3rd Key Jako Enterprises LLC3rd KeyLowell, MA$15.89–$19 / hourPart timeIn stores and online at snipes.com and snipesusa.com, our community finds a wide range of internationally renowned sneakers and apparel brands for the latest fits from head to toe. We dive deep into subcultures, sponsor some of the biggest hip-hop festivals, events, and sports teams throughout the world to stay close to our community and keep our deep roots in the global street culture community.
MIT Jako Enterprises LLCMITLynn, MA$16.75–$20 / hourPart timeIn stores and online at snipes.com and snipesusa.com, our community finds a wide range of internationally renowned sneakers and apparel brands for the latest fits from head to toe. We dive deep into subcultures, sponsor some of the biggest hip-hop festivals, events, and sports teams throughout the world to stay close to our community and keep our deep roots in the global street culture community.
Associate Brand Manager - Fans SharkNinja Operating LLCAssociate Brand Manager - FansNeedham, MA$61,200–$129,300 / yearPowered by two trusted, global brands, Shark and Ninja, the company has a proven track record of bringing disruptive innovation to market and developing one consumer product after another has allowed SharkNinja to enter multiple product categories, driving significant growth and market share gains. The Associate Brand Manager will support the category team in executing marketing strategies by contributing to the development of brand strategy, category assortment, and marketing plans that drive program success and strong sales performance.
Director, Global Talent Acquisition CDM Smith IncDirector, Global Talent AcquisitionBoston, MAProven global talent acquisition leadership: Demonstrated senior leadership-level, hands-on leadership skills in talent acquisition and workforce planning, with deep expertise in recruiting best practices and strong knowledge of relevant employment laws and regulations across multiple regions. Proactively identifies and personally drives the implementation of advanced recruiting technologies and analytics solutions (in partnership with HR Information Systems), driving data-driven decision making, automation, and enhanced candidate experience in the talent acquisition process.
Director, Global Talent Acquisition CDM SmithDirector, Global Talent AcquisitionBoston, MassachusettsProven global talent acquisition leadership: Demonstrated senior leadership-level, hands-on leadership skills in talent acquisition and workforce planning, with deep expertise in recruiting best practices and strong knowledge of relevant employment laws and regulations across multiple regions. Proactively identifies and personally drives the implementation of advanced recruiting technologies and analytics solutions (in partnership with HR Information Systems), driving data-driven decision making, automation, and enhanced candidate experience in the talent acquisition process.
Senior Interior Designer Stantec IncSenior Interior DesignerBoston, MAThis role offers direct exposure to developer clients, meaningful influence on design direction, and opportunities to contribute to business development and thought leadership within the multifamily sector, all within a collaborative, multidisciplinary environment. Primary Location: United States | MA | Boston Organization: 2184 Buildings-US NE Boston-Boston MA Employee Status: Regular Business Justification: New Position Travel: No Schedule: Full time Job Posting: 23/06/2026 01:06:55 Req ID: 1006447.
senior-architect-mission-critical Burns & McDonnellsenior-architect-mission-criticalNewton, MA$135,000–$195,000 / yearDescription The Senior Architect will lead project teams to create world-class designs for new projects, alterations, and redevelopments on a variety of project types, including corporate, healthcare, sport venues, data centers, airports, institutional, industrial, manufacturing, government, and military facilities. Bachelors Degree in Architecture from an NAAB-accredited program and 8 years related experience Required or Masters Degree in Architecture from an NAAB-accredited program and 7 years related experience Required Minimum eight years of architectural experience preferred.
staff-architect-mission-critical Burns & McDonnellstaff-architect-mission-criticalNewton, MA$100,000–$140,000 / yearDescription The Staff Architect will work on project teams to create world class designs for new projects, alterations, and redevelopments on a variety of project types including corporate, healthcare, sport venues, data centers, airports, institutional, industrial, manufacturing, government, and military facilities. Modify and review production drawings for a variety of building types including but not limited to data centers, power plants, process facilities, industrial facilities, healthcare facilities, airports, educational institutions, commercial, governmental, and military facilities.
Graphic Designer Apidel TechnologiesGraphic DesignerBoston, MARemoteContractorVisual Design: Create layouts for brochures, booklets, banner ads, billboards, and video assets using Adobe Creative Cloud (InDesign and Illustrator). Months 56: Hybrid (1 day per week on-site at our new Cambridge Street office in Boston starting late October/November, 2026).
Fall 2026 Marketing and Communications Internship International Institute of New EnglandFall 2026 Marketing and Communications InternshipBoston, MAWith locations in Boston and Lowell, Massachusetts and Manchester, New Hampshire, IINE welcomes and serves thousands of individuals and families annually, including people displaced by political instability, violence, and climate crises; survivors of human trafficking; and unaccompanied children joining family members in New England. Working closely with the Marketing and Communications team, you'll produce vibrant multimedia content videos, photos, graphics to fuel fundraising campaigns, enhance social media, and amplify IINE’s mission across digital platforms.
NewSenior Principal Product Manager - Remote CircleSenior Principal Product Manager - RemoteBoston, MARemote$230,000–$295,000 / yearEnable user adoption of newly incubated consumer products: As Circle enables Arc Hub, Wallets with partners, and Bridge UI, you’ll drive awareness and adoption of specific first party and partners’ consumer products by developing awareness and constructing viral loops for adoption. Shape the Developer Experience and Ecosystem Narrative: Collaborate with Developer Relations, Product Marketing, and BD to accelerate Arc Network and Circle’s developer stack as the trusted infrastructure for building in onchain finance.
NewPortfolio Manager - Public Markets FMPortfolio Manager - Public MarketsBoston, MAThis senior role reports directly to the Chief Investment Officer (CIO) and works closely with the Senior Portfolio Manager, External Investment Management, collaborates as relevant with Senior PM’s as well as other senior Investments leaders and staff, across asset classes. The role will have people management responsibilities, with junior and/or mid-level direct reports for different equities buckets as necessary, and will rely on the Investment analytics team and external services for equities managers diligence activities.
Manager, AI Marketing Orchestration, GTM Engineer SarnovaManager, AI Marketing Orchestration, GTM EngineerBoston, MAThis role transforms marketing from a manual, channel-driven function into a scalable, AI-powered growth engine by automating execution, improving speed to market, and increasing efficiency across campaigns. The Manager, AI Marketing Orchestration will design, build, and optimize agentic marketing workflows that drive scalable growth across email, paid media, data and content.
Marketing Manager - Remote ButterflyMXMarketing Manager - RemoteBoston, MARemoteAccess to optional benefits including pre-tax flexible healthcare spending accounts (FSA and HSA), Dependent Care FSA, and Commuter Benefits, as well as optional Supplemental Life, AD&D, Hospital Indemnity, Disability, Legal, Accident, Critical Illness, Pet, and Personal Liability Insurance. Our products are installed in more than 15,000+ multifamily, commercial, gated communities, and student-housing properties worldwide, including properties developed, owned, and managed by the most trusted names in real estate.
NewRN ED Case Manager per diem South Shore HealthRN ED Case Manager per diemQuincy, MA4 - The RN Case Manager is responsible for assessing patient acute level of care needs and works to implement and coordinate interventions aimed at facilitating a safe and timely discharge plan to the appropriate sub-acute settings in collaboration with the Case Manager Specialist. Required additional Knowledge, and Abilities Demonstrated skills in the areas of: negotiation, communication (verbal and written), conflict, interdisciplinary collaboration, management, creative problem solving, and critical thinking, time management and ability to multitask in high stress environment.
Program Manager, Creative Arts Therapies at South Shore Conservatory Talent on Fire ConsultingProgram Manager, Creative Arts Therapies at South Shore ConservatoryHingham, MAWith campuses in Hingham and Duxbury, SSC’s arts-based programs provide a creative path for a lifetime of learning, from childhood through adulthood, through outstanding faculty and nationally-celebrated programming in music instruction, ensembles, dance, early childhood education, creative arts therapy, performance, community and school partnerships. About Creative Art Therapies: The Creative Arts Therapies program is an integral part of SSC’s mission to provide access to exceptional arts education and performance for the South Shore Community, fostering creativity, artistic growth, and well-being for individuals of all ages, background and ability.
Sr Principal Technical Product Manager, Marketing & Creative HasbroSr Principal Technical Product Manager, Marketing & CreativeBoston, Massachusetts$159,900–$239,900 / yearBring AI into everyday workflows Find the places where AI can genuinely help, like brief creation, asset tagging, review routing, or approval automation, and work with engineering to build those into the platform roadmap. At Hasbro and Wizards of the Coast, you’ll collaborate with passionate teams to reimagine our iconic brands and create experiences that spark joy, connection, and community through the magic of play.
Creative Strategy Manager, Paid Social DraftKings IncCreative Strategy Manager, Paid SocialBoston, MAIn this role, you'll oversee the development of a creative learning strategy that transforms campaign insights into stronger creative direction, champion social-first thinking, and continuously evolve our paid social approach through experimentation and emerging technologies. As a Creative Strategy Manager, Paid Social, you'll lead the creative strategy behind paid social campaigns, transforming consumer insights, cultural trends, and campaign performance into creative that drives business results.
Creative Strategy Manager, Paid Social DK Crown HoldingsCreative Strategy Manager, Paid SocialBoston, MassachusettsIn this role, you'll oversee the development of a creative learning strategy that transforms campaign insights into stronger creative direction, champion social-first thinking, and continuously evolve our paid social approach through experimentation and emerging technologies. As a Creative Strategy Manager, Paid Social, you'll lead the creative strategy behind paid social campaigns, transforming consumer insights, cultural trends, and campaign performance into creative that drives business results.
Sr. Manager, Integrated Marketing - Global HOKA Apparel & Accessories Deckers Outdoor CorpSr. Manager, Integrated Marketing - Global HOKA Apparel & AccessoriesBoston, MARemote$122,300–$165,000 / yearAs Senior Manager, Global Integrated Marketing for Apparel and Accessories, you'll lead global seasonal integrated marketing plans that bring HOKA's Apparel and Accessories business to life across markets. Interested applicants must reside in one of the following approved states: Arizona, California, Colorado, Indiana, Massachusetts, Minnesota, New York, Oregon, Pennsylvania, Texas, Utah, Washington.
Project Manager (Public Safety) Dakota DesignStaff, Inc.Project Manager (Public Safety)Woburn, MAFull timeSpearhead the feasibility study process, supervising the creation of the existing conditions assessment and report, development of a schematic space analysis and conceptual floor plan, and serving as the primary author for narratives explaining the building program, design concepts, and systems. Monitor and participate in obtaining governmental approvals, attending meetings and supervising the project team in securing approvals such as site and conservation permitting, building and energy code permitting, utility company approvals, etc.
Project Manager | Retail Architecture Corgan Associates IncProject Manager | Retail ArchitectureBoston, MA$100,000–$135,000 / yearTackle these responsibilities alongside a team of creative, highly motivated individuals who are passionate about their work and ready to collaborate to achieve outstanding results. Corgan promotes a healthy work-life balance by removing obstacles and allowing you to focus on what you love doing, both inside and outside the office.
NewGrowth Marketing Manager, Enterprise Axon Enterprise IncGrowth Marketing Manager, EnterpriseBoston, MA$112,500–$180,000 / yearIf you receive a suspicious offer or outreach from an email address that is not @axon.com, or if you are asked for sensitive personal information (bank details, Social Security Number) prematurely, please ignore the message and report it to recruitingops@axon.com. You bring hands-on command of modern growth marketing tools, a sharp analytical mind, and the kind of cross-functional partnership that turns marketing activity into qualified pipeline and revenue.
Director, Marketing Manager - Digital Assets The Depository Trust & Clearing CorpDirector, Marketing Manager - Digital AssetsBoston, MAThrough outcome driven marketing campaigns, targeted digital engagement strategies, enterprise level event engagements, internal and external communications, media relations, and content creation, the department works to drive awareness, attract and retain customers or stakeholders, and support overall business goals. Oversee the development of compelling content and thought leadership programs, by deeply understanding the needs of our clients, synthesizing key insights and partnering with the content and creative team to draft, refine, and finalize compelling pieces that align to strategic priorities and resonate with target audiences.
Account Manager Wasserman Media Group LLC (London)Account ManagerBoston, MAActual base salary is dependent on several factors including but not limited to; market dynamics, location and region, experience, specialized skills/training (education), level of responsibility, budgetary considerations, tenure at the company (for current employees), etc. If you're a meticulous task manager, a natural-born leader, obsessive about creating exciting work, and adept at forming and strengthening bonds with various personalities, we want to hear from you.
Building Commissioning Project Manager Commissioning Agents IncBuilding Commissioning Project ManagerBoston, MA$100,000–$150,000 / yearThis is an exciting opportunity to lead diverse, complex projects across life sciences, semiconductors, battery manufacturing, and other mission-critical industries, ensuring delivery on time, within scope, and aligned with client expectations. As a Commissioning Project Manager, you will play a critical role in overseeing and driving the commissioning process for capital construction and operational readiness & excellence projects from design through post occupancy.
Cafe General Managers - Coffee - Boston - No nights! George Howell Coffee CompanyCafe General Managers - Coffee - Boston - No nights!Boston, MassachusettsEnsure adequate bar supply of necessary items (e.g., espresso and coffee porcelain cups, paper and plastic coffee cups, glasses, condiment bar items, pastry papers, pastry and sandwich china, flatware, paper goods, menus) to ensure availability during each day. Oversees and coordinates the planning, organizing, training, and leadership necessary to achieve stated objectives in sales, costs, employee retention, guest service and satisfaction, beverage and food quality, cleanliness, and sanitation.
Product Management Manager (Trade Compliance) TJXProduct Management Manager (Trade Compliance)Marlborough, MassachusettsOwner of creating, managing & prioritizing product features, using a backlog, including advanced ability to serve as the ultimate authority; agrees upon DoD & supports the flow of work at the Program layer. Our team is looking for Product Management Manager with a passion for product management, technology, intellectual curiosity, and willingness to try new things to drive better solutions and get results.
Resident District Manager Compass Group North AmericaResident District ManagerBOSTON, MA$160,000–$180,000 / yearMay serve on district leadership team, and participates in ongoing conversations with peers to share best practices, mitigate risks, champion diversity, and build community. Key Responsibilities: Leads, manages, and inspires a diverse team at a large account, with the goal of providing top-notch service to the client, students, and community.
Retail Assistant Store Manager, Burlington Mall Vuori IncRetail Assistant Store Manager, Burlington MallBurlington, MA$21–$25 / hourThe role of Retail Assistant Store Manager at Vuori is to help the Retail Store Manager lead the retail sales team by for example, forging connections with customers while communicating Vuori's brand values through insightful product knowledge and a happy, optimistic outlook. A customer service expert, creates experiences and develops relationships with customers, embraces the social aspect of sales and the ability to positively and proactively handle customer concerns.
Retail Assistant Store Manager Vuori IncRetail Assistant Store ManagerWrentham, MA$23–$26.80 / hourThe role of Retail Assistant Store Manager at Vuori is to help the Retail Store Manager lead the retail sales team by for example, forging connections with customers while communicating Vuori's brand values through insightful product knowledge and a happy, optimistic outlook. A customer service expert, creates experiences and develops relationships with customers, embraces the social aspect of sales and the ability to positively and proactively handle customer concerns.
Software Engineering Manager Hasbro IncSoftware Engineering ManagerBoston, MA$131,100–$196,600 / yearYou will: Architect, build, and ship features for our AI-powered character platform - including LLM service integrations, REST APIs, and the tooling that lets internal and external partners configure and deliver character experiences. Integrate with LLM providers (OpenAI, Google Gemini), voice services (ElevenLabs for TTS, AssemblyAI for STT), and real-time delivery infrastructure (LiveKit) to power live character interactions.
Manager, Marketing Strategy iHeartMedia IncManager, Marketing StrategyBoston, MA$96,000–$120,000 / yearPodcasting, the fastest-growing new media, today has more monthly users than streaming music services or Netflix; iHeart is the home of many of the countrys most popular and trusted on-air personalities and podcast influencers, who build important connections with hundreds of communities across America; We create and produce some of the most popular and well-known branded live music events in America, including the iHeartRadio Music Festival, the iHeartRadio Music Awards, the iHeartCountry Festival, iHeartRadio Fiesta Latina and the iHeartRadio Jingle Ball Tour; iHeartRadio is the #1 streaming radio digital service in America; Our social media footprint is 7 times larger than the next largest audio service; and. The audio revolution is here and iHeart is leading it! iHeartMedia, the number one audio company in America, reaches 90% of Americans every month -- a monthly audience thats twice the size of any other audio company almost three times the size of the largest TV network and almost 4 times the size of the largest ad-supported music streaming service.
Assistant Manager Jako Enterprises LLCAssistant ManagerFall River, MA$18–$21.42 / hourPart timeIn stores and online at snipes.com and snipesusa.com, our community finds a wide range of internationally renowned sneakers and apparel brands for the latest fits from head to toe. We dive deep into subcultures, sponsor some of the biggest hip-hop festivals, events, and sports teams throughout the world to stay close to our community and keep our deep roots in the global street culture community.
Head Manager Jako Enterprises LLCHead ManagerRevere, MA$19.92–$29.35 / hourPart timeIn stores and online at snipes.com and snipesusa.com, our community finds a wide range of internationally renowned sneakers and apparel brands for the latest fits from head to toe. Since opening its first store in Essen, Germany in 1998, SNIPES has been an integral part of street culture and is constantly growing thanks to its proximity to the community and regular openings worldwide.
Stock Manager Jako Enterprises LLCStock ManagerRoslindale, MA$17.93–$21.52 / hourPart timeIn stores and online at snipes.com and snipesusa.com, our community finds a wide range of internationally renowned sneakers and apparel brands for the latest fits from head to toe. We dive deep into subcultures, sponsor some of the biggest hip-hop festivals, events, and sports teams throughout the world to stay close to our community and keep our deep roots in the global street culture community.
Salesforce/HubSpot Account Manager SalesWorksSalesforce/HubSpot Account ManagerBoston, MassachusettsA successful candidate will be responsible for managing a portfolio of SalesWorks clients and enabling them to achieve their objectives related to managing and enabling sales- and demand generation-related processes and technologies, such as CRM, sales enablement tools, and marketing automation tools. SalesWorks is looking for a detail-oriented and creative problem solver to support our fast-growing Revenue Operations Outsourcing business line as a Salesforce/HubSpot Account Manager.
Manager - BCG Vantage, Consumer Boston Consulting Group IncManager - BCG Vantage, ConsumerBoston, MA$126,400–$132,000 / yearAs a Manager - BCG Vantage path within BCG''s Consumer Practice Area you will work in a growing global team, providing industry expertise and insights across various CPG segments including packaged food, non-alcoholic and alcoholic beverages, snacking, VMS, pet care, and more working together with case and proposal teams to provide knowledge assets, analysis and expert advisory. Additionally, as a Manager - BCG Vantage you will drive development of assets (e.g., IP, products and tools - many GenAI-enabled) to support the topic businesses, serving as an active contributor to commercialization efforts, whilst working with business leaders to drive asset build, proposals, and go-to-market efforts.
Commercial Manager, Environmental Services Stantec IncCommercial Manager, Environmental ServicesBoston, MAWork with the Directors of Project Management and Account Managers to offer guidance for projects with higher risk profiles to enhance performance through effective change management, including identifying and documenting changes conditions and their impacts on Stantec, pursuing change order and contract amendments, and maintaining appropriate communication with clients. Oversee, guide and where necessary, participate in or lead negotiations with clients, teaming partners, and subconsultants, regarding contract terms & conditions, scoping and commercial aspects including pricing and change orders on the identified elevated risk profile pursuits and projects.
Construction Manager Polhemus Savery DaSilva Architects BuildersConstruction ManagerEast Harwich, MAFor over 25 years, Polhemus Savery DaSilva (PSD) has collaborated with individuals, families, and institutions to design and build exceptional custom homes that celebrate creative design and quality craftsmanship, honor their natural environments, and set the stage for lasting memories - for generations to come. The Construction Manager is responsible for the daily job site management, supervision, coordination, and successful completion of residential construction projects, ensuring that projects are completed on time and within budget.
NewAR Manager CFSAR ManagerBoston, MA$75,000–$85,000 / yearCreative Financial Staffing has partnered with a growing real estate investment and management firm in Boston on their search for an AR Manager. This is a great opportunity for an experienced real estate accounting professional who enjoys a stable, collaborative environment and wants ownership of AR/AP processes within a growing portfolio.
Senior Manager, Content, Brand, & Creative Services Entegris IncSenior Manager, Content, Brand, & Creative ServicesBillerica, MA$127,000–$169,000 / yearPosition our brand to promote Entegris as the industry's best materials technology development partner, to deliver industry-leading customer engagement, operate as a trusted, reliable supplier, and support employer-branding to make sure employees are engaged, supported, and proud of the work we do. As our new Content, Brand, and Creative Services Leader, you will be responsible for evolving and stewarding our brand to support Entegris' long-term strategies, including corporate content development, brand, and creative services.
Client Solutions Manager (Marketing & Creative) Boston Robert Half InternationalClient Solutions Manager (Marketing & Creative) BostonBoston, MA$60,000–$90,000 / yearPERFORMANCE = REWARD - We offer exceptional earning potential and a competitive benefits package, including a base salary and bonus pay (for talent professional positions), group health insurance benefits (medical, vision, dental), flexible spending and health savings accounts, life and accident insurance, adoption, surrogacy and fertility assistance, paid parental leave of up to 6 weeks, and short/long term disability. Placement activities: Select well-matched candidates to fulfill client job orders and maintain on-going contact with client companies and contract professionals currently on assignment to ensure both receive exceptional customer service.
Merchandise Manager - 418 North Attleboro, MA Five BelowMerchandise Manager - 418 North Attleboro, MANorth Attleboro, MassachusettsAt Five Below our growth is a result of the people who embrace our purpose: We know life is way better when you are free to Let Go & Have Fun in an amazing experience, filled with unlimited possibilities, priced so low, you can always say yes to the newest, coolest stuff! Manages the setup and maintenance of displays for specific store sections, ensuring signage is accurate and promotions are properly highlighted, following corporate guidelines for resets and seasonal updates.
Project Manager Residential Construction Company Morse ConstructionsProject Manager Residential Construction CompanyWoburn, MAFull timeThe ideal candidate will possess the ability to hire, train and manage members of the production team, manage materials procurement, manage projects to keep them on schedule and on budget, interface. With our imaginative design and exceptional renovation teams, we build collaborative, trusting relationships with our discerning clients throughout the Greater Boston.
US Trade Marketing Manager Lego ASUS Trade Marketing ManagerBoston, MA$107,885–$161,827 / yearThis role is part of the US Trade Marketing team and collaborates with cross-functional teams including sales, brand marketing, internal creative, marketing planning, global markets and channels, and vendor partners to create effective in-store solutions to deliver commercial objectives. In this role, you will translate shopper insights into retail execution, developing in-store environments for our largest retail partner, ensuring every new in store marketing touchpoint delivers an unforgettable experience from one of the world's most beloved brands.
Contract Surety Bonds Underwriting Manager - Pacific Northwest Great American Insurance Group (DBA)Contract Surety Bonds Underwriting Manager - Pacific NorthwestWashington, MA$175,000–$220,000 / yearProgression toward certification in area of expertise preferred; appropriate certifications could include Associate in Surety and Fidelity Bonding (AFSB), Certified Public Accountant (CPA) and/or Registered Professional Liability Underwriter (RPLU). At Great American, we value and recognize the benefits derived when people with different backgrounds and experiences work together to achieve business results.
Merchandise Manager - 8303 Swansea, MA Five BelowMerchandise Manager - 8303 Swansea, MASwansea, MassachusettsAt Five Below our growth is a result of the people who embrace our purpose: We know life is way better when you are free to Let Go & Have Fun in an amazing experience, filled with unlimited possibilities, priced so low, you can always say yes to the newest, coolest stuff! •Manages the setup and maintenance of displays for specific store sections, ensuring signage is accurate and promotions are properly highlighted, following corporate guidelines for resets and seasonal updates.
Product Manager, International Supply Chain Wayfair LLCProduct Manager, International Supply ChainBoston, MAAs a Product Manager in SCRT, you will report to a Product Lead and partner with cross‑functional teams to design and deliver resilient, data‑driven products, with a strong focus on execution, quality, and measurable impact on speed, cost, and reliability across the Wayfair supply chain while elevating the customer and operator experience. Wayfair runs one of the largest and most complex e‑commerce supply chains in the world, moving millions of home products from suppliers to customers across fulfillment centers, cross‑docks, line‑haul networks, last‑mile stations, and carrier partners.
Machine Learning Manager - Catalog Duplicates Wayfair LLCMachine Learning Manager - Catalog DuplicatesBoston, MAOversee the design and evolution of ML models that detect exact and near-duplicate relationships at scale, using a combination of representation learning, similarity search, graph-based methods, and large language models. Work with engineering counterparts to ensure that model and data architectures are robust, observable, and cost-efficient, and that platform investments (feature pipelines, training/inference infrastructure, evaluation tooling) unlock reuse across deduplication use cases.