NewSr. AI Software Engineer (C#/.Net, infrastructure & startup exp. req'd) - 100% REMOTE JobotSr. AI Software Engineer (C#/.Net, infrastructure & startup exp. req'd) - 100% REMOTENew York City, NYRemote$170,000–$270,000 / yearThe ideal candidate will be mid-level backend .Net Software Engineer with recent experience within a small, fast-paced, API-focused AI infrastructure startup company with lean, highly collaborative engineering teams, where they have operated with significant ownership, autonomy, and a strong “go-getter” mentality. Information collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal.
NewAI Risk & Compliance Analyst JobotAI Risk & Compliance AnalystNew York, NY$70–$80 / hourAs AI adoption continues to expand across the business, our Governance, Risk & Compliance team plays a critical role in helping teams evaluate, document, and manage AI use cases in a practical, thoughtful, and compliant way. The contractor will be expected to make an immediate impact by improving AI use case intake, strengthening risk review workflows, maintaining clear documentation, and helping align AI activities with evolving legal, regulatory, privacy, security, and compliance expectations.
NewSenior AI Engineer JobotSenior AI EngineerNew York, NY$225,000–$280,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. The product sits at the intersection of AI, automation, and real world impact, using LLMs and agentic systems to replace hours or weeks of manual work with intelligent, scalable software.
IT Project / Program Manager (PMP / AI & Cloud platform) TRIGYN TECHNOLOGIES, INC.IT Project / Program Manager (PMP / AI & Cloud platform)White Plains, NY$75–$78 / hourContractorThe successful candidate will be responsible for ensuring the successful delivery of projects and use cases in this program by coordinating across teams, managing timelines, budgets, and resources, and maintaining alignment with organizational goals. The ideal candidate will possess deep expertise in IT project management, AI technologies, cloud platforms, and governance structures.
NewMachine Learning / AI Contractor: 10+ years (Expert) ApolisMachine Learning / AI Contractor: 10+ years (Expert)New York, NYRemote$72–$75 / hourTool & System Integration: Architect the "connective tissue" between our AI agents and live enterprise infrastructure (e.g., Oracle database Google Workspace, Jira, Salesforce, BigQuery) using Model Context Protocol (MCP) servers and custom APIs and Oracle Database MCP server. • Complex Workflow Automation: Develop long-running agents capable of managing multi-day, multi-step workflows, utilizing complex reasoning patterns (e.g., ReAct, hierarchical delegation, self-reflection).
NewAI Engineer - Access Management GenAI (Hybrid) Talent Wave Associates, LLCAI Engineer - Access Management GenAI (Hybrid)New York, NY$90–$100 / hourJoin our client’s team to design and integrate AI capabilities into IAM platforms, enhancing access decisions and governance workflows. As part of our commitment to a fair, consistent, and efficient recruitment process, we may use artificial intelligence (AI) tools to assist in the initial screening of applications submitted through our applicant tracking system.
NewPAM + AI Engineer (Hybrid) Talent Wave Associates, LLCPAM + AI Engineer (Hybrid)New York, NY$90–$100 / hourDesign and implement agent orchestration architectures, including task decomposition, multi-agent coordination, and policy-aware execution flows. As part of our commitment to a fair, consistent, and efficient recruitment process, we may use artificial intelligence (AI) tools to assist in the initial screening of applications submitted through our applicant tracking system.
Distinguished AI Engineer Charlie HealthDistinguished AI EngineerNew York, NY$350,000–$600,000 / yearFull timeThe next generation of behavioral health will be built on agentic AI — systems that don't just predict or summarize, but act: scheduling, coordinating care, drafting clinical documentation, surfacing risk, and orchestrating the hundreds of micro-decisions that today consume clinician and operator time. We are investing in a multi-agent architecture grounded in a real-time clinical signal graph, governed by HIPAA-native infrastructure, and deployed against measurable patient outcomes in a national virtual IOP.
Agentic AI Engineer Compu-Vision Consulting Inc.Agentic AI EngineerNew York City, NY$50–$55 / hourKey Responsibilities Design and build Agentic AI agents using frameworks such as LangChain, ReAct patterns, and tool use models. These engineers will work directly with prompt engineers and platform teams to create highly autonomous agent systems.
Enterprise Account Executive, AI Bundoran GroupEnterprise Account Executive, AINew York, NY$150,000–$170,000 / yearTheir platform is already replacing parts of the traditional call center and live chat stack, with customers seeing measurable ROI in weeks, not years. Right now, a well-funded AI company is expanding its US team after proving early traction with large retailers and consumer brands.
Enterprise Account Executive – High-Growth AI Platform for CX Automation Bundoran GroupEnterprise Account Executive – High-Growth AI Platform for CX AutomationNew York, NY$100,000–$160,000 / yearWe are hiring a small group of Enterprise Account Executives to lead high-impact deals, influence the sales playbook, and grow with a team that values speed, autonomy, and sharp execution. If you are someone who thrives in early-stage chaos, can speak the language of technical buyers, and wants to be in the room where the future of enterprise AI is being built — read on.
NewSenior Mid-Market Account Executive | AI Platform Transforming How Companies Work | $300K OTE + Equity Bundoran GroupSenior Mid-Market Account Executive | AI Platform Transforming How Companies Work | $300K OTE + EquityNew York, NYFor a high-performing Mid-Market seller who enjoys executive conversations, thrives in a high-velocity environment, and wants to build a career around one of the most important technology shifts of the next decade, this represents an exceptional opportunity to make an impact while accelerating your own growth. Their AI-native platform enables companies to deploy, manage, and scale AI-powered workflows across departments while integrating seamlessly with leading large language models and existing business systems.
Founding Enterprise AE | AI Procurement Platform | $200K-$300K OTE Bundoran GroupFounding Enterprise AE | AI Procurement Platform | $200K-$300K OTENew York, NY$100,000–$150,000 / yearYou'll work directly with CFOs, procurement leaders, finance executives, and operational stakeholders to help organizations modernize how they purchase and manage technology. Success comes from understanding executive priorities, building consensus across stakeholders, and helping organizations solve real operational challenges.
Research Associate - Industrial Innovation: Power Technology, Advanced Materials, & Physical AI Oppenheimer & Co. Inc.Research Associate - Industrial Innovation: Power Technology, Advanced Materials, & Physical AINew York, NY$100,000–$150,000 / yearAggressive self-starters with a strong work ethic are highly desirable and is a necessary skill given the demands of working on Wall Street; Ability to organize, prioritize and manage multiple projects simultaneously; PC skills: the position requires strong Excel skills and a command of Word, PowerPoint, Bloomberg and FactSet; Most preferred are candidates with a MBA and/or CFA or comparable graduate degree and already FINRA registered (SIE/7/63/86/87) however we will consider other strong candidates without these credentials too. With roots tracing back to 1881, the Company is engaged in a broad range of activities in the financial services industry, including retail securities brokerage, institutional sales and trading, investment banking (both corporate and public finance), equity & fixed income research, market making, trust services and investment advisory and asset management services.
Agentic AI GCP Engineer ApolisAgentic AI GCP EngineerNew York, NY$50–$55 / hourAgentic AI with ADK & LLMs on GCP, Python, Full Stack Developer, Software Architecture & Design, Stakeholder management. Location: NYC, NY (individuals need to work East Coast hours), 5 days onsite .
AI Architect, Finance ZipHQ IncAI Architect, FinanceNew York City, NY$130,000–$150,000 / yearAs an AI Architect, Finance, you will work directly with enterprise customers to design, deploy, and optimize AI agents across the full AP cycle: invoice inbox, PO and invoice coding, three-way matching, approval workflows, invoice processing, disbursements, payments, and wallet management. Design and Build AP AI Agents: Collaborate with customers to understand their AP and P2P workflows and configure agents that handle invoice intake, GL coding, three-way matching, exception routing, and payment approvals.
AI Engineering, Vice President (New York, New Jersey, Toronto) The Goldman Sachs Group IncAI Engineering, Vice President (New York, New Jersey, Toronto)New York, NY$115,000–$180,000 / yearJoin our engineering teams that build massively scalable software and systems, architect low latency infrastructure solutions, proactively guard against cyber threats, and leverage machine learning alongside financial engineering to continuously turn data into action. We''re committed to fostering and advancing diversity and inclusion in our own workplace and beyond by ensuring every individual within our firm has a number of opportunities to grow professionally and personally, from our training and development opportunities and firmwide networks to benefits, wellness and personal finance offerings and mindfulness programs.
AI Forward Deployed Engineer Railway Health IncAI Forward Deployed EngineerNew York City, NY$180,000–$225,000 / yearPrototypes or demos do not measure success in this role; it's measured by operational leverage: faster workflows, fewer manual processes, lower costs, and teams that can scale far more efficiently because of the systems you deployed. At most insurance companies, teams such as underwriting, claims, premium finance, member support, care navigation, and sales operations each rely on extensive ecosystems of external vendors and legacy SaaS tools.
AI Forward Deployed Engineer ZipHQ IncAI Forward Deployed EngineerNew York City, NY$130,000–$150,000 / yearAs an AI Forward Deployed Engineer, you will embed directly inside our most strategic accounts, uncover the operational problems that are hardest to see from the outside, and build working solutions using Zips agent infrastructure and AppStudio. You will work where Zips platform meets real enterprise complexity, across procurement, finance, legal, and risk workflows, and you will be expected to see what needs to exist before the customer can articulate it.
NewMedical Academy, AI Enablement & Professional Development Director PfizerMedical Academy, AI Enablement & Professional Development DirectorNew York City, New YorkCandidate demonstrates a breadth of diverse leadership experiences and capabilities including: the ability to influence and collaborate with peers, develop and coach others, oversee and guide the work of other colleagues to achieve meaningful outcomes and create business impact. Stakeholder Management and collaboration:Collaborating with key stakeholders across the organization, such as the Regional Medical Affairs Leadership, broader Medical Engagement and Impact Team, and other relevant teams to ensure alignment and integration of learning program design and delivery.
AI Enablement Specialist KyndrylAI Enablement SpecialistNew York, New YorkKyndryl currently does not require employees to be fully vaccinated against COVID-19, however, if you are hired to work at a client, customer, or partner location, you may be required to show proof of vaccination to align with their respective COVID-19 vaccination policies. With state-of-the-art resources and Fortune 100 clients, every day is an opportunity to innovate, build new capabilities, new relationships, new processes, and new value.
Full Stack AI Engineer MLabsFull Stack AI EngineerNew York, New YorkRemoteThe client develops advanced intelligence and analytics solutions designed to help participants in digital asset markets make more informed decisions by combining financial data, automation, and modern AI technologies to transform complex information into actionable insights. System Design: Demonstrated success building scalable web platforms, APIs, and backend services, alongside a strong understanding of both relational and non-relational database technologies.
Applied AI Designer Thread AIApplied AI DesignerNew York, New YorkHeadquartered in New York, our growing team is a group of AI, product, and engineering experts, who have a track record of creating and executing against complex workflows and infrastructure. You will be responsible for creating innovative, intuitive, and user-centered experiences that make complex and powerful AI workflows simple and accessible to profiles across the technical spectrum.
Applied AI Strategist Thread AIApplied AI StrategistNew York, New YorkThis role requires a curious and analytical approach, a sharp intuition for value-oriented agentic workflows, and a strong degree of user empathy to ultimately empower our customers to build better. Headquartered in New York, our growing team is a group of AI, product, and engineering experts, who have a track record of creating and executing against complex workflows and infrastructure.
AI Forward Deployed Engineer ArloAI Forward Deployed EngineerNew York City, New YorkPrototypes or demos do not measure success in this role; it’s measured by operational leverage: faster workflows, fewer manual processes, lower costs, and teams that can scale far more efficiently because of the systems you deployed. At most insurance companies, teams such as underwriting, claims, premium finance, member support, care navigation, and sales operations each rely on extensive ecosystems of external vendors and legacy SaaS tools.
Director, AI Product / Program Facilitator Pfizer IncDirector, AI Product / Program FacilitatorNew York City, NY$162,900–$271,500 / yearSubject to further legal review and statutory or regulatory clarification, which Pfizer intends to pursue, reimbursement of recruiting expenses for licensed physicians may constitute a reportable transfer of value under the federal transparency law commonly known as the Sunshine Act. You turn an initiative's goals into a running program: you own the plan and key milestones, drive cadence, manage dependencies and risk, coordinate vendors and contractors, and keep the delivery team, the business sponsor, and the governance functions moving as one.
AI Governance Capgemini SEAI GovernanceBrooklyn, NY$103,330–$128,656 / yearThe disclosed range takes into account the wide range of factors that are considered in making compensation decisions including, but not limited to, geographic location, relevant education, qualifications, certifications, experience, skills, seniority, performance, sales or revenue-based metrics, and business or organizational needs. Important Notice: Compensation (including bonuses, commissions, or other forms of incentive pay) is not considered earned, vested, or payable until it becomes due under the terms of applicable plans or agreements and is subject to Capgemini's discretion, consistent with applicable laws.
Senior Software Engineer - AI Enablement Mercury Technologies IncSenior Software Engineer - AI EnablementNew York, NY$166,600–$218,700 / yearShape and maintain structured context artifacts-clean, reliable, agent-consumable-so LLMs working in Mercury's systems can reason accurately about our domain. Has hands-on experience building LLM-powered systems-RAG pipelines, agents, eval frameworks-and has shipped at least one of these to production.
Applied AI Engineer RampApplied AI EngineerNew York City, New YorkYou will work on exciting projects such as AI Agents, Retrieval-Augmented Generation, Structured Extraction (we made https://github.com/1rgs/jsonformer), internal tooling for customer-facing teams, fine-tuning models, and build infrastructure for LLM inference. We automate how over $200B in annualized spend flows in and out of 70,000+ companies: authorizing payments, flagging risk, categorizing spend, and closing books.
Software Engineer - AI BrelliumSoftware Engineer - AINew York City, New YorkWe’ve built AI-powered technology that helps healthcare providers deliver safer, higher-quality care - starting with the first real-time medical review platform built to fix clinical and compliance risks before they impact patients. Brellium is building the AI-powered platform that helps providers deliver safer, more consistent care by mitigating risk early and aligning patient visits with clinical best practices.
Security Engineer - AI Agent Builder CapgeminiSecurity Engineer - AI Agent BuilderNew York, NY$80,420–$106,050 / yearThe disclosed range takes into account the wide range of factors that are considered in making compensation decisions including, but not limited to, geographic location, relevant education, qualifications, certifications, experience, skills, seniority, performance, sales or revenue-based metrics, and business or organizational needs. It delivers end-to-end services and solutions leveraging strengths from strategy and design to engineering, all fueled by its market leading capabilities in AI, generative AI, cloud and data, combined with its deep industry expertise and partner ecosystem.
AI Automation & Engineering Intern VizorAI Automation & Engineering InternBrooklyn, NY$20Research practical automation technologies including robotic arms, sensors, machine vision systems, label applicators, and compact conveyor solutions. Help develop workflows connecting inventory management, shipping systems, barcode scanning, and robotic hardware.
Senior Enterprise Account Executive – Industrial AI & Manufacturing SaaS Bundoran GroupSenior Enterprise Account Executive – Industrial AI & Manufacturing SaaSNew York, NY$120,000–$150,000 / yearYou'll be joining a company with established product-market fit, marquee enterprise customers, strong expansion revenue, and a repeatable sales motion—while still getting the career acceleration and ownership that comes from helping build a market from the ground up. This role is ideal for someone who has succeeded in enterprise SaaS sales, enjoys selling into operational and industrial environments, and wants the chance to build something meaningful without sacrificing product-market fit or customer traction.
Founding GTM Hire | AI & Financial Infrastructure | Pre-Series A Equity | $220K-$320K+ OTE Uncapped Bundoran GroupFounding GTM Hire | AI & Financial Infrastructure | Pre-Series A Equity | $220K-$320K+ OTE UncappedNew York, NYRemote$110,000–$160,000 / yearThey are specifically targeting sellers from modern fintech infrastructure, cross-border payments, treasury technology, embedded finance, API-first financial platforms, digital asset infrastructure, stablecoin ecosystems, and adjacent enterprise infrastructure environments. What we can share is that the company has already generated meaningful traction, is attracting significant attention ahead of its anticipated Series A, and is building in one of the most important infrastructure shifts happening across enterprise technology today.
Principal Architect Data Engineering, AI & GCP (G4). TechWishPrincipal Architect Data Engineering, AI & GCP (G4).New York, NYRemote$200,000–$250,000 / yearIf you've spent 12+ years building large-scale data platforms on GCP, know BigQuery and Vertex AI inside out, and thrive at the intersection of strategy and hands-on execution read on. • Design scalable, secure, future-proof solutions using GCP-native services BigQuery, Dataflow, Cloud Composer, Vertex AI, Dataproc, Cloud Storage, and more.
Cyber & AI Analyst, Data Loss Prevention INSPYR SolutionsCyber & AI Analyst, Data Loss PreventionNew York, NY$60–$70 / hourThe individual will play a critical role in shaping and executing the client's global Data Loss Prevention (DLP), Employee Surveillance, Insider Threat, and Threat Intelligence programs, ensuring privacy, data protection, and AI governance requirements are embedded by design across all regions. Strategic Leadership – Global DLP, Cyber & AI Serve as a senior privacy advisor across global cybersecurity programs, including DLP, employee monitoring, insider threat, and threat intelligence.
AI IAM Architect LPL Financial Holdings IncAI IAM ArchitectNew York, NY$153,470–$255,749 / yearThe ideal candidate combines deep IAM architecture expertise with practical engineering skills-building POCs, configuring OAuth/OIDC flows, and partnering directly with AI engineering teams to secure agent runtimes, tool access, and human-in-the-loop experiences. The firm provides a wide range of advisor affiliation models, investment solutions, fintech tools and practice management services, ensuring that advisors and institutions have the flexibility to choose the business model, services, and technology resources they need to run thriving businesses.
Product Manager, Enterprise Technology and AI Productivity Bridgewater Associates LPProduct Manager, Enterprise Technology and AI ProductivityNew York City, NY$225,000–$275,000 / yearWe need someone who can deeply understand how investors and client service professionals work, translate that understanding into product strategy, and drive delivery of meaningful outcomes - often in ambiguous, fast-moving spaces where AI is reshaping workflows in real time. Own the product strategy for enabling investor workflows within the existing enterprise toolset - including secure app deployment on the firm's internal platform, AI-assisted meeting synthesis and writing agents, and management system design for the investment organization.
Senior AI Software Engineer Assured Guaranty LtdSenior AI Software EngineerNew York, NY$175,000–$220,000 / yearThe actual salary will depend on various factors, including but not limited to a candidate's experience and credentials, salary expectations of applicable candidates, and other applicable market conditions. This role focuses on translating business workflows into scalable, governed software that integrates AI agents, enterprise data, and existing platforms.
Staff Engineer - AI Wonder GroupStaff Engineer - AINew York, New YorkServe as technical decision-maker for architectural choices with product-wide scope: data pipelines, model serving, prompt orchestration, RAG, fallback logic, and evaluation frameworks. This role is for someone who has built AI agents and LLM-powered products before, ideally as a founder, founding engineer, or early-stage technical leader, and who is deeply curious about how these systems actually behave at scale.
Technical Product Lead, Voice AI Research Team Regal Voice, IncTechnical Product Lead, Voice AI Research TeamNew York, NY$160,000–$200,000 / yearYou''ll partner closely with engineering to set the product vision for how Regal evaluates, benchmarks, and continuously improves agent quality-building the eval frameworks, defining the performance bar, and translating frontier AI research into production gains our customers can feel on every call. Bridge Customers and Infrastructure: Go deep with customers to understand what "quality" means in their specific context (industry, use case, caller expectations), then translate those insights into infrastructure and model-level improvements that scale across the platform.
AI Customer Strategy Regal Voice, IncAI Customer StrategyNew York, NY$175,000–$250,000 / yearDrive growth and strategic impact by owning revenue-generating initiatives, expanding AI adoption and use cases, delivering data-driven insights to leadership and the board, and contributing to Regal's overall company strategy. ABOUT YOU: 6-15 years of experience in technical, customer-facing, or product leadership roles, with a proven track record of driving projects from 0 to 1 and delivering measurable business impact.
AI Forward Deployed Engineer Regal Voice, IncAI Forward Deployed EngineerNew York, NY$135,000–$180,000 / yearRESPONSIBILITIES: Accelerate Customer Deployments: Execute end-to-end deployments by treating onboarding as a mini product cycle, integrating AI Agents seamlessly into customer systems and workflows to move the needle on key business metrics. Shape Conversational Experiences: Work internally with Regal AI Product Specialists to guide the creation and refinement of voice prompts and AI agent settings to achieve the conversational quality that is Regal's signature.
AI Support Engineer Valsoft CorporationAI Support EngineerWhite Plains, NYRemote$70,000–$80,000Rather than simply responding to tickets, we're building an AI-powered support operation where voice agents, automated workflows, AI assistants, and connected systems work together to resolve customer issues faster and reduce repetitive work for the team. This role sits at the intersection of customer support, AI, and systems integration—you'll work directly with real support issues while designing automations that eliminate repetitive work and improve the customer experience.
NewSenior Software Engineer II - AI Tooling and Interfaces DoubleVerifySenior Software Engineer II - AI Tooling and InterfacesNew York, NY$107,000–$193,000 / yearSoftware Engineer II in AI Tooling and Interfaces, youll design and build systems purpose-built for AI agents, automations, and decisioning engines that drive real outcomes for our clients and internal teams. If you enjoy turning high-volume data into clean, powerful systems—and you want your work to drive real business outcomes rather than just dashboards—this role puts you right at the center of the action.
Software Engineer, AI Agents NxT LevelSoftware Engineer, AI AgentsNew York, NYRemote$180,000–$320,000 / yearYou’ll work on AI features that directly power customer workflows—especially around analytics and data questions—and you’ll partner closely with product to translate ambiguity into elegant systems. Their AI agents are reimagining marketing workflows—helping teams create content, plan campaigns, and execute strategies with significantly higher velocity and performance.
AI, Analytics & RPA Intake Lead Mizuho Americas Services LLCAI, Analytics & RPA Intake LeadNew York, NYFull timeRequired Experience: 8+ years of experience in demand intake management, project management, or stakeholder management within a financial services or technology-driven environment. The Demand Intake Manager will work closely with stakeholders across Mizuho to assess, prioritize, and align business needs with strategic AI, analytics, and RPA initiatives.
Manager Data Science AI & Machine Learning - Hybrid 4 days Publicis Groupe SAManager Data Science AI & Machine Learning - Hybrid 4 daysNew York, NY$155,000–$200,000 / yearYour Impact: You're passionate about solving real world problems through the application of machine learning and AI Consult with clients to define business problems, and advise on how to apply data science to solve those problems Effectively communicate complex technical concepts, processes and results to non-technical audiences Solve some of today's most complex customer issues by designing, coding and implementing machine learning and AI solutions for our clients, or in support of our AI platforms. United by our core values and our purpose of helping people thrive in the brave pursuit of next, our 20,000+ people in 53 offices around the world combine experience across technology, data sciences, consulting, and customer obsession to accelerate our clients' businesses through designing the products and services their customers truly value.
Product Management Director - Healthcare AI (M.D. Required) Wolters Kluwer N.V.Product Management Director - Healthcare AI (M.D. Required)NYRemote$151,700–$270,950 / yearYou will play an instrumental role in Ovid re-platforming and development of Ovid.com to capture GenAI enabled market opportunities in agentic medical research to sustain Ovid subscription businesses, enhance and extend the Ovid brand, manage intellectual property from development, and foster targeted business and technology partnerships. Guide team of product managers, SMEs, AI data scientists, AI engineers, and matrixed development resources to turn technological capabilities, market and customer insights, competitive intelligence, and industry dynamics into a rolling platform roadmap with agility to achieve and exceed key business goals.
Lead Product Manager, AI Platform Products Wolters Kluwer N.V.Lead Product Manager, AI Platform ProductsNew York City, NY$107,500–$188,400 / yearBecause the underlying services support concrete healthcare use cases such as drug interactions, allergy screening, duplicate therapy screening, contraindications, drug identification, and patient education, healthcare domain familiarity is valuable, but the most important quality is the ability to work hands-on with technical teams to turn complex systems into useful products. The work involves building a library of MCP tools on top of existing medication and clinical web services, where success depends not only on technical correctness, but also on reliable tool behavior, safe use in AI-driven experiences, and fit within real-world workflows.