Duck Creek Technologies, Inc.

https://www.duckcreek.com/

Duck Creek Technologies, Inc. is a global provider of intelligent software solutions for the property and casualty (P&C) and general insurance industry. The company's core business revolves around delivering cloud-based core systems through its Software-as-a-Service (SaaS) offering, Duck Creek OnDemand. Its mission is to empower P&C insurance carriers to enhance coverage, improve end-user experiences, and transform the industry by enabling them to reimagine operations and shape the future of insurance. The company's headquarters are located in Boston, MA, USA.

Duck Creek's key product portfolio is built on its modern technology foundation, the Duck Creek Platform, which offers low-code configurability. The comprehensive Duck Creek Suite includes solutions for policy administration (Duck Creek Policy), billing (Duck Creek Billing), and claims management (Duck Creek Claims). Additional offerings encompass Duck Creek Insights, Ratings, Distribution Management, Digital Engagement, Reinsurance Management, and Industry Content. The company primarily serves the P&C insurance market, targeting Tier 1 and Tier 2 global carriers, insurtech challengers, and large brokers, with over 370 customers globally, including a significant portion of top North American insurers.

In March 2023, Duck Creek Technologies was acquired by Vista Equity Partners in a take-private transaction valued at $2.6 billion, transitioning the company from publicly traded (formerly NASDAQ: DCT) to privately held. Hardeep Gulati serves as the Chief Executive Officer. Duck Creek maintains a strong market position, recognized as a Leader in the 2025 Gartner Magic Quadrant for SaaS P&C Insurance Core Platforms, North America, and in Everest Group's 2025 Underwriting Orchestration PEAK Matrix. The company also earned a spot in the 2023 IDC FinTech Rankings Top 50 solution providers, demonstrating continued growth and market traction.

Latest updates

Duck Creek Automates Insurance Product Configuration with AI, Cutting Implementation Time by 50%

Event summary

  • Duck Creek launched 'Agentic Product Configurator,' an AI-powered solution designed to automate insurance product configuration.
  • The solution aims to reduce product implementation timelines by up to 50%, compressing what previously took months into weeks.
  • Duck Creek Professional Services will initially deliver the solution, leveraging AI to convert existing documentation into implementation-ready configurations.
  • The solution utilizes multi-agent orchestration to extract knowledge from carrier documents and generate validated configuration artifacts.

The big picture

Insurance product configuration has long been a manual, time-consuming process, hindering carriers' agility and innovation. Duck Creek's Agentic Product Configurator represents a significant shift towards AI-driven automation, addressing a critical pain point for insurers seeking to accelerate product launches and adapt to evolving market demands. The move underscores the growing importance of AI in streamlining core insurance operations and reducing reliance on costly, specialized resources.

What we're watching

Adoption Rate
The success of Agentic Product Configurator hinges on insurer adoption; initial uptake will reveal the true value proposition and identify potential roadblocks to integration within existing workflows.
Service Dependency
Duck Creek’s reliance on Professional Services for initial deployment creates a potential bottleneck and raises questions about the scalability of the offering and its long-term profitability.
Competitive Response
Other core systems providers will likely accelerate their own AI-driven automation efforts in response, potentially eroding Duck Creek’s first-mover advantage in this space.

Duck Creek Launches Agentic AI Platform, Targeting $80 Billion US Insurance Efficiency Gain

Event summary

  • Duck Creek launched its 'Agentic AI Platform,' designed to embed AI agents into core insurance workflows.
  • The platform includes 'Agentic Underwriting Workbench' and 'Agentic First Notice of Loss (FNOL)' applications.
  • Boston Consulting Group estimates the platform could generate up to $80 billion in annual impact in the U.S.
  • The platform leverages generative AI models (Gemini), machine learning, and neuro-symbolic reasoning.
  • Duck Creek emphasizes the platform's layered architecture focusing on intelligence, orchestration, and governance.

The big picture

Duck Creek's move signifies a broader trend of insurers seeking to leverage generative AI to automate workflows and improve efficiency. The $80 billion potential impact highlights the significant pressure on carriers to adopt AI solutions, but also underscores the risk of overhyped expectations and implementation failures. The platform’s architecture, emphasizing governance and auditability, suggests a response to growing concerns about AI bias and regulatory oversight within the financial services sector.

What we're watching

Adoption Rate
The success of the Agentic AI Platform hinges on insurer adoption; early deployments will be critical to observe for signs of scalability and integration challenges.
Vendor Lock-in
While Duck Creek touts a flexible architecture to avoid vendor lock-in, the degree to which carriers will truly embrace a new platform and its associated protocols remains to be seen.
Regulatory Scrutiny
The use of AI in insurance decision-making will likely face increased regulatory scrutiny regarding fairness, transparency, and potential bias, potentially impacting the platform’s long-term viability.

Duck Creek's Agentic AI Platform Targets $150B Insurance Market

Event summary

  • Duck Creek Technologies is kicking off its Formation '26 user conference, highlighting strong fiscal 2026 momentum with double-digit SaaS ARR growth.
  • The company boasts over 370 customers globally, including 33 of the top 50 North American insurers.
  • Duck Creek is unveiling a new agentic AI platform aimed at improving combined ratios for insurers managing over $150 billion in premium.
  • The conference will feature speakers from AXIS Capital and Vista Equity Partners, discussing industry transformation and AI adoption.

The big picture

Duck Creek's momentum reflects the broader trend of insurers seeking modern, cloud-native platforms to improve operational efficiency and accelerate product development. The introduction of an agentic AI platform signals a move towards more intelligent automation and data-driven decision-making within the insurance lifecycle, a trend that Vista Equity Partners, a significant investor, is likely to be closely monitoring. The $150 billion target market suggests a substantial opportunity for Duck Creek, but also highlights the competitive intensity within the core insurance technology space.

What we're watching

Platform Adoption
The success of Duck Creek’s agentic AI platform will hinge on its ability to demonstrably improve combined ratios, a key metric for insurer profitability.
Competitive Landscape
Increased focus on agentic AI will likely intensify competition among core insurance platform providers, potentially leading to pricing pressure and consolidation.
Growth Sustainability
Duck Creek’s double-digit SaaS ARR growth needs to be sustained as larger, more complex insurers continue their cloud migration journeys.

Duck Creek Ascends Everest Group Leaderboard as Underwriting Orchestration Market Surges

Event summary

  • Duck Creek Technologies has been recognized as a Leader in Everest Group’s 2025 Underwriting Orchestration PEAK Matrix® assessment.
  • The report highlights Duck Creek’s integrated underwriting architecture, AI-driven decision intelligence, and high customer satisfaction scores.
  • Everest Group estimates the global underwriting technology market at $5-10 billion in 2025, with a 12.5% CAGR.
  • Duck Creek also achieved a customer satisfaction score of 7.1 in Everest Group’s 2026 Voice of the Customer Report, surpassing the market average of 6.94.
  • The assessment noted Duck Creek’s deployments span North America, EMEA, and APAC, serving tier 1 to tier 3 carriers.

The big picture

The recognition underscores a broader shift in the insurance industry towards cloud-based, orchestrated underwriting platforms, moving away from traditional policy administration customization. This market, estimated at $5-10 billion, represents a significant opportunity for Duck Creek, but also highlights the increasing commoditization of core insurance systems. Everest Group’s assessment validates Duck Creek’s strategy of focusing on intelligent orchestration and customer experience to differentiate itself in a competitive landscape.

What we're watching

Market Adoption
The rapid growth of the underwriting orchestration market suggests increased pressure on legacy systems and a potential acceleration in Duck Creek’s sales cycle, but also increased competition.
AI Integration
Duck Creek's reliance on AI-driven enhancements will be tested as regulatory scrutiny of AI in insurance intensifies, potentially impacting deployment timelines and feature adoption.
Partner Ecosystem
The effectiveness of Duck Creek’s partner ecosystem will determine its ability to expand into new geographies and carrier segments, particularly as it targets tier 1 carriers.

Duck Creek Automates Reinsurance Platform Updates to Reduce Operational Burden

Event summary

  • Duck Creek Technologies launched 'Duck Creek Reinsurance with Active Delivery' on April 8, 2026.
  • The new solution delivers monthly product updates automatically, eliminating traditional upgrade cycles.
  • The platform is built on AWS and utilizes feature-flagging for insurer control over update activation.
  • Duck Creek positions the platform as a solution to issues like claims leakage, slow financial close, and operational risk in reinsurance.

The big picture

Reinsurance operations have historically lagged behind other insurance functions in digital transformation, relying heavily on manual processes and legacy systems. Duck Creek's Active Delivery model represents a shift towards continuous improvement and reduced operational overhead, addressing a significant pain point for reinsurers facing increasing complexity and regulatory scrutiny. The move also highlights the growing importance of cloud-native platforms in the insurance sector, as carriers seek agility and scalability.

What we're watching

Adoption Rate
The success of Duck Creek Reinsurance hinges on insurer adoption; resistance to cloud-based solutions or concerns about data migration could slow uptake.
Customization Costs
While Duck Creek handles customizations, the potential for complex, bespoke requirements could create cost pressures and impact margins.
Competitive Response
Other insurance software providers will likely accelerate their own cloud-native reinsurance offerings, intensifying competition and potentially eroding Duck Creek’s market share.

Encova Modernizes Distribution with Duck Creek Upgrade

Event summary

  • Encova Insurance, a $1.3 billion revenue super-regional insurer, upgraded its agency operations to Duck Creek Distribution Management.
  • The upgrade consolidates previously siloed systems into a single platform, aiming to streamline onboarding and improve agent experience.
  • Encova operates in 27 states plus Washington, D.C., with over 2,000 appointed agencies.
  • The implementation includes self-service portals, real-time partner performance tools, and integrated compensation management.

The big picture

Encova's investment in Duck Creek reflects a broader trend among regional insurers to modernize agency management and improve digital capabilities. The move to a unified platform addresses the increasing complexity of distribution channels and the need for greater transparency and efficiency in agent relationships. This upgrade positions Encova to compete more effectively in a market demanding faster response times and personalized service.

What we're watching

Agent Adoption
The success of this upgrade hinges on agent adoption of the new self-service tools; resistance could limit the realized efficiency gains.
Producer Retention
Encova's ability to attract and retain top-tier producers will be a key indicator of the platform's impact on competitive positioning.
Regulatory Compliance
The platform's ability to adapt to evolving compliance regulations will be crucial for Encova's long-term operational stability.

Duck Creek Loss Control Nabs Insurance Luminary Nod Amid Risk Management Tech Push

Event summary

  • Duck Creek Technologies’ Duck Creek Loss Control solution has been named a 2026 Insurance Luminary Finalist by PropertyCasualty360.
  • The award recognizes innovation in risk management, underwriting, and policyholder safety through data-driven insights.
  • Duck Creek Loss Control streamlines inspection workflows, standardizes risk evaluation, and leverages analytics for loss mitigation.
  • The solution has over 110 installations globally, indicating growing adoption among carriers.

The big picture

The recognition highlights the growing importance of data-driven risk management in the P&C insurance sector, as carriers seek to improve underwriting accuracy, reduce losses, and enhance policyholder safety. This trend is fueled by increasing regulatory pressure and the need to remain competitive in a rapidly evolving market. Duck Creek’s success underscores the broader shift towards cloud-based, modular insurance platforms.

What we're watching

Competitive Landscape
The Luminary recognition will likely intensify competition within the risk management software space, potentially prompting other vendors to accelerate their innovation cycles and pricing strategies.
Integration Challenges
The continued success of Duck Creek Loss Control will depend on its ability to seamlessly integrate with diverse legacy systems, a persistent challenge for insurance technology providers.
Data Security
As Duck Creek Loss Control relies on data-driven insights, the company must prioritize and demonstrably maintain robust data security protocols to maintain customer trust and avoid regulatory scrutiny.

Fortegra Taps Duck Creek for Reinsurance Modernization Amid Growth

Event summary

  • Fortegra, a specialty insurer, has selected Duck Creek Reinsurance and Duck Creek Clarity to modernize its financial systems.
  • The implementation is part of a broader finance transformation initiative driven by Fortegra’s accelerated growth strategy.
  • Fortegra has formed a dedicated reinsurance accounting team to manage the increased complexity.
  • Duck Creek’s solutions are expected to improve transparency, reduce manual effort, and accelerate financial close cycles.
  • Fortegra holds an A.M. Best Financial Strength Rating of A- (Excellent).

The big picture

Fortegra's investment in Duck Creek signals a broader trend among specialty insurers to leverage technology for enhanced risk management and operational efficiency as they pursue growth. The move highlights the increasing importance of reinsurance capabilities for insurers managing scale and complexity, particularly in a volatile risk environment. This adoption of specialized reinsurance software also suggests a willingness to invest in advanced analytics to optimize portfolio performance.

What we're watching

Execution Risk
The success of Fortegra’s finance transformation hinges on the seamless integration of Duck Creek’s solutions and the effectiveness of the newly formed reinsurance accounting team.
Margin Impact
The promised efficiency gains from automation and faster closing cycles will need to translate into tangible improvements in Fortegra’s bottom line to justify the investment.
Competitive Response
Other specialty insurers may evaluate Duck Creek’s reinsurance solutions, potentially increasing competition for Duck Creek’s services and driving pricing pressure.

Duck Creek Focuses on Human-AI Collaboration at Formation '26

Event summary

  • Duck Creek Technologies' Formation '26 will be held March 18, 2026, in Orlando, Florida.
  • The conference anticipates over 800 attendees, including carriers, partners, and industry leaders.
  • Keynote speakers include Duncan Wardle (former Disney innovation leader) and Seb Terry (personal transformation entrepreneur).
  • Wardle will focus on AI as a collaborative tool, while Terry will emphasize the importance of human connection in innovation.
  • Duck Creek plans to unveil its vision for 'agentic AI' at the event.

The big picture

Duck Creek's focus on human-AI collaboration signals a broader industry shift away from purely automated solutions towards a more nuanced approach that leverages technology to augment human capabilities. This strategy acknowledges the limitations of AI and the continued importance of human judgment, empathy, and creativity in a highly regulated and customer-centric industry. The conference's emphasis on connection and purpose suggests a recognition that successful digital transformation requires more than just technological upgrades; it demands a fundamental rethinking of organizational culture and employee engagement.

What we're watching

AI Adoption
The success of Duck Creek's 'agentic AI' vision hinges on insurers' willingness to embrace AI as a collaborative tool rather than a replacement for human expertise, potentially impacting adoption rates and ROI.
Talent Retention
The emphasis on human connection and creativity suggests insurers may need to re-evaluate talent strategies to retain employees who feel threatened by automation, impacting overall workforce productivity.
Regulatory Impact
Increased reliance on AI in underwriting and claims processing will likely draw greater scrutiny from regulators, potentially requiring carriers to invest in explainability and bias mitigation frameworks.

Country-Wide Insurance Integrates Duck Creek Clarity Ahead of OnDemand Launch

Event summary

  • Country-Wide Insurance, a New York-based regional insurer, has selected Duck Creek Clarity for data management and analytics.
  • The deployment precedes Country-Wide’s go-live on Duck Creek OnDemand with Active Delivery, scheduled for 2026.
  • Duck Creek Clarity integrates with Snowflake and unifies policy, billing, and claims data.
  • Country-Wide Insurance was founded in 1963 and serves the New York metropolitan area.

The big picture

This partnership highlights the increasing adoption of cloud-native analytics platforms within the P&C insurance sector, driven by the need for real-time insights and improved operational efficiency. Country-Wide’s decision to prioritize data analytics ahead of its core platform migration signals a broader trend of insurers focusing on data-driven decision-making to optimize underwriting and claims management. The move also underscores the growing importance of continuous delivery models in the insurance technology landscape, as insurers seek to avoid costly and disruptive upgrade cycles.

What we're watching

Regional Impact
The success of this implementation will likely influence other regional insurers considering Duck Creek’s Active Delivery model, as Country-Wide's experience will serve as a case study.
Snowflake Dependency
Duck Creek's reliance on Snowflake for Clarity’s functionality introduces a vendor dependency that could impact pricing and flexibility for Country-Wide.
Active Delivery
The long-term operational benefits of Duck Creek’s Active Delivery model will be critical to Country-Wide’s ability to maintain agility and competitive advantage in a rapidly evolving insurance landscape.

MAS Modernizes Core Insurance with Duck Creek Platform

Event summary

  • New Zealand's Medical Assurance Society (MAS) has selected Duck Creek Technologies as its core insurance delivery technology provider.
  • MAS, a Member-owned mutual serving medical professionals, is undertaking a business-wide technology transformation.
  • The implementation includes Duck Creek's Policy Administration, Rating, Claims Management, Billing, and Clarity solutions.
  • MAS cited the need for digital convenience, self-service options, and targeted risk-based pricing as drivers for the modernization.

The big picture

MAS’s move to Duck Creek reflects a broader trend among mutual insurers to invest in digital capabilities to enhance member experiences and improve operational efficiency. The adoption of cloud-native SaaS platforms like Duck Creek is becoming increasingly common as insurers seek greater agility and scalability. This modernization effort positions MAS to better compete in a rapidly evolving risk landscape and meet the growing demand for digital convenience among its membership.

What we're watching

Implementation Risk
The success of MAS’s modernization hinges on the seamless integration of Duck Creek’s suite of solutions, and any delays or complications could impact the timeline and budget for the project.
Data Integration
MAS’s ability to effectively leverage third-party data for granular pricing will be crucial to realizing the stated benefits, and the quality of data integration will be a key performance indicator.
Competitive Response
Other mutual insurers in New Zealand may accelerate their own technology modernization efforts to remain competitive, potentially leading to increased investment in similar solutions.

Duck Creek Payments Gains Traction in Commercial Auto Insurance

Event summary

  • Anchor Group Management Inc. (AGMI) selected Duck Creek Payments Facilitator to modernize its insurance payments.
  • The deal focuses on streamlining payments for AGMI's commercial auto insurance business, serving niche markets like passenger transportation and local delivery.
  • Duck Creek Payments Facilitator, launched in October 2024, supports various payment methods including digital wallets and FedNow.
  • AGMI emphasizes its focus on technology and analytics to deliver prompt quotes and flexible payment options.

The big picture

This deal highlights the increasing pressure on insurance carriers to modernize their payment infrastructure to meet customer expectations for digital-first experiences and improve operational efficiency. AGMI's focus on technology and analytics suggests a broader trend among specialty insurers to leverage technology for competitive advantage. Duck Creek's Payments Facilitator represents a strategic push into a high-growth area within the insurance technology landscape, potentially challenging established payment processors.

What we're watching

Adoption Rate
The success of Duck Creek Payments will hinge on its ability to attract more insurers, particularly within the specialized commercial auto segment, to demonstrate broader market viability beyond AGMI.
Integration Costs
While Duck Creek touts fast integration, the actual costs and complexities for AGMI and future clients remain to be seen, potentially impacting the ROI and overall adoption rate.
Regulatory Landscape
As Duck Creek Payments expands its offerings, navigating evolving regulatory frameworks around digital payments and data security will be crucial for maintaining compliance and avoiding operational disruptions.

Frankenmuth Modernizes Distribution with Duck Creek, Signals Wider Agency Tech Shift

Event summary

  • Frankenmuth Insurance, a $2.5 billion super-regional carrier, has selected Duck Creek OnDemand Distribution Management to replace its legacy agency and producer management system.
  • The implementation supports Frankenmuth’s personal, commercial, and life insurance lines across 15 states and a network of over 800 independent agencies.
  • Duck Creek’s SaaS platform aims to improve agency onboarding, compliance, and performance management.
  • Frankenmuth maintains an AM Best financial strength rating of A (Excellent).

The big picture

Frankenmuth's modernization reflects a broader trend among regional carriers to invest in digital solutions to enhance agency relationships and operational efficiency. The move to a SaaS-based distribution management platform signals a shift away from on-premise legacy systems, driven by the need for greater agility and scalability. Duck Creek’s win underscores its position as a key player in the insurance technology landscape, particularly as carriers seek to optimize their distribution channels.

What we're watching

Agency Adoption
The success of Duck Creek’s implementation hinges on the adoption rate and satisfaction of Frankenmuth’s 800+ independent agencies, which will influence future expansion and potential churn.
Competitive Response
Other agency management system providers will likely respond to this move, potentially accelerating innovation and pricing pressure within the distribution management software market.
Regulatory Impact
How Duck Creek’s platform facilitates Frankenmuth’s compliance efforts will be closely watched, as evolving regulatory requirements continue to shape agency management practices.

Frankenmuth Modernizes Distribution with Duck Creek OnDemand

Event summary

  • Frankenmuth Insurance, a $2.5 billion super-regional carrier, has selected Duck Creek OnDemand Distribution Management to replace its legacy agency and producer management system.
  • The implementation supports Frankenmuth's personal, commercial, and life insurance lines across 15 states and its network of over 800 independent agencies.
  • Duck Creek's Distribution Management platform aims to enhance compliance, accelerate agent onboarding, and improve partner performance.
  • Frankenmuth maintains an AM Best financial strength rating of A (Excellent).

The big picture

Frankenmuth's investment signals a broader trend among regional insurers to modernize legacy systems and improve agency relationships in a competitive market. The move to a SaaS-based distribution management platform like Duck Creek’s reflects a shift towards greater agility and scalability, crucial for responding to evolving regulatory requirements and consumer expectations. This modernization effort is a key component of Frankenmuth's strategy to maintain its A-rated financial strength and super-regional presence.

What we're watching

Agency Adoption
The success of this implementation hinges on the adoption rate and satisfaction of Frankenmuth’s 800+ independent agencies; resistance to change could hinder the anticipated efficiency gains.
Integration Costs
While Duck Creek’s OnDemand platform is marketed as flexible, the true cost of integration and customization across Frankenmuth’s diverse lines of business remains to be seen.
Competitive Response
Other regional carriers may accelerate their own modernization efforts in response to Frankenmuth’s move, potentially intensifying competition for agency partnerships.

Duck Creek Appoints AI Product Leader to Drive Agentic Orchestration

Event summary

  • Duck Creek Technologies appointed Jose Lazares as Chief Product Officer, effective January 12, 2026.
  • Lazares previously served as Chief Product Officer at Beyond Limits, where he launched a low-code hybrid Agentic AI platform.
  • He brings over two decades of experience in cloud-based software platforms, SaaS, PaaS, and enterprise environments.
  • Lazares’s prior roles include leadership positions at Onna, Intapp, Cisco, Oracle, and PeopleSoft.
  • Duck Creek is focusing on developing an 'Agentic Orchestration Platform' for the insurance industry.

The big picture

The appointment signals Duck Creek’s intensified focus on leveraging AI, particularly Agentic AI, to modernize insurance operations. This move aligns with the broader industry trend of insurers seeking to automate processes, improve decision-making, and enhance customer service through AI-powered solutions. Lazares's experience in building and scaling AI platforms for regulated industries suggests Duck Creek is aiming to address the specific challenges of the insurance sector, including data governance and regulatory compliance.

What we're watching

Product Execution
The success of Duck Creek's Agentic Orchestration Platform hinges on Lazares' ability to translate his experience into a product that insurers readily adopt and integrates into existing workflows.
Competitive Landscape
How Duck Creek’s AI-driven platform will differentiate itself from competitors already offering AI solutions within the insurance sector will be a key indicator of its market traction.
Customer Adoption
The pace at which Duck Creek’s existing and prospective customers embrace Agentic AI will determine the platform’s revenue impact and Lazares’s ability to deliver on his stated goals.

Duck Creek Appoints CTO with Cloud and AI Integration Expertise

Event summary

  • Duck Creek Technologies appointed Rajesh Raheja as Chief Technology Officer (CTO), effective December 2, 2025.
  • Raheja previously served as Senior Vice President at HPE's Private Cloud and AI software business, and Chief Engineering Officer & Senior Vice President at Boomi.
  • Boomi was carved out from Dell in a $4 billion private equity transaction.
  • Raheja's prior roles include leadership positions at Broadcom (CA Technologies) and Oracle.
  • The CTO appointment signals a focus on accelerating Duck Creek's AI-driven capabilities and cloud-native platform innovation.

The big picture

Duck Creek's move to bolster its technology leadership reflects the broader trend of insurers seeking to modernize legacy systems and leverage cloud-native platforms for greater agility and efficiency. The appointment of a CTO with a strong AI and cloud integration background underscores the growing importance of these technologies in the insurance sector. The $4B Dell carve-out of Boomi highlights the ongoing consolidation and specialization within the enterprise software space, and Duck Creek's ability to attract talent from these organizations is a positive signal.

What we're watching

Integration Risk
The success of Duck Creek’s platform innovation will hinge on Raheja’s ability to integrate his diverse experience and drive alignment across existing engineering teams.
AI Execution
The company's ability to translate AI-driven insights into tangible value for insurers will be a key differentiator and a measure of Raheja’s impact.
Competitive Landscape
How Duck Creek’s accelerated platform development will position it against competitors like Guidewire and others in the increasingly crowded insurance technology space warrants close observation.
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