Best Insurance Rating Software for 2026 - Krowdbase

Insurance Rating Software Buyer's Guide: Features, Benefits, Pricing, and How to Choose the Right Software

Insurance rating software is a specialized technology platform used to calculate policy premiums based on predefined rating rules, underwriting criteria, customer information, risk characteristics, coverage options, geographic variables, and regulatory requirements.

In traditional insurance operations, rating calculations may be embedded in spreadsheets, legacy systems, hard-coded applications, or manual underwriting processes. These approaches can become difficult to maintain when insurers operate across multiple products, jurisdictions, distribution channels, and pricing structures.

Insurance rating software centralizes the logic used to calculate premiums and enables insurers to update rates, rules, tables, formulas, discounts, surcharges, eligibility criteria, and product configurations in a more controlled environment.

Many modern platforms provide low-code or configurable rating engines that allow product managers, actuaries, and business analysts to make changes without depending heavily on software developers. This helps insurers bring new products to market faster and react more efficiently to regulatory or competitive changes.

Insurance rating platforms are often integrated with policy administration systems, agency management software, underwriting platforms, CRM systems, claims applications, comparative raters, and customer-facing portals. This creates a connected insurance technology ecosystem where premium calculations can be performed consistently across direct, agent-assisted, and digital distribution channels.

As insurers increasingly focus on digital transformation, automated underwriting, embedded insurance, and faster quote experiences, insurance rating software has become an important component of modern insurance operations.

Why Businesses Need Insurance Rating Software

Insurance pricing is often highly complex. Premiums may depend on dozens or hundreds of variables, including customer characteristics, coverage limits, deductibles, property details, vehicle information, geographic risk, claims history, industry type, policy term, discounts, surcharges, and regulatory requirements.

Managing this complexity manually can lead to inconsistent pricing, slow quote generation, operational errors, and difficulty updating insurance products.

Insurance rating software automates premium calculations using centrally managed rules and pricing logic. This helps ensure that the same rating methodology is applied consistently across users, departments, distribution channels, and locations.

Speed is another major benefit. Underwriters and agents can calculate premiums in real time instead of manually reviewing rate tables or entering calculations into spreadsheets. Faster rating directly supports faster quoting and improved customer experience.

Insurance carriers also need to make regular pricing changes. Actuarial reviews, regulatory updates, competitive pressures, new product launches, and changing risk conditions can require frequent modifications to rating structures. Configurable insurance rating software allows teams to update these rules more efficiently.

Automation also improves auditability. Changes to rates, formulas, and underwriting rules can be tracked, documented, tested, and approved before being moved into production.

As insurance operations scale across more products, policies, channels, and jurisdictions, centralized rating technology helps organizations maintain pricing consistency while reducing operational complexity.

Key Features of Insurance Rating Software

Selecting the best insurance rating software begins with understanding the capabilities that directly influence premium calculation, underwriting, product configuration, and operational efficiency.

Rating Engine

The rating engine is the core component of insurance rating software.

It calculates policy premiums using predefined formulas, tables, risk factors, coverage selections, deductibles, discounts, surcharges, and eligibility criteria.

Advanced platforms can process complex multi-variable calculations in real time and support different insurance products within the same environment.

Rate Table Management

Rate table management allows insurers to create, update, organize, and maintain structured pricing information.

Actuaries and product managers can modify base rates, territory factors, class codes, limits, modifiers, and other variables while maintaining historical versions for audit and compliance purposes.

Rules Engine

Rules engines allow insurers to define underwriting logic, eligibility conditions, referral rules, discounts, surcharges, minimum premiums, and pricing adjustments.

Configurable rules can reduce hard-coded logic and provide business teams with greater control over product changes.

Product Configuration

Insurance rating software may include product configuration tools that allow insurers to define coverages, limits, deductibles, endorsements, exclusions, policy forms, rating variables, and available options.

This is especially valuable for organizations introducing new insurance products or modifying existing offerings.

Quote Generation

Integrated quote generation allows agents, underwriters, brokers, or customers to receive premium estimates quickly based on submitted risk data.

Real-time quote generation can improve sales conversion and reduce turnaround time.

Underwriting Integration

Insurance rating platforms often connect directly with underwriting systems.

Risk data collected during underwriting can automatically feed into rating calculations, reducing duplicate data entry and improving consistency between risk assessment and pricing.

Multi-Line Support

Some platforms support multiple lines of insurance, such as property, casualty, auto, homeowners, commercial, life, health, specialty, or workers' compensation.

Multi-line support can reduce the need for separate rating systems across different insurance products.

Territory and Geographic Rating

Insurance premiums may vary significantly by geography.

Rating software can support territory codes, postal codes, catastrophe zones, state or regional requirements, flood zones, crime data, weather risk, and other location-based pricing factors.

Discount and Surcharge Management

Insurers can configure discounts and surcharges based on customer profiles, risk conditions, policy bundling, claims history, security measures, payment behavior, and other criteria.

Centralized management improves consistency and reduces manual calculation errors.

Version Control

Insurance products and rates change frequently.

Version control allows organizations to maintain different rating structures by effective date, jurisdiction, product version, or regulatory filing.

This helps ensure that policies are rated using the correct rules for the applicable period.

Regulatory Compliance Support

Insurance rating software can help insurers manage jurisdiction-specific rules and maintain records of rate changes.

Audit trails, approval workflows, historical versions, and documentation support regulatory review and internal compliance processes.

API Integration

APIs allow insurance rating engines to connect with policy administration systems, broker portals, digital quote applications, embedded insurance platforms, CRM systems, and third-party data providers.

API-enabled rating is particularly important for insurers offering real-time digital quoting.

Data Validation

Data validation ensures that required policy information is complete and correctly formatted before calculations are performed.

Validation rules reduce errors and improve rating accuracy.

Scenario Testing

Scenario testing tools allow insurers to evaluate how proposed rate changes affect different customer profiles, territories, products, and risk categories.

This capability can help product and actuarial teams understand potential pricing impacts before implementation.

Reporting and Analytics

Insurance rating software can provide dashboards and reports covering quote volumes, premium distribution, rule performance, pricing changes, referral rates, and other operational metrics.

Analytics can help insurers identify trends and evaluate the effectiveness of pricing strategies.

Workflow Automation

Workflow automation can support approvals, product updates, rating changes, testing, deployment, exception handling, and underwriting referrals.

Automation reduces manual effort and shortens product update cycles.

User Permissions

Role-based permissions allow organizations to control who can view, modify, test, approve, or deploy rating logic.

This is especially important where pricing changes require formal governance and compliance review.

Benefits of Using Insurance Rating Software

Insurance rating software provides significant benefits for insurers that need to improve pricing accuracy, speed, consistency, and operational control.

One of the biggest advantages is reduced manual calculation. Automated rating minimizes reliance on spreadsheets and manual interpretation of rate tables, lowering the risk of pricing errors.

Quote turnaround time also improves. Agents and underwriters can calculate premiums quickly, helping insurers respond to customers and distribution partners faster.

Another major benefit is greater consistency. Centralized rating logic ensures that the same pricing methodology is applied across different users and channels.

Insurance rating software also makes product changes easier to manage. Actuarial teams and product managers can update pricing rules, factors, and formulas without rebuilding entire systems.

Auditability and compliance can also improve through version histories, approval workflows, and documentation of rating changes.

For growing insurers, centralized rating technology provides scalability. Organizations can support more products, transactions, distribution channels, and policy volumes without increasing manual effort proportionally.

Industries That Use Insurance Rating Software

Property and Casualty Insurance

Property and casualty insurers use rating software to calculate premiums for homeowners, commercial property, liability, auto, and other risk-based insurance products.

Auto Insurance

Auto insurers evaluate variables such as vehicle type, driver profile, location, usage, claims history, coverage limits, and deductibles when determining premiums.

Rating platforms automate these calculations across direct and agent-assisted channels.

Commercial Insurance

Commercial insurance products often require complex rating based on industry classification, payroll, revenue, property values, location, employee count, business activities, and liability exposure.

Insurance rating software helps standardize these calculations.

Specialty Insurance

Specialty insurers serving niche risks may require highly configurable pricing models.

Rating software can support custom risk factors and non-standard underwriting structures.

Life Insurance

Life insurers can use rating technology to calculate premiums based on age, policy term, coverage amount, health information, underwriting class, and product configuration.

Health Insurance

Health insurers may use rating systems to calculate premiums based on plan structures, age bands, geographic factors, coverage levels, and regulatory rules.

Workers' Compensation

Workers' compensation pricing can involve payroll, class codes, experience modifiers, jurisdiction rules, and industry risks.

Rating platforms help automate these calculations.

Managing General Agents

MGAs often manage specialized insurance products on behalf of carriers.

Configurable rating software allows them to create and maintain product-specific pricing without depending entirely on carrier legacy systems.

Insurance Brokers

Brokers may use rating and comparative rating software to evaluate premiums across products and carriers when preparing customer quotations.

Who Should Use Insurance Rating Software?

Insurance Carriers

Insurance carriers benefit from centralized rating engines that support consistent premium calculations across products and distribution channels.

Managing General Agents

MGAs can use configurable rating platforms to create specialized insurance products and adapt pricing quickly.

Underwriters

Underwriters use rating software to calculate premiums, evaluate pricing adjustments, and process referrals according to established rules.

Actuarial Teams

Actuaries can manage pricing models, rate tables, factors, and revisions while testing the impact of potential changes.

Product Managers

Insurance product managers can use configurable tools to update product rules and pricing without depending entirely on development teams.

Insurance Agencies

Agencies can benefit from integrated or comparative rating solutions that help produce faster quotes.

Insurtech Companies

Digital insurance providers require API-driven rating technology that can deliver premium calculations in real time through online journeys and embedded insurance channels.

Enterprise Insurers

Large insurers often require advanced insurance rating software with multi-product, multi-jurisdiction, governance, security, integration, and high-volume processing capabilities.

Cost and Pricing Considerations for Insurance Rating Software

Insurance rating software pricing varies significantly because solutions range from specialized rating tools to enterprise-grade insurance platforms.

Some vendors use monthly or annual subscriptions, while others offer customized enterprise pricing based on transaction volume, number of products, users, integrations, jurisdictions, and implementation complexity.

Smaller insurance organizations may use focused rating platforms that provide basic rule management, rate tables, quote calculations, and API connectivity.

Mid-market organizations may require more advanced product configuration, testing, workflow automation, underwriting integrations, and analytics.

Enterprise insurers often need high-volume processing, multiple lines of business, multi-jurisdiction support, extensive integrations, advanced security, governance, and professional implementation services.

Businesses should also consider implementation, product configuration, data migration, testing, integration development, user training, support, and ongoing maintenance when calculating total cost.

How Much Does Insurance Rating Software Cost?

There is no universal price for insurance rating software.

Basic or narrowly focused solutions may be available through subscription pricing, while enterprise insurance rating engines generally use custom quotations.

Pricing can depend on policy volume, quote volume, number of users, supported products, number of jurisdictions, API usage, configuration complexity, and integration requirements.

Organizations should also consider implementation costs. Configuring products, migrating existing rate tables, rebuilding underwriting rules, integrating policy systems, and testing historical scenarios can add significantly to the initial investment.

Total Cost of Ownership should therefore include licensing, implementation, customization, integration, infrastructure, maintenance, support, and future product changes rather than focusing only on software fees.

Pros and Cons of Insurance Rating Software

Advantages

Insurance rating software improves pricing accuracy by applying standardized rating logic automatically.

Faster calculations can reduce quote turnaround time and improve customer and agent experiences.

Centralized product and rate management also makes pricing changes easier to control.

Automation reduces manual work and helps insurers scale quote and policy volumes without increasing administrative effort proportionally.

Version control and audit trails can improve governance and support compliance.

Potential Challenges

Implementation can become complex when insurers have years of legacy rating logic stored across spreadsheets, policy systems, and custom applications.

Migrating this logic into a modern rating engine requires careful analysis and testing.

User training may also be required, particularly for actuarial, underwriting, product, compliance, and technology teams.

Integration with legacy policy administration systems can present additional challenges.

Another consideration is governance. Because pricing changes directly affect revenue and regulatory compliance, insurers need formal testing and approval processes before deploying new rating logic.

Cloud-Based vs On-Premise Insurance Rating Software

Cloud-Based Insurance Rating Software

Cloud-based insurance rating software provides centralized access through internet-hosted infrastructure.

It can reduce internal infrastructure requirements while making software updates, scalability, remote access, and API integration easier to manage.

Cloud platforms are particularly attractive for insurtech companies, MGAs, and carriers modernizing legacy insurance systems.

On-Premise Insurance Rating Software

On-premise solutions are installed within an insurer's own infrastructure.

This model may be preferred by organizations with specialized security policies, legacy dependencies, or internal infrastructure requirements.

However, on-premise deployments generally require more internal responsibility for maintenance, upgrades, backups, security, and scaling.

For many modern insurers, cloud-based rating software offers greater agility, while some large or regulated organizations may continue using on-premise or hybrid architectures.

How to Choose the Best Insurance Rating Software

Start by identifying the insurance lines and products the system must support.

A commercial property insurer has different requirements from an auto carrier, life insurer, MGA, or specialty insurance provider.

Next, evaluate the complexity of your rating logic. Determine whether the software can support formulas, tables, territory factors, discounts, surcharges, endorsements, multi-state rules, and custom underwriting conditions.

Configurability is particularly important. Business users should be able to make authorized changes without excessive development effort where appropriate.

Integration requirements should also be reviewed carefully. Insurance rating software often needs to connect with policy administration, underwriting, CRM, agency management, claims, portals, and external data sources.

Performance and scalability should be assessed based on expected quote and policy volumes.

Governance features such as version control, audit trails, user permissions, testing environments, approval workflows, and change histories are also important.

Finally, consider vendor experience, security, implementation support, documentation, scalability, pricing, and long-term product strategy.

How to Compare Insurance Rating Software Solutions

Comparing insurance rating software should begin with rating flexibility.

Evaluate how easily each system can support your existing formulas, rate tables, rules, product structures, discounts, surcharges, and regulatory differences.

Next, compare product configuration capabilities. Insurers should determine whether coverage options, limits, deductibles, endorsements, exclusions, and eligibility criteria can be maintained within the platform.

Integration is another major factor. API availability, policy administration connectivity, underwriting integration, portal integration, and third-party data support can significantly influence long-term usability.

Performance should be assessed for both standard and high-volume use cases.

Organizations should also compare security, version control, auditability, testing, deployment workflows, reporting, analytics, user experience, and implementation requirements.

Krowdbase helps businesses compare insurance rating software based on features, product information, pricing details, integrations, alternatives, supported platforms, and other important evaluation criteria.

Implementation Best Practices

Successful implementation begins with documenting existing rating processes.

Insurers should identify all formulas, rate tables, underwriting rules, discounts, surcharges, territory factors, eligibility conditions, minimum premiums, and product dependencies.

Legacy logic should be validated before migration rather than copied automatically into the new platform.

Product and actuarial teams should work closely with underwriting, compliance, finance, operations, and technology teams during configuration.

Testing should include a wide variety of historical and hypothetical scenarios to ensure that new calculations produce expected results.

Parallel testing against the legacy rating environment can help identify discrepancies before production deployment.

Approval workflows should be established for all future rate and rule changes.

After implementation, organizations should regularly review performance, product configurations, user permissions, and documentation.

Common Challenges and Solutions

Legacy complexity is one of the most significant challenges.

Older insurers may have rating logic distributed across policy systems, spreadsheets, documents, and undocumented business processes.

A structured discovery process can help identify and consolidate this logic.

Data quality can also affect rating accuracy. Incomplete, outdated, or inconsistent risk information can produce incorrect premium calculations.

Integration challenges may arise when modern rating platforms must connect with older policy administration or underwriting systems.

Organizations can reduce this risk through phased integration and comprehensive testing.

User adoption can also become an issue if business teams find new configuration tools difficult to use.

Role-specific training and documentation can improve adoption.

Finally, governance must remain strong. Rate changes should be tested, reviewed, documented, approved, and deployed through controlled processes.

Return on Investment (ROI) of Insurance Rating Software

Insurance rating software can generate measurable value through improved efficiency, faster product changes, reduced errors, and shorter quote turnaround times.

Organizations can measure time saved during premium calculation and product maintenance.

Reduction in manual rating errors is another important ROI indicator.

Faster quote delivery can also improve customer experience and potentially increase conversion.

Insurers can measure reductions in developer involvement when product teams are able to update configurable rating rules directly.

Other useful indicators include reduced product launch time, lower maintenance effort, fewer pricing discrepancies, faster regulatory updates, improved underwriting consistency, and lower operational cost per quote.

Top Insurance Rating Software Companies

The insurance rating software market includes standalone rating engines, insurance product configuration platforms, policy administration suites, and broader insurance core systems.

Earnix

Earnix provides pricing, rating, analytics, and personalization technology for insurers and financial services organizations.

Its platform is particularly relevant for organizations looking to combine pricing sophistication with analytics, modeling, and real-time decisioning.

Akur8

Akur8 provides insurance pricing and actuarial modeling technology designed to help insurers build, analyze, and update pricing models.

Its capabilities are especially relevant for actuarial and pricing teams seeking advanced analytics and machine-learning-assisted insurance pricing.

Quantee

Quantee provides insurance pricing software focused on pricing model development, deployment, monitoring, and optimization.

It is commonly considered by insurers looking to modernize actuarial pricing processes and operationalize pricing models more efficiently.

Insurity

Insurity provides insurance software for property and casualty insurers, including policy administration, underwriting, analytics, and rating-related capabilities.

Its solutions are suited to insurers requiring a broader insurance platform rather than a standalone rating engine.

Guidewire

Guidewire provides core insurance technology for property and casualty insurers.

Its product ecosystem supports policy administration, underwriting, rating, billing, claims, analytics, and digital insurance experiences.

Large insurers often evaluate Guidewire when they need comprehensive core-system modernization.

Duck Creek Technologies

Duck Creek provides cloud-based insurance software covering policy, billing, claims, rating, product configuration, and digital capabilities.

Its configurable architecture is suitable for insurers that need to launch and modify insurance products across multiple lines of business.

OneShield

OneShield provides policy management and insurance core systems that support rating, underwriting, billing, claims, and product administration.

It is often used by P&C insurers, specialty insurers, and MGAs requiring configurable insurance workflows.

Sapiens

Sapiens provides insurance software across property and casualty, life, pensions, and workers' compensation markets.

Its broader insurance platform includes policy administration, product management, underwriting, billing, and rating-related capabilities.

Majesco

Majesco provides cloud insurance platforms supporting policy, billing, claims, product configuration, digital distribution, and insurance core operations.

It is relevant for carriers seeking modern cloud-based insurance infrastructure.

EIS

EIS provides a cloud-native insurance platform for policy administration, billing, claims, customer engagement, and product configuration.

Its architecture is designed for insurers seeking API-driven and digital-first insurance operations.

Related Software Categories

Insurance Software

Insurance software supports broader carrier operations such as policy administration, underwriting, billing, claims, customer management, and reporting.

Insurance rating software often operates as one component within this ecosystem.

Policy Administration Software

Policy administration software manages policy creation, endorsements, renewals, cancellations, and policy lifecycle workflows.

Rating engines integrate with these systems to calculate premiums.

Underwriting Software

Underwriting software helps insurers evaluate risks, apply guidelines, manage referrals, and make coverage decisions.

Rating software complements underwriting by converting risk information into premium calculations.

Insurance Agency Management Software

Agency management software helps agencies manage customers, policies, commissions, communications, documents, and workflows.

Rating integrations can improve quote preparation.

Insurance Claims Software

Claims software manages claim reporting, investigation, settlement, and payment.

While rating software focuses on pricing, both systems form important parts of the insurance technology stack.

Insurance CRM Software

Insurance CRM software helps insurers and agencies manage prospects, customers, communications, sales activity, and retention.

CRM platforms can connect with rating tools during quote and sales workflows.

Actuarial Software

Actuarial software supports modeling, forecasting, reserving, pricing analysis, and risk evaluation.

Insurance rating platforms operationalize many of the pricing outputs developed by actuarial teams.

Comparative Rating Software

Comparative rating software allows agencies and brokers to compare premium quotes from multiple insurance carriers.

It is particularly common in auto, homeowners, and small commercial insurance markets.

Insurance Policy Software

Insurance policy software helps organizations manage policy data, coverage information, documents, renewals, and customer records.

Rating systems provide the premium calculations used during policy creation and modification.

Insurance Analytics Software

Insurance analytics software helps organizations analyze underwriting, claims, customer, risk, and financial data.

Analytics can support improved pricing and rating decisions.

Latest Trends in Insurance Rating Software

Artificial intelligence is becoming increasingly important in insurance pricing and rating.

Insurers are using advanced analytics and machine learning to identify risk patterns, improve segmentation, and support more sophisticated pricing models.

Real-time rating is another major trend. Digital insurance journeys increasingly require premium calculations to be returned instantly through websites, mobile applications, partner platforms, and embedded insurance experiences.

Low-code and no-code product configuration is also expanding. Insurance companies want product and pricing teams to make authorized changes without waiting for lengthy software development cycles.

Cloud adoption continues to increase as insurers modernize legacy infrastructure.

API-first architecture is becoming particularly important because rating engines must connect with policy systems, digital portals, brokers, comparison platforms, and third-party data services.

Usage-based and personalized insurance models are also increasing the complexity of rating.

Telematics, behavioral data, connected devices, and real-time risk information are creating new opportunities for more dynamic premium calculation.

Finally, insurers are placing greater emphasis on governance and explainability. As pricing models become more sophisticated, organizations need stronger controls around model changes, testing, documentation, auditability, and regulatory compliance.

Frequently Asked Questions

What is insurance rating software?

Insurance rating software is a platform that calculates insurance premiums based on coverage options, risk factors, policy characteristics, rate tables, underwriting rules, and pricing formulas.

Why do insurance companies use rating software?

Insurers use rating software to automate premium calculations, improve pricing consistency, reduce manual errors, update products faster, and support real-time quote generation.

What are the main features of insurance rating software?

Important features include rating engines, rules management, rate tables, product configuration, quote generation, underwriting integration, version control, APIs, testing, analytics, and audit trails.

Who uses insurance rating software?

Insurance carriers, MGAs, brokers, agencies, actuaries, underwriters, product managers, and insurtech companies commonly use insurance rating software.

What is an insurance rating engine?

An insurance rating engine is the component that applies pricing formulas, factors, rules, discounts, and surcharges to calculate a policy premium.

Can insurance rating software support multiple insurance products?

Yes. Many platforms support multiple lines of business, although exact capabilities vary by vendor.

Is insurance rating software suitable for MGAs?

Yes. MGAs often use configurable rating systems to create and manage specialized insurance products efficiently.

Can insurance rating software integrate with policy administration systems?

Yes. Most modern platforms provide APIs or integrations that allow premium calculations to connect with policy administration and underwriting workflows.

How much does insurance rating software cost?

Pricing varies significantly. Some vendors offer subscription models, while enterprise platforms typically provide customized pricing based on users, products, transaction volume, integrations, and implementation requirements.

What is the difference between insurance rating and underwriting software?

Underwriting software focuses on evaluating and accepting risk, while rating software calculates the premium associated with that risk. The two systems frequently work together.

What is comparative rating software?

Comparative rating software allows insurance agents or brokers to compare premium quotes from multiple carriers using the same customer information.

Is cloud-based insurance rating software better?

Cloud-based platforms generally provide easier scalability, updates, remote access, and integration, although some insurers may prefer on-premise or hybrid deployment for specific technical or security reasons.

How do I choose the best insurance rating software?

Evaluate product support, rating flexibility, rules management, configurability, integrations, performance, compliance features, testing capabilities, scalability, support, and overall cost.

Where can I compare insurance rating software?

Krowdbase helps users compare insurance rating software based on features, product details, pricing information, integrations, alternatives, supported platforms, and other evaluation criteria.

Where can I find insurance rating software alternatives?

Krowdbase helps insurance organizations explore insurance rating software alternatives and compare products based on capabilities, deployment options, integrations, pricing information, and business suitability.

Conclusion

Insurance rating software is an important part of modern insurance technology because it allows carriers, MGAs, brokers, and insurtech companies to calculate premiums more accurately and consistently. By centralizing rate tables, pricing formulas, underwriting rules, product configurations, discounts, surcharges, and regulatory logic, these platforms reduce manual work while supporting faster quote generation.

Choosing the right insurance rating software requires evaluating product complexity, lines of business, integration requirements, transaction volumes, configurability, governance, testing, scalability, security, and total cost of ownership.

Smaller insurance organizations may need flexible standalone rating capabilities, while enterprise insurers may require rating as part of a broader policy administration or core insurance platform.

Krowdbase helps businesses discover, compare, and evaluate the best insurance rating software solutions in one place. Users can explore software listings, features, pricing information, integrations, reviews, product details, and insurance rating software alternatives to identify solutions that support accurate pricing, efficient underwriting, and scalable insurance operations.