Software Engineer (Back-End Oriented) HelloGov AISoftware Engineer (Back-End Oriented)Miami, FL$100,000–$110,000 / yearFull timeYou will work closely with the Engineering Lead and Front-End Engineering team to develop scalable backend services, real-time communication systems, and API integrations that power our customer platform. We simplify complex processes including passports, travel visas, vehicle registrations, and business formations making them faster, easier, and less stressful through our trusted technology platform.
Application Security Engineer OpendoorApplication Security EngineerMiami, FLSet the bar for what "secure by default" looks like for AI-maximalist engineering, including vibe-coded apps, MCP servers, and agent-driven workflows that touch. ● 5+ years of application security or software engineering experience with a security focus, with strong skills in at least one of Python, Go, TypeScript, or Ruby — and the ability to.
Applications Engineer Vaco LLCApplications EngineerOakland Park, FL$92,000–$125,000 / yearDetermining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Salary: $92-125k based on experience PURPOSE Leads the creation and release of high quality end user and service documentation, supports Customer Service by completing successful product installations and resolving technical issues.
NewCommercial Construction Project Engineer HITT ContractingCommercial Construction Project EngineerPembroke Pines, FLMaster required job-specific and technical skills in order to promote to an assistant superintendent or assistant project manager following the 12-month training program including, but not limited to, the ability to: Set up and maintain jobsite office and all jobsite records, including project directory, construction documents, subcontractor directory, daily reports, submittal logs, RFI logs, subcontractor correspondence, etc. Ability to learn sector- and project-specific software systems, including but not limited to: Microsoft Office 365 (Project, Excel, Word, Outlook, PowerPoint, etc.), ProCore, Adobe Suite, BlueBeam, and JD Edwards software suite.
NewLead Software Engineer Kforce Inc.Lead Software EngineerMiami, FL$65–$75Responsibilities: Collaborate with project stakeholders (product owners, UX researchers, data team, QA team, project managers, cross team leads and designers) to understand functional and non-functional requirements. Knowledge in building and tooling processes such as CI/CD pipelines, version control (Git), and package managers, coupled with extensive experience in debugging and troubleshooting complex issues.
Machine Learning Engineer- Services OpendoorMachine Learning Engineer- ServicesMiami, FLAs a software engineer on the team, you’ll collaborate with data scientists, machine learning engineers, product managers, and partner engineering and operations teams to turn ideas into resilient, production-ready systems. We build the core platform that turns data, models, and business logic into the prices that power our entire business.
Agentic Analytics Engineer OpendoorAgentic Analytics EngineerMiami, FL$186,000–$256,000 / yearAs a Senior+ Agentic Analytics Engineer at Opendoor, you will join the Data organization and help build something that doesnt exist at most companies: an Agentic Analytics team. •Experience with modern data warehouses (Snowflake, BigQuery, or similar) and the broader data stack (dbt, Airflow, etc.).
Cloud Security Engineer OpendoorCloud Security EngineerMiami, FLCloud Security: GuardDuty, Security Hub, CloudTrail, GitHub Advanced Security; CSPM/CNAPP replacement in flight (Wiz, Datadog Cloud Security, CrowdStrike Falcon. ● Partner with the Infrastructure team on cloud-native security decisions: VPC architecture, ingress, secrets management (Vault), service identity, and how Okta extends into AWS, Azure, and GCP.
Software Engineer OpendoorSoftware EngineerMiami, FLIf you have deep expertise in an adjacent area and a strong point of view on how it applies here, thats exactly the kind of person we want to talk to. •Deep software engineering experience with a track record of shipping production systems others depend on.
NewIntune / Application Packaging Engineer Kforce Inc.Intune / Application Packaging EngineerMiami, FL$36.55–$49.45Employee pay is based on factors like relevant education, qualifications, certifications, experience, skills, seniority, location, performance, union contract and business needs. By clicking “Apply Today” you agree to receive calls, AI-generated calls, text messages or emails from Kforce and its affiliates, and service providers.
Defense - Maritime Systems Engineer - Miami, FL Michael Page USADefense - Maritime Systems Engineer - Miami, FLMiami, FL$110,000–$140,000 / yearFull timeThis position will work closely with multidisciplinary engineering teams, customers, and program leadership to develop high-performance solutions for defense applications while ensuring technical, schedule, and program objectives are met. Our client is seeking a Maritime Systems Engineer to support the design, integration, and lifecycle management of advanced naval systems.
Lead Data Engineer Lennar HomesLead Data EngineerMiami, FLFull timeLennar is one of the nation's leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service, giving back to the communities in which we work and live in, and fostering a culture of opportunity and growth for our Associates throughout their career. AI-Driven Productivity: Leverage modern AI-assisted development tools within daily engineering workflows to accelerate code generation, optimize heavy queries, and improve overall delivery speed.
Sr Software Engineer, Mobile Lennar HomesSr Software Engineer, MobileMiami, FLFull timeLennar is one of the nation's leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service, giving back to the communities in which we work and live in, and fostering a culture of opportunity and growth for our Associates throughout their career. This is primarily an active position which requires the Construction Manager to have the ability to work in excess of eight hours a day in the confined quarters of a construction trailer, the ability to operate a motor vehicle, read plans, climb stairs, climb ladders, bend, stoop, reach, lift, move and/or carry equipment which may be in excess of 50 pounds.
NewLead Software Engineer Lennar HomesLead Software EngineerMiami, FLFull timeLennar is one of the nation's leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service, giving back to the communities in which we work and live in, and fostering a culture of opportunity and growth for our Associates throughout their career. Collaborate with project stakeholders (product owners, UX researchers, data team, QA team, project managers, cross team leads and designers) to understand functional and non-functional requirements.
NewSr Cloud Engineer Lennar HomesSr Cloud EngineerMiami, FLFull timeLennar is one of the nation's leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service, giving back to the communities in which we work and live in, and fostering a culture of opportunity and growth for our Associates throughout their career. Experience supporting AWS data and AI platform services such as S3, Glue, Lake Formation, Athena, Redshift, EMR, SageMaker, Bedrock, Lambda, Step Functions, and related security, networking, and automation patterns.
Data Engineer II Lennar HomesData Engineer IIMiami, FLFull timeLennar is one of the nation's leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service, giving back to the communities in which we work and live in, and fostering a culture of opportunity and growth for our Associates throughout their career. You will work with a team of Product Managers, Software Engineers and Business Intelligence Engineers to automate and scale the analysis, and to make the data more actionable to manage business at scale.
NewLead Software Engineer, Oracle EPM Lennar HomesLead Software Engineer, Oracle EPMMiami, FLFull time8+ years of experience with business processes around and implementing the following Oracle EPM Cloud modules: Oracle Planning and Budgeting Cloud Service (PBCS/EPBCS), EDMCS (Enterprise Data Management Cloud Services), Narrative Reporting and FCCS(Financial Consolidation and Cloud Service). This role requires strong software development expertise, problem-solving abilities, and excellent interpersonal skills to deliver impactful solutions and provide a positive experience for end users.
Sr Systems Engineer Lennar HomesSr Systems EngineerMiami, FLFull timeLennar is one of the nation's leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service, giving back to the communities in which we work and live in, and fostering a culture of opportunity and growth for our Associates throughout their career. Lead the deployment, configuration, management, and ongoing optimization of enterprise messaging and collaboration platforms, including Microsoft Teams, Microsoft Exchange Online, Purview, SharePoint, One Drive, Zoom, Box, and other collaboration tools.
Systems Engineer II Lennar HomesSystems Engineer IIMiami, FLFull timeThe Collaboration & Endpoint Engineer supports the planning, implementation, administration, and day-to-day operations of enterprise collaboration platforms, endpoint management systems, and virtual desktop infrastructure (VDI) serving over 12,000 endpoints across Windows, macOS, iOS, Android, and other devices. Lennar is one of the nation's leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service.
Lead Cloud Engineer Lennar HomesLead Cloud EngineerMiami, FLFull timeLennar is one of the nation’s leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service, giving back to the communities in which we work and live in, and fostering a culture of opportunity and growth for our Associates throughout their career. Broad, hands-on expertise across multiple cloud operations domains: AWS and Azure; Linux and Windows server administration; patching; virtualization and storage; experience with Database systems a plus (MSSQL/Postgres).
NewProduct Engineer Dunham-Bush USA IncProduct EngineerLeisure City, FLTo lead on product certification and compliance process and activities, for AHRI and ETL certifications Responsible for the preparation of document required for the projects including Drawings, Purchased Part Specifications, Procedures, Bills of Material, Catalogues, Installation Manuals and other documents required for the design, and manufacture of the products Responsible for providing technical support to Sales/Marketing, Warranty Service, Quality Control & Production Departments, Associate Companies and Customer as needed, on engineering related matters and product quality feedback. Responsible for providing proposal for customer various requirement, do unit selection and give price add for special requirement, able to do technical parameter compliance.
Senior Product Engineer Mini-CircuitsSenior Product EngineerHialeah, FloridaThe position works closely with R&D and Design Engineering, Marketing, Project Management, Manufacturing Process Engineering (MPE), Machine Automation Engineering Design (MAED), Quality, Reliability, and Supply Chain to commercialize high-performance RF components and modules for markets such as Aerospace and Defense, Satellite Communications, Telecommunications, Test and Measurement, and Automotive. Position Summary : The Senior Product Engineer for the µCeramIQ Business Units (BU) is a manufacturing-focused technical leader responsible for managing a product engineering team focused on New Product Introductions (NPI) of Radio Frequency (RF) components and modules utilizing Low Temperature Co-Fired Ceramics (LTCC) technology among others.
Product Engineers x5 Kforce IncProduct Engineers x5Dania, FLPosition Summary: The Product Engineer supports the development and delivery of digital products by partnering with product, engineering, and business teams. This role will begin with a strong emphasis on project coordination and product support, with the opportunity to grow into owning product initiatives.
Product Engineer Lakeview Loan ServicingProduct EngineerCoral Gables, FloridaRemote$140,000–$180,000 / yearFull timeWorking across the stack, this individual partners closely with Product, Engineering, and domain Subject Matter Experts (SMEs) to gain a deep understanding of user needs and rapidly turn that understanding into high -quality product experiences that feel innovative, natural, and trustworthy . This role contributes to the development and evolution of core systems , spanning net- new capabilities and enhancements to existing technology across frontend, backend, data, and cloud infrastructure within a regulated, high-stakes environment.
Lead Software Engineer II - Tax Product Development BDO USA PCLead Software Engineer II - Tax Product DevelopmentMiami, FL$170,000–$250,000 / yearJob Summary: The Lead Software Engineer II, Tax Product Development (Lead Engineer II) plays a critical role in designing and implementing complex distributed systems, including solutions leveraging Microsoft Power Applications and Project Operations that support the tax practice and delivery of services to clients. The Lead Engineer II owns the end-to-end delivery of distributed systems, defining technical requirements and architecture for tax products and solutions, with a focus on integrating and optimizing Dynamics CE and Project Operations to enhance client management and project delivery.
ConvergeProsperity - Product Forward Deployed Engineer, Insurance Growth Suite (Manager) - Innovation_Delivery_Transformation Deloitte Touche Tohmatsu LtdConvergeProsperity - Product Forward Deployed Engineer, Insurance Growth Suite (Manager) - Innovation_Delivery_TransformationFL$134,500–$265,100 / year8+ years of software engineering experience, with significant time spent in client-facing, solutions engineering, or field engineering roles; background in financial services (banking, capital markets, payments, insurance, or fintech) strongly preferred. This role is focused on Insurance Growth Suite, a managed composable insurance platform that helps personal and commercial lines insurance carriers launch new digital product propositions and services and transform the digital customer and Claim Adjustors experience.
ConvergeProsperity - Product Forward Deployed Engineer, BankingSuite (Manager) - Innovation_Delivery_Transformation Deloitte Touche Tohmatsu LtdConvergeProsperity - Product Forward Deployed Engineer, BankingSuite (Manager) - Innovation_Delivery_TransformationFL$134,500–$266,100 / yearRequired: 8+ years of software engineering experience, with significant time spent in client-facing, solutions engineering, or field engineering roles; background in financial services (banking, capital markets, payments, insurance, or fintech) strongly preferred. This role is focused on BankingSuite, a managed composable banking platform that helps regional, universal, and community banks launch new digital product propositions & services and transform the digital customer experience.
NewStaff Security Engineer, Product Security and Architecture Compass IncStaff Security Engineer, Product Security and ArchitectureAventura, FL$210,000–$234,100 / yearServe as a Trusted Security Advisor: Act as a key resource and subject matter expert for product and engineering teams, offering security guidance and risk evaluations for new product features, development processes, tooling, and services. Automate & Scale Application Security: Build, enhance, and support automated application security testing frameworks and tooling to seamlessly integrate security into continuous integration and delivery (CI/CD) pipelines.
Global Product Technical Support Engineer TechDigital CorporationGlobal Product Technical Support EngineerMiami, FLIf you thrive in fast paced supporting environment where communication skills are an essential prerequisite with the ability to influence across the organization and want to work to build a world-class support organization—read on. You will be a part of the Global Product Technical Support Team and report to the Manager, Global Product Tech Support SSA responsible for leading a team of support engineers for Automation.
Senior Software Engineer, Full Stack, IT Products Kandji IncSenior Software Engineer, Full Stack, IT ProductsMiami, FLAs a Senior Software Engineer on our IT Products team, you will build the core, high-throughput backend infrastructure that remotely configures, patches, and secures millions of endpoints from macOS and Windows laptops to iOS and Android devices worldwide. You will tackle complex challenges in distributed systems, handling massive influxes of device telemetry and building automated, event-driven workflows that allow IT admins to manage their entire fleet from a single console.
Product Support Engineer AvionicaProduct Support EngineerMiami, FL$57,500The company's core focus lies in developing groundbreaking avionics equipment, data acquisition systems, and advanced software applications that enhance operational efficiency, safety, and maintenance effectiveness for airlines, operators, and maintenance organizations. The product support engineer will work with engineering, production, quality, and sales staff within Avionica throughout the life cycle of the product to promptly analyze and resolve customer needs arising from use of Avionica products.
Product Engineer GOJAProduct EngineerMiami, FloridaThe role Responsible for creating all the technical information of every product, including the raw materials, He or she has to have a profound knowledge of every product in regard to manufacturing processes, raw materials, accessories, and packaging. • Ability to be hands-on with our technology solutions –comfort with HTML/CSS, Web Services, and Marketing Technology.
New Product Design Engineer Rotation Associate Steel Partners Holdings LPNew Product Design Engineer Rotation AssociateMiami, FLWe work with our operating companies to increase long term corporate value for all our stakeholders and shareholders utilizing Steel Partners Operational Excellence Programs, the Steel Partners Purchasing Council, Steel Partners Corporate Services, balance sheet improvements, capital allocation policies and growth initiatives. The New Product Design Engineer Rotational Program is a two-year development program designed to build future engineering leaders across our diversified portfolio of operating companies.
Senior Software Engineer, Full Stack, IT Products IruSenior Software Engineer, Full Stack, IT ProductsMiami, FloridaAs a Senior Software Engineer on our IT Products team, you will build the core, high-throughput backend infrastructure that remotely configures, patches, and secures millions of endpoints from macOS and Windows laptops to iOS and Android devices worldwide. You will tackle complex challenges in distributed systems, handling massive influxes of device telemetry and building automated, event-driven workflows that allow IT admins to manage their entire fleet from a single console.
Software Engineer, iOS Core Product - Fort Lauderdale, FL, USA SpeechifySoftware Engineer, iOS Core Product - Fort Lauderdale, FL, USAFort Lauderdale, FLWith the growth of our iOS app, being the #18 productivity app in the App Store category and also our recent recognition as Apple's 2025 Design Award for Inclusivity, we find the need for a Senior iOS Engineer to help us support the new user base as well as work on new and exciting projects to push our missing forward. Over 50 million people use Speechify's text-to-speech products to turn whatever they're reading – PDFs, books, Google Docs, news articles, websites – into audio, so they can read faster, read more, and remember more.
Software Engineer, iOS Core Product - Miami, FL, USA SpeechifySoftware Engineer, iOS Core Product - Miami, FL, USAMiami, FLWith the growth of our iOS app, being the #18 productivity app in the App Store category and also our recent recognition as Apple's 2025 Design Award for Inclusivity, we find the need for a Senior iOS Engineer to help us support the new user base as well as work on new and exciting projects to push our missing forward. Over 50 million people use Speechify's text-to-speech products to turn whatever they're reading – PDFs, books, Google Docs, news articles, websites – into audio, so they can read faster, read more, and remember more.
Product Design Engineer Ford Motor CoProduct Design EngineerSunrise, FL$68,300–$114,800 / yearglobally distributed teams, ability to adjust communications appropriately for the audience, work with all levels of management and diverse work groups, etc.). The successful candidate will be working with a design team to implement circuits, validate circuit implementations, analyze and resolve hardware failures.
NewFounding Product Lead UpsideHom, Inc.Founding Product LeadFort Lauderdale, FLThe Founding Product Lead will work closely with the COO, CTO, Operations, Customer Success, and GTM teams to define priorities and move products from early concept through launch and adoption. Our approach is human-first and outcome-driven, measured by real results like stable housing, completed moves, safer living environments, and successful transitions.
Product Manager I Enterprise Platform for Android XR Google LLCProduct Manager I Enterprise Platform for Android XRMiami, FLWorking under the guidance of executive product leadership, your mission is to deliver secure, manageable, and highly productive enterprise features across our spatial computing portfolio: immersive XR Headsets, XR Glasses, lightweight AI glasses. You will act as a respected technical peer, collaborating across core Android Enterprise, Platform Engineering, and security teams to translate business and OEM needs into technical specifications Product Requirements Documents (PRDs).
Product Designer PairtyProduct DesignerMiami, FL$35,000–$125,000Members issue personal tokens that reflect their presence and aspirations within the network, while users who believe in a member's potential can support them by acquiring a portion of their personal token. If you're energized by ambiguity, fast shipping cycles, and working on products that could become the next thing people quietly brag about having access to, this is the role for you.
Senior Product Manager, B2B Crypto Infrastructure CoinmeSenior Product Manager, B2B Crypto InfrastructureMiami, FLCoinme is being acquired by Polygon Labs, where our stablecoin/crypto payments platform provides the regulated fiat on- and off-ramp layer within Polygon's Open Money Stack (OMS), a vertically integrated system connecting wallets, compliance, cross-chain orchestration, and always-on settlement through a single API. Scale our on-chain transaction fulfillment pipeline, including signing infrastructure, gas management, wallet orchestration, and transaction queuing—to support high-throughput partner volumes across multiple chains.
Senior Product Manager, Work Planning MaintainX, Inc.Senior Product Manager, Work PlanningFLOwn the full journey from work request to execution-ready work order - the request portal where needs are submitted, the planner's tools for triaging and preparing work, and the workflow that ensures every job arrives at execution with the right plan, parts, and approvals so technicians spend their time turning wrenches, not chasing information. Proven experience building highly configurable systems for complex operational environments - you've designed products where the challenge was making powerful rules, automation, or configuration accessible to non-technical users across a wide range of enterprise setups.
Clinical Product Specialist, OR/NICU/PICU - Acute Care and Monitoring (Orlando/Miami) Medtronic PlcClinical Product Specialist, OR/NICU/PICU - Acute Care and Monitoring (Orlando/Miami)Miami, FLRemoteThe OR/NICU CPS position will work within their assigned territory with aligned sales partners to develop advocacy from Key Opinion Leaders, key clinical and business decision makers, generate demand for product evaluations, competitive conversions, drive key deals to closure, and support post-sales activities including implementation, education, in-servicing, ongoing support, and the development of robust reference accounts. The following benefits and additional compensation are available to those regular employees who work 20+ hours per week: Health, Dental and vision insurance, Health Savings Account, Healthcare Flexible Spending Account, Life insurance, Long-term disability leave, Dependent daycare spending account, Tuition assistance/reimbursement, and Simple Steps (global well-being program).
Manager Group Product Manager, Technology and Digital, FT, 8:30A - 5P Baptist Health South Florida IncManager Group Product Manager, Technology and Digital, FT, 8:30A - 5PCoral Gables, FL$133,831.04–$173,980.35 / yearBaptist Health is the region''s largest not-for-profit healthcare organization, with 12 hospitals, over 29,000 employees, 4,500 physicians and 200 outpatient centers, urgent care facilities and physician practices across Miami-Dade, Monroe, Broward and Palm Beach counties. Our approach is rooted in a "grow our own" philosophy, designed to help our team members build meaningful, long-term careers with us, supported by benefits that make a real difference, including: Career growth and development opportunities, with clear pathways and ongoing support.
Sr. Product Manager - US Downstream Nerve Monitoring Medtronic PlcSr. Product Manager - US Downstream Nerve MonitoringMiami, FLRemoteThe following benefits and additional compensation are available to those regular employees who work 20+ hours per week: Health, Dental and vision insurance, Health Savings Account, Healthcare Flexible Spending Account, Life insurance, Long-term disability leave, Dependent daycare spending account, Tuition assistance/reimbursement, and Simple Steps (global well-being program). If you are applying to perform work for Medtronic, Inc. ("Medtronic") in any position which will involve performing at least two (2) hours of work on average each week within the unincorporated areas of Los Angeles County, you can find here a list of all material job duties of the specific job position which Medtronic reasonably believes that criminal history may have a direct, adverse and negative relationship potentially resulting in the withdrawal of a conditional offer of employment.
Associate IT Product Manager ChenMed LLCAssociate IT Product ManagerMiami, FL$108,313–$154,733 / yearThe incumbent in this role works very closely with the Business, development teams, QA engineers, business analysts, clinical stakeholders, and user experience design leads to create the product vision, roadmap, and ensure the final deliverable meets stakeholder needs. A minimum of 1 year of work experience in the product management role; or similar experience having managed programs or projects for businesses that contribute for customers and business partners.
Sr Accessibility Product Manager, Clinical Solutions (Remote) RELX Group plcSr Accessibility Product Manager, Clinical Solutions (Remote)FLRemote$115,400–$192,300 / yearBuilding on our publishing heritage, we combine quality information and vast data sets with analytics to support visionary science and research, health education and interactive learning, as well as exceptional healthcare and clinical practice. If performed in Maryland, the base pay range is $121,200 - $201,900.If performed in New Jersey, the base pay range is $136,213 - $217,587.If performed in Ohio, the base pay range is $109,500 - $182,700.
Lead Product Manager, AI Development Experience Live Nation Entertainment IncLead Product Manager, AI Development ExperienceFLThese businesses allow Live Nation Media & Sponsorship to create strategic music marketing programs that connect more than 1,200 sponsors with the 145 million fans that attend Live Nation Entertainment events each year. You'll prioritize and design the APIs, SDKs, CLI tools, and workflows that make it effortless for both technical and non-technical teams to leverage AI capabilities, while ensuring production-grade reliability, observability, and security.
Accenture Life Insurance and Annuity Industry Data Product Lead Accenture PlcAccenture Life Insurance and Annuity Industry Data Product LeadMiami, FLYou Are: The Accenture Life Insurance and Annuity Industry Data Product Lead will drive the development and delivery of the ALIP data analytics and insight solution-a cornerstone of our value proposition to ALIP clients. Our team of over 975 Life and Annuity industry professionals is helping some of the most recognized insurance brands drive growth with digital innovation, platform modernization, improved product distribution, and personalized customer experiences.
Product Manager/Owner AI Sedgwick Claims Management Services, Inc.Product Manager/Owner AIFLThe Product Manager/Owner works directly with claims leadership, operational managers, and Business Transformation Leads to understand workflow bottlenecks, leakage drivers, customer friction points, regulatory risks, and client performance commitments. They translate these insights into clearly defined AI use cases with measurable operational objectives such as reduced claim cycle time, improved reserving accuracy, enhanced fraud detection rates, or improved document processing speed.