IT Systems Engineer Rumpke Consolidated Companies IncIT Systems EngineerCincinnati, OHThe IT Systems Engineer is a technical role responsible for the architecture, design, and engineering of Rumpke's core IT infrastructure which includes Windows Server environments, Active Directory, Microsoft 365, virtualization (VMware), enterprise storage (SAN), backup and recovery, cloud services (Azure/AWS), identity and access management (Entra ID), and SQL Server platforms. The role leads infrastructure modernization and automation initiatives, drives the strategic planning for systems, network, and security in partnership with the Security, Development, and Analytics teams, and leads the infrastructure work stream for acquisition integrations.
IT Systems Engineer RumpkeIT Systems EngineerCincinnati, OHThe IT Systems Engineer is a technical role responsible for the architecture, design, and engineering of Rumpke's core IT infrastructure which includes Windows Server environments, Active Directory, Microsoft 365, virtualization (VMware), enterprise storage (SAN), backup and recovery, cloud services (Azure/AWS), identity and access management (Entra ID), and SQL Server platforms. The role leads infrastructure modernization and automation initiatives, drives the strategic planning for systems, network, and security in partnership with the Security, Development, and Analytics teams, and leads the infrastructure work stream for acquisition integrations.
Aircraft Performance Staff Engineer GE AerospaceAircraft Performance Staff EngineerEvendale, OHAs an Aircraft Performance Engineer within the GE Aerospace Defense & Systems business, you will help engine designers to create competitive architectures by working at the intersection of aircraft design and engine design. Therefore, employment will be contingent upon the ability to prove that you meet the status of a U.S. Person as one of the following: U.S. lawful permanent resident, U.S. Citizen, have been granted asylee or refugee status (i.e., a protected individual under the Immigration and Naturalization Act, 8 U.S.C. 1324b(a)(3)).
NewField Service Engineer Actalent IncField Service EngineerWest Chester, OHRemote$30–$40 / hourThe Field Service Engineer supports advanced manufacturing systems, software, and services for metalworking customers by providing on-site technical expertise, troubleshooting, and repairs. Maintain a high level of customer service by building strong internal and external relationships with customers, vendors, and colleagues to foster a collaborative, teamwork-driven environment.
Continuous Improvement Quality Engineer I-Iii Hyster-Yale Materials HandlingContinuous Improvement Quality Engineer I-IiiHY US Berea, KYWho we are: Hyster-Yale Materials Handling, Inc., designs, engineers, manufactures, sells and services a comprehensive line of lift trucks, aftermarket parts and technology and energy solutions that are transforming the way the world moves materials from Port to Home. Cross-Functional Support: Collaborate with the New Product Introduction (NPI) team and support innovation and automation strategies, ensuring seamless integration of new processes and technologies.
Site Automation Engineer - Night Shift Bright MachinesSite Automation Engineer - Night ShiftFlorence, KYBright Machines uses its proprietary AI-based robotics and software to assemble AI infrastructure hardware products (i.e., data center servers) for hyperscalers, neoclouds, and leading Original Equipment Manufacturers (OEMs) to reduce their time to revenue. The company has been recognized as one of Forbes' AI 50, awarded "Best AI-based Solution for Manufacturing" by AI Breakthrough, named a "Technology Pioneer" by the World Economic Forum, and highlighted by several other leading technology and innovation organizations.
Gas Turbine Lead Operability Engineer GE AerospaceGas Turbine Lead Operability EngineerEvendale, OH$130,000–$175,000 / yearOperability in jet engine engineering is a cross-functional discipline focused on ensuring a gas turbine engine operates safely, stably, and reliably across its entire intended flight envelope, spanning from sub-idle to maximum power and for various environmental conditions. It acts as an integrator between performance (efficiency), compressor aerodynamics, aircraft inlet design, engine control systems and more, to ensure that high-performance designs do not suffer from instabilities like compressor stall/surge, combustor blowout, or over-temperature conditions.
Tungsten Intelligent Document Processing Engineer U.S. BancorpTungsten Intelligent Document Processing EngineerCincinnati, OH$105,400–$124,000 / yearIn addition, certain positions may also be subject to the requirements of FINRA, NMLS registration, Reg Z, Reg G, OFAC, the NFA, the FCPA, the Bank Secrecy Act, the SAFE Act, and/or federal guidelines applicable to an agreement, such as those related to ethics, safety, or operational procedures. The organization focuses on document extraction, workflow automation, document classification, intelligent routing, and process optimization initiatives using modern technologies including Tungsten, Azure, AI/ML, and Generative AI solutions.
Process Engineer IV, Msat (Visual Inspection) ResilienceProcess Engineer IV, Msat (Visual Inspection)West Chester, OH$110,000–$158,750 / yearSpecific hearing requirements - Interpreting sounds and associated meanings at volume levels consistent with interpersonal or group conversations; interpreting letters and numbers when viewed on a computer screen, monitor, reports and other documents. Lead continuous improvement efforts including changeover reduction, yield improvements, OEE improvements, maintenance reliability, and waste reduction for automated inspection equipment.
Process Engineer IV, MSAT (Visual Inspection) ResilienceProcess Engineer IV, MSAT (Visual Inspection)West Chester, Ohio$110,000–$158,750 / yearSpecific hearing requirements - Interpreting sounds and associated meanings at volume levels consistent with interpersonal or group conversations; interpreting letters and numbers when viewed on a computer screen, monitor, reports and other documents. Lead continuous improvement efforts including changeover reduction, yield improvements, OEE improvements, maintenance reliability, and waste reduction for automated inspection equipment.
Forward Deployed Engineer (FDE) V-Soft Consulting Group, IncForward Deployed Engineer (FDE)Cincinnati, OHRemoteDay-to-day, this means architecting, engineering, and deploying AI-first solutions in 90 days or less: LLM-powered agents, RAG pipelines, GenAI workflows, and intelligent automation in real enterprise environments. Functional expertise in at least one of Finance / Banking, Supply Chain / Logistics, Manufacturing / Operations, or Commodities / Trading — sufficient to challenge domain assumptions and earn peer-level credibility with business leads.
Data Engineer (Microsoft) STEM Search GroupData Engineer (Microsoft)Cincinnati, OhioWhat you’ll do… Build and optimize robust data pipelines using a blend of modern programming and traditional enterprise tools including C#, Python, SSIS, and Microsoft SQL Server versions 2019 through 2025. Work closely with an established team of eight data engineers, a principal engineer, and external consultants to manage existing systems while selectively leveraging Databricks for cloud data processing.
Senior MBD Engineer GE Aerospace.Senior MBD EngineerEvendale, OHAbility to interface with Materials Engineers, Design Engineers, Process Owners, and Leadership to determine part and process CTQs, assess design concepts, identify manufacturing challenges, and establish inspection criteria. Healthcare benefits include medical, dental, vision, and prescription drug coverage; access to a Health Coach from GE Aerospace; and the Employee Assistance Program, which provides 24/7 confidential assessment, counseling and referral services.
Process Engineer TOPPAN PackagingProcess EngineerFranklin, OhioTOPPAN Packaging Americas specializes in designing and manufacturing sustainable, high-performance flexible and thermoformed packaging solutions for the food, beverage, medical and consumer goods industries. We offer products like transparent high barrier films, pouches, clamshells and trays, utilizing advanced technology to enhance product safety, visibility and environmental sustainability.
NewCloud Security Engineer Manager DeloitteCloud Security Engineer ManagerCincinnati, OH$118,700–$243,700 / yearWe are seeking a talented, passionate cyber security specialist who will serve as a technical interface and subject matter expert in designing, implementing, and supporting an enterprise-class application-centric micro-segmentation service for Deloitte US Member Firm. Minimum 6 years of related Cyber Security experience with a focus on network security engineering, including firewall policy design, rule management, and hands-on experience securing east-west traffic in enterprise environments.
Manufacturing Engineer Schneider Electric USA, IncManufacturing EngineerOxford, OHFull timeOur Trust Charter is our Code of Conduct and demonstrates our commitment to ethics, safety, sustainability, quality and cybersecurity, underpinning every aspect of our business and our willingness to behave and respond respectfully and in good faith to all our stakeholders. Research on the best available techniques to incorporate into the process, and calculate and improve manpower requirements and efficiency, methods, equipment and tools to optimize the manufacturability of products.
Senior Network Engineer Fund Evaluation Group LLCSenior Network EngineerCincinnati, OHThis is a senior individual contributor role serving as the primary escalation point for infrastructure and network issues, with ownership of Microsoft M365 and Microsoft Azure connectivity, identity-integrated access, and overall user experience. FEG employs 140+ professionals across offices in Cincinnati, Ohio, Dallas, Texas, and Indianapolis, Indiana, with approximately $99.4 billion2 in client assets under advisement.
Controls Engineer AllegionControls EngineerCincinnati, OhioAs a Controls Engineer, you will manage plant-wide machine automation, from upgrading legacy relay logic controls to optimizing advanced, fully automated Salvagnini systems and Fanuc industrial robots, overseeing full-scale installation and optimization to drive continuous improvement, safety, and efficiency across our facility. Mechanical Skills: Ability to use hand and power tools safely, interface with robotics systems technology, and operate electrical testing equipment such as multimeters, calibrators, and oscilloscopes (Required).
Chief Engineer The Kinley CincinnatiChief EngineerCincinnati, OHDirect and oversee the functionality and safety of the facility, including, but not limited to, physical buildings, mechanical equipment, electrical systems, heating/cooling systems, plumbing systems, life safety systems and grounds according to federal, state, and local regulations. The Chief Engineer will oversee the functionality and safety of the hotel property, including the physical buildings, mechanical equipment, electrical system/s, heating and cooling systems, life safety systems and grounds in accordance with local, state and federal laws and regulations.
Compliance Engineer Schneider Electric USA, IncCompliance EngineerFairfield, OHFull timeWe ensure you feel secure with benefits that help you and your family thrive: medical (with member reward points), dental, vision, and basic life insurance, Benefit Bucks, flexible work arrangements, paid family leaves, well-being programs, 12 holidays per year, and 15 days of paid time off per year. Our Trust Charter is our Code of Conduct and demonstrates our commitment to ethics, safety, sustainability, quality and cybersecurity, underpinning every aspect of our business and our willingness to behave and respond respectfully and in good faith to all our stakeholders.
Controls Engineer Allegion PlcControls EngineerCincinnati, OHAs a Controls Engineer, you will manage plant-wide machine automation, from upgrading legacy relay logic controls to optimizing advanced, fully automated Salvagnini systems and Fanuc industrial robots, overseeing full-scale installation and optimization to drive continuous improvement, safety, and efficiency across our facility. Mechanical Skills: Ability to use hand and power tools safely, interface with robotics systems technology, and operate electrical testing equipment such as multimeters, calibrators, and oscilloscopes (Required).
Lead Manufacturing Engineer - Aviation Component Service Center (ACSC) GE Aerospace.Lead Manufacturing Engineer - Aviation Component Service Center (ACSC)OHManufacturing Engineer serves as the hardware expert and go-to source for technical information related to component repair hardware; this expertise is leveraged to support the shop floor Machinists and Inspectors, as well as Customer Service Managers (on behalf of customers) and even Fleet, Repair, and Design Engineers associated with their respective parts. Uses some judgment and has some ability to propose different solutions outside of set parameters to address more complicated manufacturing processes with technical variety and/or interdependent production cycles.
Backend Engineer Coterie InsuranceBackend EngineerCincinnati, OhioRemoteWe expect you to take time off at least 10 days during the year not including holidays- Christmas, New Years Day, Thanksgiving, July 4, Memorial Day, Labor Day. This key hire will also be expected to create documentation around Coterie’s backend system so additional hires can be quickly trained and brought up to speed.
Advanced Lead Engineer - Testing GE Aerospace.Advanced Lead Engineer - TestingEvendale, OH$112,000–$186,000 / yearBachelors degree in Mechanical engineering, Optics or Physics from an accredited university with 5+ years of experience in mechanical/thermal design, CAE modeling, infra-red system design, temperature measurements for aerospace applications (engines and rigs testing) OR Master's or advanced degree in Mechanical engineering, Optics or Physics from an accredited university with 3+ years of experience in mechanical/thermal design, CAE modeling, infra-red system design, temperature measurements for aerospace applications (engines and rigs testing). Whether we are manufacturing components for our engines, driving innovation in fuel and noise reduction, or unlocking new opportunities to grow and deliver more productivity, our GE Aerospace teams are dedicated and making a global impact.
NewSystems Sales Engineer Nutanix Inc.Systems Sales EngineerCincinnati, OH$175,000–$263,000 / yearIf so, joining our Systems Sales Engineer team at Nutanix offers you the opportunity to work collaboratively in a customer-centric culture, where you'll leverage your expertise to deliver innovative solutions while benefiting from mentorship and a flexible remote work setup. The work setup for this role is primarily remote, allowing Systems Sales Engineers to engage directly with customers and partners in their respective territories without needing to go into the office.
Lab Engineer II, OMHS MHE Hardware Amazon.com IncLab Engineer II, OMHS MHE HardwareSpringdale, OHOur team owns and operates testing laboratories in Cincinnati, OH and Seattle, WA - purpose-built facilities where we validate, test, and qualify material handling equipment and systems that power Amazon"s fulfillment network. We are seeking a Lab Engineer II with expertise in LabVIEW programming, PLC systems, material handling equipment, and test system development to support our testing laboratory operations.
Sr. Tech Ops Engineer Systems, AWS Manufacturing and Repair Amazon.com IncSr. Tech Ops Engineer Systems, AWS Manufacturing and RepairFlorence, KYAWS Manufacturing & Repair operations is focused on automated assembly solutions where innovative solutions are needed to accelerate overall manufacturing time, working backwards from customers to increase critical capacity for AWS services by improving yield and reliability while reducing cycle time. You will enable supplier partnerships and represent operational needs within SAP or other third-party warehouse management and ERP solutions, translating real-world workflow requirements into system specifications that support efficient manufacturing and repair operations.
FPGA Engineer RennickBarrett RecruitingFPGA EngineerCincinnati, OhioAs a Hardware Engineer at our company, you will be responsible for architecture, design and development of next generation Electronic Safe and Arm Devices utilizing the latest state of the art technologies. ASIC / FPGA designs will include various sensor interfaces, sequence verification, A/D and D/A interfaces, communication protocols, state machines, timer chains, etc.
Compliance Engineer Schneider Electric SECompliance EngineerFairfield, OHWhat's in it for you: Autonomy to propose and develop solutions in challenging technical domains Opportunity to work with diverse technologies and complex engineering projects Professional growth through exposure to various aspects of project engineering Collaborative environment fostering innovation and technical leadership Platform to influence and shape future engineering solutions Let us learn about you! We ensure you feel secure with benefits that help you and your family thrive: medical (with member reward points), dental, vision, and basic life insurance, Benefit Bucks, flexible work arrangements, paid family leaves, well-being programs, 12 holidays per year, and 15 days of paid time off per year.
Customer Advocate Engineer Schneider Electric SECustomer Advocate EngineerFairfield, OH2+ years of experience dealing with customer issues Excellent customer service skills with the ability to excel under high pressure and time sensitive situations Ability to work independently as well as collaboratively with a small Customer Service department Strong Customer-focus; demonstrated ability to develop and maintain positive customer relationships Capable of establishing own task list and work with little supervision and make independent decisions to meet customer deadlines Must have the desire and ability to learn products relevant to assigned customer base Preferred Qualifications Bachelor's Degree SAP experience preferred Customer experience in a manufacturing environment preferred Bring your passion for customers to a team that's ready to welcome you - apply now! This position is responsible for all daily communication on projects to Schneider Electrics internal Project Managers The daily sales interactions include project monitoring, managing internal VIP customers, coordinating logistics to and from the customer, final order processing, while maintaining positive and strong customer relationships Resolve customer complaints; consult with production, shipping, warehouse or common carrier personnel to trace missing or delayed shipments Analyze and evaluate problems with communication and/or processes related to scheduling production orders through the plant and recommend solutions.
Manufacturing Engineer Schneider Electric SEManufacturing EngineerFairfield, OHLead meaningful projects that directly impact manufacturing performance and operational excellence Growth opportunities through technical challenges spanning process design, automation, and maintenance optimization Collaborative culture that values innovation, continuous improvement, and professional development Chance to mentor others while advancing your own technical expertise in a dynamic manufacturing environment Bring your engineering expertise to a team that's ready to innovate with you - apply today! We ensure you feel secure with benefits that help you and your family thrive: medical (with member reward points), dental, vision, and basic life insurance, Benefit Bucks, flexible work arrangements, paid family leaves, well-being programs, 12 holidays per year, and 15 days of paid time off per year.
NewMechanical Design Engineer Quest Defense Systems and SolutionsMechanical Design EngineerCincinnati, Ohio$67,000–$77,500 / yearExecute mechanical design projects of gas turbine components on Structures/Rotating parts (Frames, Shaft, Disk, Blisk, seals etc.) and/or Airfoils (Blade, Vanes, Nozzles etc.). We’re looking for engineers who believe innovation can turn the impossible into reality and are driven to design, develop, and test solutions that make a real impact.
Senior Data Engineer AMEND ConsultingSenior Data EngineerCincinnati, OhioQualifications: Advanced working SQL knowledge and experience working with relational databases, query authoring (SQL) as well as working familiarity with a variety of databases. Identify, design, and implement internal process improvements: automating manual processes, optimizing data delivery, re-designing infrastructure for greater scalability, etc.
Data Engineer AMEND ConsultingData EngineerCincinnati, OhioQualifications: Advanced working SQL knowledge and experience working with relational databases, query authoring (SQL) as well as working familiarity with a variety of databases. Identify, design, and implement internal process improvements: automating manual processes, optimizing data delivery, re-designing infrastructure for greater scalability, etc.
Commercial Account Manager, Engineered Surfaces Trinseo LLCCommercial Account Manager, Engineered SurfacesFlorence, KentuckyRemoteFull timeThe Commercial Account Manager, Engineered Surfaces is responsible for developing OEM specifications across Engineered Surface’s materials leading to sustainable commercial sales driving high margin revenue through value-added material solutions at National Key Accounts (OEMs) in target markets and applications, such as Quick Serve Restaurant, Marine, Retail, Fuel & Convenience, Military Facilities, Multi-Family Housing, and Healthcare. The position reports directly to the National Account Manager - Commercial and has no direct reports and requires coordination of global resources and activities across Trinseo specific to the defined accounts' needs.
Mechanical Design Engineer Quest Defense Systems & SolutionsMechanical Design EngineerCincinnati, OhioWith over 25 years of aerospace and defense engineering expertise, our commitment to delivering high-quality, transformative solutions sets us apart — not just as an industry leader, but as a driving force for impactful change. Execute mechanical design projects of gas turbine components on Structures/Rotating parts (Frames, Shaft, Disk, Blisk, seals etc.) and/or Airfoils (Blade, Vanes, Nozzles etc.).
Picking Platform Process Engineer The Procter & Gamble CoPicking Platform Process EngineerCINCINNATI, OH$85,000–$122,200 / yearAs a Picking Platform Process Engineer you will learn the required technical manufacturing skills, onboard to IWS, develop general leadership skills, and leverage digital analytics. Collaborate with cross-functional teams including R&D, production, quality assurance, and maintenance to support new product introductions and continuous improvement initiatives.
Manufacturing Engineer United Performance Metals, LLCManufacturing EngineerHamilton, OHPart timeDevelops and implements manufacturing processes by studying product requirements; researching, designing, modifying, and testing manufacturing methods, equipment, and new technologies; conferring with equipment vendors. Evaluates manufacturing processes by designing and conducting research programs; applying knowledge of product design, fabrication, assembly, tooling, and materials; conferring with equipment vendors; soliciting observations from operators.
Manufacturing Engineer O'Neal Industries IncManufacturing EngineerHamilton, OHMANUFACTURING PROCESSES DUTIES: Evaluates manufacturing processes by designing and conducting research programs; applying knowledge of product design, fabrication, assembly, tooling, and materials; conferring with equipment vendors; soliciting observations from operators. Develops and implements manufacturing processes by studying product requirements; researching, designing, modifying, and testing manufacturing methods, equipment, and new technologies; conferring with equipment vendors.
Quality Engineer Shape CorpQuality EngineerOHPosition Summary: Responsible for developing quality documentation, facilitating continuous improvements, and working with suppliers and customers to resolve quality or system issues. Essential Job Functions include, but not limited to, the following: General: Develop APQP documentation to support the Product Realization Process in accordance with customer requirements, e.g.
Specialist, Quality Engineer L3Harris Technologies IncSpecialist, Quality EngineerCincinnati, OHL3Harris FOS specializes in the development and production of fuzing and safe, arming devices as well as the manufacture and integration of ordnance systems for air-dropped, tube-launched, missile and rocket-driven devices, and infantry-employed ordnance products for the U.S. military and our international allies. About L3Harris Technologies: L3Harris Technologies is an agile global aerospace and defense technology innovator, delivering end-to-end solutions that meet customers' mission-critical needs.
Specialist, Mechanical Design Engineer L3Harris Technologies IncSpecialist, Mechanical Design EngineerCincinnati, OHThe Cincinnati location has flexible manufacturing - capable of manufacturing a variety of products from rates of 40,000/month down to individual production units for development efforts, dual identical modern Surface Mount Technology (SMT) assembly lines for automated electronic manufacture, and on-site inspection and test capabilities to perform all required environmental conditioning test procedures. This role supports design, development, and testing of new products; interacting with a multidisciplinary design team and working within established design guidelines to ensure products meet or exceed customer specifications.
Controls Software Engineer BelcanControls Software EngineerCincinnati, OH$65,000–$100,000 / yearYou will collaborate closely with senior engineers on SIL test environments, requirement-based testing, and toolchain qualification activities to deliver high-quality, reliable software. Key Responsibilities:· Software Design & Development o Implement control logic and supporting software in Matlab/Simulink or SCADE (auto-coding workflows where applicable).
Continuous Improvement Engineer EMCOR Facilities Services, Inc.Continuous Improvement EngineerCincinnati, OhioFull timeThis role is ideal for an individual with 3–8 years of experience who can connect data to operational outcomes, communicate findings clearly to both technical and non-technical audiences, and support improvement initiatives that reduce waste, improve asset performance, and strengthen customer value. Job Summary: We are looking for a proactive and analytical Continuous Improvement Engineer to support operational improvement, data-driven decision-making, and reliability-centered maintenance initiatives within a dynamic Integrated Facilities Management environment.
Quality Systems Engineer Kadant IncQuality Systems EngineerLebanon, OHThe Quality Systems Engineer performs supplier site inspections and audits to determine if products meet KBC and customer requirements, all while advancing KBC's mission of being a forward-thinking, collaborative, and ethical business. We currently seek to fill the position of Quality Systems Engineer to support the ongoing development of company's quality systems and efforts to resolve customer complaints and warranty situations through effective corrective actions.
Process Engineer Magnera CorporationProcess EngineerAugusta, KentuckyFull timeSpecification review procedures: Coordinates production order instructions with Production Scheduler for new or existing products as a result of a new specification or change to existing specification. Works closely with the Process Engineering Manager, Operations Manager, Maintenance Manager, and manufacturing teams to recommend and justify needed equipment upgrades or modifications.
Software Engineer Harris Computer SystemsSoftware EngineerArkansas, KY$80,000–$90,000 / yearRESTful API Design: Experience designing, building, and securing robust, scalable REST APIs for third-party integrations and internal UI consumption. Collaborate with other team members, including software architects, designers, and product managers, to ensure alignment with project goals and timelines.
Software Engineer 2 (Backend AI) U.S. BancorpSoftware Engineer 2 (Backend AI)Cincinnati, OH$98,175–$115,500 / yearIn addition, certain positions may also be subject to the requirements of FINRA, NMLS registration, Reg Z, Reg G, OFAC, the NFA, the FCPA, the Bank Secrecy Act, the SAFE Act, and/or federal guidelines applicable to an agreement, such as those related to ethics, safety, or operational procedures. Consistently creates optimal design adhering to architectural best practices; considers scalability, reliability and performance of systems/contexts affected when defining technical designs.
Quality Engineer Marmon Holdings, IncQuality EngineerBatavia, OHMarmon Industrial Water is currently seeking a hardworking, organized, and enthusiastic individual to join our Quality team to support the day-to-day operations of the department while driving the quality program and activities for projects through to execution. As a Quality Engineer, you will act as the project Quality Lead for new projects and maintain responsibility for performing the project's Quality documentation, and inspection activities.
School to Work - AI and Analytics Solution Engineer Cummins IncSchool to Work - AI and Analytics Solution EngineerFlorence, KYIn this role, you will make an impact in the following ways: Drive business transformation through AI by owning the end-to-end delivery of AI agents and workflows that solve critical CDBS Aftermarket business challenges and create measurable operational improvements. To be successful in this role, you will need to: Master AI agent and solution architecture by designing and building LLM-powered agents that effectively translate business challenges into scalable, automated workflows with clear inputs, outputs, and measurable value.