to acquire & nurture leads

Distribution & Channel Dysfunction

User insightLow
Developing
Problem·Insurance

Brokers competing on price rather than value

Distribution & Channel Dysfunction

User insightLow
Developing
Problem·Insurance

Surplus lines / non-admitted misunderstood by retail

Distribution & Channel Dysfunction

User insightLow
Developing
Problem·Insurance

Negative public perception of the insurance industry

Customer Experience & Trust Deficit

User insightLow
Developing
Problem·Insurance

Lack of transparency & disclosure with customers

Customer Experience & Trust Deficit

User insightLow
Developing
Problem·Insurance

Slow / poor communication & response times to clients

Customer Experience & Trust Deficit

User insightLow
Developing
Problem·Insurance

One-size-fits-all products that don't fit individual needs

Customer Experience & Trust Deficit

User insightLow
Developing
Problem·Insurance

Customers can't easily reach their agents

Customer Experience & Trust Deficit

User insightMid
Developing
Problem·Insurance

Claims process is slow adversarial & inefficient

Litigation Fraud & Claims Inflation

User insightMid
Developing
Problem·Insurance

Nuclear verdicts & social inflation driving up losses

Litigation Fraud & Claims Inflation

User insightHigh
Developing
Problem·Insurance

Insurance fraud

Litigation Fraud & Claims Inflation

User insightLow
Developing
Problem·Insurance

Hard market & shrinking capacity for risks

Hard Market Capacity & Reinsurance Strain

User insightLow
Developing
Problem·Insurance

Difficulty placing risk / writing business with carriers

Hard Market Capacity & Reinsurance Strain

User insightLow
Developing
Problem·Insurance

Reinsurance pressure & difficulty obtaining fronted paper

Hard Market Capacity & Reinsurance Strain

User insightLow
Developing
Problem·Insurance

Inadequate rates & loss-making lines

Hard Market Capacity & Reinsurance Strain

User insightHigh
Developing
Problem·Insurance

Poor data quality & inaccuracy across the chain

Data Quality Access & Trust

User insightHigh
Developing
Problem·Insurance

Data sharing & interoperability barriers

Data Quality Access & Trust

User insightMid
Developing
Problem·Insurance

Insufficient analytics & actionable insight from data

Data Quality Access & Trust

User insightLow
Developing
Problem·Insurance

Data privacy security & breach risk

Data Quality Access & Trust

User insightMid
Developing
Problem·Insurance

Unstructured data & document handling burden

Data Quality Access & Trust

User insightMid
Developing
Problem·Insurance

Data silos across carriers agencies & vendors

Data Quality Access & Trust

User insightMid
Developing
Problem·Insurance

Cyber risk outpacing cyber insurance market

Product Gaps & Emerging Risks

User insightMid-Low
Developing
Problem·Insurance

Bitcoin crypto & digital asset coverage gaps

Product Gaps & Emerging Risks

User insightLow
Developing
Problem·Insurance

AI itself as an insurable / liability risk

Product Gaps & Emerging Risks

User insightLow
Developing
Problem·Insurance

Autonomous vehicles & mobility transition

Product Gaps & Emerging Risks

User insightLow
Developing
Problem·Insurance

Marine aviation & specialty emerging risks

Product Gaps & Emerging Risks

User insightLow
Developing
Problem·Insurance

Products don't fit modern on-demand or gig economy risks

Product Gaps & Emerging Risks

User insightLow
Developing
Problem·Insurance

Property products lagging emerging hazards

Product Gaps & Emerging Risks

User insightLow
Developing
Problem·Insurance

Insurtech and new-entrant struggle to build trust & traction

Industry Consolidation & Independent Agency Pressure

User insightMid
Developing
Problem·Insurance

Pressure on agency margins & profitability

Industry Consolidation & Independent Agency Pressure

User insightLow
Developing
Problem·Insurance

Vendor-pitch overload diluting event value

Industry Events Conferences & Knowledge Sharing

User insightLow
Developing
Problem·Insurance

Inadequate or outdated pricing models

Pricing Risk Measurement & Underwriting Constraints

User insightLow
Developing
Problem·Insurance

Parametric & alternative insurance adoption barriers

Product Innovation

1
User insightLow
Developing
Problem·Insurance

Post-bind inspection friction & non-renewals

Underwriting & Risk Assessment

1
User insightLow
Developing
Problem·Insurance

Roof age & property condition underwriting disputes

Underwriting & Risk Assessment

1
User insightLow
Developing
Problem·Insurance

Offshore & virtual assistant workforce management

Talent & Workforce

1
User insightMid
Developing
Problem·Insurance

IoT device adoption failure in insurance

Technology & Digital Transformation

1
User insightLow
Developing
Problem·Insurance

Property data & valuation accuracy gaps

Data & Analytics

1
User insightLow
Developing
Problem·Insurance

Customer onboarding & enrollment friction

Customer Experience

1
User insightMid
Developing
Problem·Insurance

Wholesaler & MGA service gaps for SME accounts

Distribution & Channels

1
User insightLow
Developing
Problem·Insurance

Vacation rental & short-term rental coverage gaps

Coverage & Product Gaps

1
User insightMid
Developing
Problem·Insurance

Construction-specific insurance complexity

Coverage & Product Gaps

1
User insightMid
Developing
Problem·Insurance

E&S / specialty market workflow inefficiencies

Market Operations

1
User insightMid-Low
Developing
Problem·Insurance

Professional liability & E&O risk from AI use

Regulatory & Compliance

1
User insightMid
Developing
Problem·Insurance

Carrier appetite tracking & communication gaps

Distribution & Channels

1
User insightLow
Developing
Problem·Insurance

Loss control & risk management service scalability

Claims & Loss Management

1
User insightLow
Developing
Problem·Insurance

Customer self-service portal limitations

Customer Experience

1
User insightLow
Developing
Problem·Insurance

Business interruption & non-damage coverage gaps

Coverage & Product Gaps

1
User insightLow
Developing
Problem·Insurance

Risk concentration & exposure aggregation management

Underwriting & Risk Assessment

1
User insightLow
Developing
Problem·Insurance

Workers compensation medical management dysfunction

Claims & Loss Management

1
User insightLow
Developing
Problem·Insurance

Referral partner relationship management

Distribution & Channels

1
User insightLow
Developing
Problem·Insurance

Social media & digital marketing for agencies

Distribution & Channels

1
User insightMid
Developing
Problem·Insurance

Stop-loss & medical cost management in benefits

Coverage & Product Gaps

1
User insightLow
Developing
Problem·Insurance

Customer digital identity verification gaps

Technology & Digital Transformation

1
User insightMid
Developing
Problem·Insurance

Construction defect & long-tail claims exposure

Claims & Loss Management

1
User insightLow
Developing
Problem·Insurance

Policy comparison & shopping tool inadequacy

Customer Experience

1
User insightLow
Developing
Problem·Insurance

Agency network & cluster operational challenges

Distribution & Channels

1
User insightLow
Developing
Problem·Insurance

Insured non-cooperation in claims investigations

Claims & Loss Management

1
User insightLow
Developing
Problem·Insurance

Data residency & sovereignty requirements

Regulatory & Compliance

1
User insightLow
Developing
Problem·Insurance

Accessibility & assistive technology gaps in insurance software

Technology & Digital Transformation

1
User insightLow
Developing
Problem·Insurance

Limited active buyer pool for insurance

Market Dynamics

1
ShiftHigh
Developing
Market shift·Insurance

Generative AI & LLM Adoption

AI & Automation Transformation

ShiftMid
Developing
Market shift·Insurance

Predictive Analytics & Machine Learning

AI & Automation Transformation

ShiftHigh
Developing
Market shift·Insurance

AI-Powered Customer Interactions

AI & Automation Transformation

ShiftHigh
Developing
Market shift·Insurance

Workflow & Process Automation

AI & Automation Transformation

ShiftMid
Developing
Market shift·Insurance

Legacy System Replacement

Agency Modernization & Operations

ShiftMid
Developing
Market shift·Insurance

Communication & Collaboration Tools

Agency Modernization & Operations

ShiftMid
Developing
Market shift·Insurance

Agency Management Technology

Agency Modernization & Operations

ShiftMid
Developing
Market shift·Insurance

Process Standardization & Adherence

Agency Modernization & Operations

ShiftMid
Developing
Market shift·Insurance

Reinsurance Market Shifts

Market Dynamics Affordability & Loss Pressures

ShiftLow
Developing
Market shift·Insurance

Capacity Constraints & Carrier Appetite

Market Dynamics Affordability & Loss Pressures

ShiftHigh
Developing
Market shift·Insurance

Inflation & Loss Cost Pressures

Market Dynamics Affordability & Loss Pressures

ShiftHigh
Developing
Market shift·Insurance

E&S Lines Growth

Market Dynamics Affordability & Loss Pressures

ShiftHigh
Developing
Market shift·Insurance

Rising Premiums & Affordability Crisis

Market Dynamics Affordability & Loss Pressures

ShiftMid
Developing
Market shift·Insurance

Self-Insurance & Alternative Risk Transfer

Market Dynamics Affordability & Loss Pressures

ShiftMid
Developing
Market shift·Insurance

Claims Cost Pressures & Loss Management

Market Dynamics Affordability & Loss Pressures

ShiftLow
Developing
Market shift·Insurance

Commercial Lines Shift

Market Dynamics Affordability & Loss Pressures

ShiftLow
Developing
Market shift·Insurance

Generational Shifts in the Workforce

Talent Workforce & Culture

ShiftLow
Developing
Market shift·Insurance

Aging Workforce & Succession Crisis

Talent Workforce & Culture

ShiftLow
Developing
Market shift·Insurance

Data-Driven Decision Making

Data Revolution & Analytics

ShiftMid
Developing
Market shift·Insurance

Telematics & IoT Data

Data Revolution & Analytics

ShiftLow
Developing
Market shift·Insurance

Data Quality & Standardization

Data Revolution & Analytics

ShiftMid
Developing
Market shift·Insurance

Geospatial & Aerial Data

Data Revolution & Analytics

ShiftLow
Developing
Market shift·Insurance

Shifting Customer Expectations

Customer Experience & Expectations

ShiftMid
Developing
Market shift·Insurance

Personalization & Tailored Coverage

Customer Experience & Expectations

ShiftMid
Developing
Market shift·Insurance

Digital Marketing & Lead Generation

Digital Distribution & Channel Shifts

ShiftMid
Developing
Market shift·Insurance

Independent Agent Channel Growth

Digital Distribution & Channel Shifts

ShiftMid
Developing
Market shift·Insurance

Embedded Insurance Expansion

Digital Distribution & Channel Shifts

ShiftMid
Developing
Market shift·Insurance

Platform & Marketplace Models

Digital Distribution & Channel Shifts

ShiftMid
Developing
Market shift·Insurance

Shifting Market Share Across Channels

Digital Distribution & Channel Shifts

ShiftHigh
Developing
Market shift·Insurance

Omnichannel Distribution

Digital Distribution & Channel Shifts

ShiftMid
Developing
Market shift·Insurance

Flood Risk & Rising Losses

Climate Catastrophe & Insurability

ShiftMid
Developing
Market shift·Insurance

Catastrophe Loss Trends

Climate Catastrophe & Insurability

ShiftMid
Developing
Market shift·Insurance

Wildfire Risk & Carrier Exits

Climate Catastrophe & Insurability

ShiftMid
Developing
Market shift·Insurance

Hurricane & Windstorm Exposure

Climate Catastrophe & Insurability

ShiftLow
Developing
Market shift·Insurance

Carrier Exits from High-Risk States

Climate Catastrophe & Insurability

ShiftLow
Developing
Market shift·Insurance

Parametric & Index-Based Insurance

Climate Catastrophe & Insurability

ShiftMid
Developing
Market shift·Insurance

Niche & Specialty Market Specialization

New Business Models M&A & Industry Structure

ShiftMid
Developing
Market shift·Insurance

MGA & MGU Growth

New Business Models M&A & Industry Structure

ShiftMid
Developing
Market shift·Insurance

Usage-Based & On-Demand Insurance

New Business Models M&A & Industry Structure

ShiftLow
Developing
Market shift·Insurance

Organic Growth vs Acquisition Strategy

New Business Models M&A & Industry Structure

ShiftMid
Developing
Market shift·Insurance

State-Level Insurance Regulation

Regulatory & Legislative Landscape

ShiftLow
Developing
Market shift·Insurance

Cannabis & Emerging Market Regulations

Regulatory & Legislative Landscape

ShiftMid
Developing
Market shift·Insurance

Tort Reform & Litigation Environment

Regulatory & Legislative Landscape

ShiftMid
Developing
Market shift·Insurance

Tax & Financial Regulation

Regulatory & Legislative Landscape

ShiftLow
Developing
Market shift·Insurance

Government Programs & Fair Plans

Regulatory & Legislative Landscape

ShiftHigh
Developing
Market shift·Insurance

Emerging & Novel Risk Categories

Cybersecurity & Emerging Risks

ShiftMid
Developing
Market shift·Insurance

Autonomous Vehicles & Mobility

Cybersecurity & Emerging Risks

ShiftMid
Developing
Market shift·Insurance

Cyber Insurance Market Growth

Cybersecurity & Emerging Risks

ShiftLow
Developing
Market shift·Insurance

Digital Assets & Cryptocurrency

Cybersecurity & Emerging Risks

ShiftMid
Developing
Market shift·Insurance

Computer Vision and Image Analysis

AI & Automation Transformation

1
ShiftLow
Developing
Market shift·Insurance

Prevention-First Insurance Paradigm

Market Dynamics Affordability & Loss Pressures

1
ShiftHigh
Developing
Market shift·Insurance

Litigation Harvesting and Predatory Claims Practices

Regulatory & Legislative Landscape

1
ShiftVery High
Developing
Market shift·Insurance

Revenue Diversification Beyond Traditional Premium

New Business Models M&A & Industry Structure

1
ShiftLow
Developing
Market shift·Insurance

Bermuda and Cayman as Growing Insurance Hubs

New Business Models M&A & Industry Structure

1
ShiftLow
Developing
Market shift·Insurance

Open Insurance and Data Portability

Data Revolution & Analytics

1
ShiftMid
Developing
Market shift·Insurance

Comparative Rating and Multi-Carrier Platforms

Digital Distribution & Channel Shifts

1
ShiftMid
Developing
Market shift·Insurance

Claims Experience as Strategic Differentiator

Customer Experience & Expectations

1
ShiftMid
Developing
Market shift·Insurance

Modern Underwriting Workbench Platforms

AI & Automation Transformation

1
ShiftMid
Developing
Market shift·Insurance

Customer Communication Compliance

Regulatory & Legislative Landscape

1
ShiftLow
Developing
Market shift·Insurance

Property Services Marketplace Infrastructure

New Business Models M&A & Industry Structure

1
ShiftLow
Developing
Market shift·Insurance

Value-Based Care Models in Insurance

Market Dynamics Affordability & Loss Pressures

1
ShiftMid
Developing
Market shift·Insurance

Outcome-Based Claims Vendor Models

AI & Automation Transformation

1
ShiftMid
Developing
Market shift·Insurance

Enhanced Subrogation Recovery Technology

AI & Automation Transformation

1
ShiftMid
Developing
Market shift·Insurance

Advanced Fraud Detection and Prevention

AI & Automation Transformation

1
ShiftLow
Developing
Market shift·Insurance

Workers' Compensation Market Softening

Market Dynamics Affordability & Loss Pressures

1
ShiftLow
Developing
Market shift·Insurance

Telemedicine and Connected Care in Workers' Comp

Market Dynamics Affordability & Loss Pressures

1
ShiftMid
Developing
Market shift·Insurance

Life Insurance Demographic and Distribution Shifts

Digital Distribution & Channel Shifts

1
ShiftLow
Developing
Market shift·Insurance

Mental Health and Behavioral Risk in Insurance

Customer Experience & Expectations

1
ShiftLow
Developing
Market shift·Insurance

Fertility and Women's Health Insurance

New Business Models M&A & Industry Structure

1
ShiftLow
Developing
Market shift·Insurance

Transportation and Commercial Trucking Insurance

Cybersecurity & Emerging Risks

1
ShiftMid
Developing
Market shift·Insurance

Dental Insurance Automation

AI & Automation Transformation

1
ShiftMid
Developing
Market shift·Insurance

Medical Malpractice Insurance Modernization

New Business Models M&A & Industry Structure

1
ShiftLow
Developing
Market shift·Insurance

Marine and Shipping Insurance Innovation

New Business Models M&A & Industry Structure

1
ShiftLow
Developing
Market shift·Insurance

Event and Entertainment Insurance Innovation

New Business Models M&A & Industry Structure

1
ShiftLow
Developing
Market shift·Insurance

Smallholder Farmer Insurance in Emerging Markets

Climate Catastrophe & Insurability

1
ShiftLow
Developing
Market shift·Insurance

Technology Stack Complexity and Integration Burden

Agency Modernization & Operations

1
ShiftMid
Developing
Market shift·Insurance

Decline of Traditional Insurance Marketing

Digital Distribution & Channel Shifts

1
ShiftLow
Developing
Market shift·Insurance

Not-for-Profit Sector Insurance Growth

Market Dynamics Affordability & Loss Pressures

1