Jobs in United States

Managing Director At Retail Insights in United States

682 active opportunities · Updated October 2026

Explore current managing director at retail insights jobs across United States. Filter by work mode, employment type, experience, department, date posted and distance.

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📍 United States· Full-time
✓ Quality checkedCompany trend -40%

About Us : Small businesses are the backbone of the US economy, comprising almost half of the GDP and the private workforce. Yet, big banks don’t provide the access, assistance and modern tools that owners need to successfully grow their business.We started Novo to challenge the status quo—we’re on a mission to increase the GDP of the modern entrepreneur by creating the go-to banking platform for small businesses (SMBs).Powered by Middlesex Federal Savings, F.A., Novo is flipping the script of the banking world, and we’re excited to lead the small business banking revolution. At Novo, we’re here to help entrepreneurs, freelancers, startups and SMBs achieve their financial goals by empowering them with an operating system that makes business banking as easy as iOS. We developed modern checking accounts and tools to help to save time and increase cash flow. Our unique product integrations enable easy access to tracking payments, transferring money internationally, managing business transactions and more. We’ve made a big impact in a short amount of time, helping thousands of organizations access powerfully simple business banking. About the Role: We are looking for a Compliance Specialist that can engage in various areas of the risk and compliance team, who understands how to take a data-driven approach to compliance, and how to effectively communicate across the organization and with external stakeholders to deliver. If you're passionate about finding the right balance of innovation and compliance for underserved markets, then we want to chat. Are you ready to revolutionize the small business banking industry with us? Are you ready to revolutionize the small business banking industry with us? Responsibilities of the Role: Assist in the monitoring of the Compliance Portal, used to escalate approvals, inquiries, issues and enhancements of compliance and risk matters from other lines of business; identify, create, recommend, and implement new and/or enhanced practices.

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📍 New York City, New York, United States· Full-time
✓ Quality checkedCompany trend +8.1%

🚀 About WRITER WRITER is where the world's leading enterprises orchestrate AI-powered work. Our vision is to expand human capacity through superintelligence. And we're proving it's possible – through powerful, trustworthy AI that unites IT and business teams together to unlock enterprise-wide transformation. With WRITER's end-to-end platform, hundreds of companies like Mars, Marriott, Uber, and Vanguard are building and deploying AI agents that are grounded in their company's data and fueled by WRITER's enterprise-grade LLMs. Valued at $1.9B and backed by industry-leading investors including Premji Invest, Radical Ventures, and ICONIQ Growth, WRITER is rapidly cementing its position as the leader in enterprise generative AI. Founded in 2020 with office hubs in San Francisco, New York City, Seattle, Austin, Chicago, and London, our team thinks big and moves fast, and we're looking for smart, hardworking builders and scalers to join us on our journey to create a better future of work with AI. 📐 About the role We are looking for a visionary and execution-oriented AI transformation lead to serve as a high-impact partner for our most strategic Fortune 100 accounts. In this role, you’ll be the architect of change, moving beyond simple software implementation to help the world's largest organizations fundamentally rethink how they work. You’ll sit at the intersection of business strategy and cutting-edge technology, translating the power of the WRITER platform into measurable P&L impact and helping executives navigate the shift to an AI-first operating model. This is a rare opportunity to build the playbook for enterprise AI transformation. You won’t just be managing accounts; you’ll be driving the next industrial revolution by helping C-suite leaders move from AI experimentation to full-scale value realization. Your work will directly influence WRITER's product roadmap and help define how the world’s biggest brands use superintelligence to expand human capacity. Thi

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📍 Illinois, Texas, United States· Full-time
✓ Quality checkedCompany trend +8.1%

🚀 About WRITER WRITER is where the world's leading enterprises orchestrate AI-powered work. Our vision is to expand human capacity through superintelligence. And we're proving it's possible – through powerful, trustworthy AI that unites IT and business teams together to unlock enterprise-wide transformation. With WRITER's end-to-end platform, hundreds of companies like Mars, Marriott, Uber, and Vanguard are building and deploying AI agents that are grounded in their company's data and fueled by WRITER's enterprise-grade LLMs. Valued at $1.9B and backed by industry-leading investors including Premji Invest, Radical Ventures, and ICONIQ Growth, WRITER is rapidly cementing its position as the leader in enterprise generative AI. Founded in 2020 with office hubs in San Francisco, New York City, Seattle, Austin, Chicago, and London, our team thinks big and moves fast, and we're looking for smart, hardworking builders and scalers to join us on our journey to create a better future of work with AI. 📐 About the role We are looking for a visionary and execution-oriented AI transformation lead to serve as a high-impact partner for our most strategic Fortune 100 accounts. In this role, you’ll be the architect of change, moving beyond simple software implementation to help the world's largest organizations fundamentally rethink how they work. You’ll sit at the intersection of business strategy and cutting-edge technology, translating the power of the WRITER platform into measurable P&L impact and helping executives navigate the shift to an AI-first operating model. This is a rare opportunity to build the playbook for enterprise AI transformation. You won’t just be managing accounts; you’ll be driving the next industrial revolution by helping C-suite leaders move from AI experimentation to full-scale value realization. Your work will directly influence WRITER's product roadmap and help define how the world’s biggest brands use superintelligence to expand human capacity. Thi

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📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend +8.1%

🚀 About WRITER WRITER is where the world's leading enterprises orchestrate AI-powered work. Our vision is to expand human capacity through superintelligence. And we're proving it's possible – through powerful, trustworthy AI that unites IT and business teams together to unlock enterprise-wide transformation. With WRITER's end-to-end platform, hundreds of companies like Mars, Marriott, Uber, and Vanguard are building and deploying AI agents that are grounded in their company's data and fueled by WRITER's enterprise-grade LLMs. Valued at $1.9B and backed by industry-leading investors including Premji Invest, Radical Ventures, and ICONIQ Growth, WRITER is rapidly cementing its position as the leader in enterprise generative AI. Founded in 2020 with office hubs in San Francisco, New York City, Seattle, Austin, Chicago, and London, our team thinks big and moves fast, and we're looking for smart, hardworking builders and scalers to join us on our journey to create a better future of work with AI. 📐 About the role We are looking for a visionary and execution-oriented AI transformation lead to serve as a high-impact partner for our most strategic Fortune 100 accounts. In this role, you’ll be the architect of change, moving beyond simple software implementation to help the world's largest organizations fundamentally rethink how they work. You’ll sit at the intersection of business strategy and cutting-edge technology, translating the power of the WRITER platform into measurable P&L impact and helping executives navigate the shift to an AI-first operating model. This is a rare opportunity to build the playbook for enterprise AI transformation. You won’t just be managing accounts; you’ll be driving the next industrial revolution by helping C-suite leaders move from AI experimentation to full-scale value realization. Your work will directly influence WRITER's product roadmap and help define how the world’s biggest brands use superintelligence to expand human capacity. Thi

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📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend +8.1%

🚀 About WRITER WRITER is where the world's leading enterprises orchestrate AI-powered work. Our vision is to expand human capacity through superintelligence. And we're proving it's possible – through powerful, trustworthy AI that unites IT and business teams together to unlock enterprise-wide transformation. With WRITER's end-to-end platform, hundreds of companies like Mars, Marriott, Uber, and Vanguard are building and deploying AI agents that are grounded in their company's data and fueled by WRITER's enterprise-grade LLMs. Valued at $1.9B and backed by industry-leading investors including Premji Invest, Radical Ventures, and ICONIQ Growth, WRITER is rapidly cementing its position as the leader in enterprise generative AI. Founded in 2020 with office hubs in San Francisco, New York City, Seattle, Austin, Chicago, and London, our team thinks big and moves fast, and we're looking for smart, hardworking builders and scalers to join us on our journey to create a better future of work with AI. 📐 About the role Join WRITER's sales team as an Enterprise Account Executive and help shape the future of work. You'll empower global enterprises (anything under 8,000 employees) to transform their operations through our cutting-edge AI agent platform, enabling organizations to deploy AI at scale and unlock unprecedented productivity. This role is perfect for high performers who thrive in fast-paced, intellectually stimulating environments where you have the autonomy to drive results and build lasting relationships with both clients and teammates. If you're energized by meaningful work and the opportunity to make a real impact, we want to hear from you. 🦸🏻‍♀️ What you'll do Drive net-new revenue by managing the full sales cycle for WRITER’s enterprise AI agent platform Prospect, qualify, and develop new enterprise opportunities in target verticals and target account lists Partner cross-functionally to refine value propositions and co-create tailored solutions for enterprise c

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📍 New York City, New York, United States· Full-time
✓ Quality checkedCompany trend +8.1%

🚀 About WRITER WRITER is where the world's leading enterprises orchestrate AI-powered work. Our vision is to expand human capacity through superintelligence. And we're proving it's possible – through powerful, trustworthy AI that unites IT and business teams together to unlock enterprise-wide transformation. With WRITER's end-to-end platform, hundreds of companies like Mars, Marriott, Uber, and Vanguard are building and deploying AI agents that are grounded in their company's data and fueled by WRITER's enterprise-grade LLMs. Valued at $1.9B and backed by industry-leading investors including Premji Invest, Radical Ventures, and ICONIQ Growth, WRITER is rapidly cementing its position as the leader in enterprise generative AI. Founded in 2020 with office hubs in San Francisco, New York City, Seattle, Austin, Chicago, and London, our team thinks big and moves fast, and we're looking for smart, hardworking builders and scalers to join us on our journey to create a better future of work with AI. 📐 About the role Join WRITER's sales team as an Strategic Account Executive and help shape the future of work. You'll empower global enterprises (8,000+ employees) to transform their operations through our cutting-edge AI agent platform, enabling organizations to deploy AI at scale and unlock unprecedented productivity. This role is perfect for high performers who thrive in fast-paced, intellectually stimulating environments where you have the autonomy to drive results and build lasting relationships with both clients and teammates. If you're energized by meaningful work and the opportunity to make a real impact, we want to hear from you. This role can be based remotely anywhere in the US, with opportunities for hybrid work at our office hubs in San Francisco, New York City, Austin, Chicago, or London. You'll report to a regional vice president. 🦸🏻‍♀️ What you'll do Drive net-new revenue by managing the full sales cycle for WRITER’s enterprise AI agent platform Prospect, qual

RestAIGoRust
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📍 Illinois, Texas, United States· Full-time
✓ Quality checkedCompany trend +8.1%

🚀 About WRITER WRITER is where the world's leading enterprises orchestrate AI-powered work. Our vision is to expand human capacity through superintelligence. And we're proving it's possible – through powerful, trustworthy AI that unites IT and business teams together to unlock enterprise-wide transformation. With WRITER's end-to-end platform, hundreds of companies like Mars, Marriott, Uber, and Vanguard are building and deploying AI agents that are grounded in their company's data and fueled by WRITER's enterprise-grade LLMs. Valued at $1.9B and backed by industry-leading investors including Premji Invest, Radical Ventures, and ICONIQ Growth, WRITER is rapidly cementing its position as the leader in enterprise generative AI. Founded in 2020 with office hubs in San Francisco, New York City, Seattle, Austin, Chicago, and London, our team thinks big and moves fast, and we're looking for smart, hardworking builders and scalers to join us on our journey to create a better future of work with AI. 📐 About the role Join WRITER's sales team as an Strategic Account Executive and help shape the future of work. You'll empower global enterprises (8,000+ employees) to transform their operations through our cutting-edge AI agent platform, enabling organizations to deploy AI at scale and unlock unprecedented productivity. This role is perfect for high performers who thrive in fast-paced, intellectually stimulating environments where you have the autonomy to drive results and build lasting relationships with both clients and teammates. If you're energized by meaningful work and the opportunity to make a real impact, we want to hear from you. This role can be based remotely anywhere in the US, with opportunities for hybrid work at our office hubs in San Francisco, New York City, Seattle, Austin, Chicago, or London. You'll report to a regional vice president. 🦸🏻‍♀️ What you'll do Drive net-new revenue by managing the full sales cycle for WRITER’s enterprise AI agent platform Prosp

RestAIGoRust
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📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend +8.1%

🚀 About WRITER WRITER is where the world's leading enterprises orchestrate AI-powered work. Our vision is to expand human capacity through superintelligence. And we're proving it's possible – through powerful, trustworthy AI that unites IT and business teams together to unlock enterprise-wide transformation. With WRITER's end-to-end platform, hundreds of companies like Mars, Marriott, Uber, and Vanguard are building and deploying AI agents that are grounded in their company's data and fueled by WRITER's enterprise-grade LLMs. Valued at $1.9B and backed by industry-leading investors including Premji Invest, Radical Ventures, and ICONIQ Growth, WRITER is rapidly cementing its position as the leader in enterprise generative AI. Founded in 2020 with office hubs in San Francisco, New York City, Seattle, Austin, Chicago, and London, our team thinks big and moves fast, and we're looking for smart, hardworking builders and scalers to join us on our journey to create a better future of work with AI. 📐 About the role Join WRITER's sales team as an Strategic Account Executive and help shape the future of work. You'll empower global enterprises (8,000+ employees) to transform their operations through our cutting-edge AI agent platform, enabling organizations to deploy AI at scale and unlock unprecedented productivity. This role is perfect for high performers who thrive in fast-paced, intellectually stimulating environments where you have the autonomy to drive results and build lasting relationships with both clients and teammates. If you're energized by meaningful work and the opportunity to make a real impact, we want to hear from you. This role can be based remotely anywhere in the US, with opportunities for hybrid work at our office hubs in San Francisco, New York City, Austin, Chicago, or London. You'll report to a regional vice president. 🦸🏻‍♀️ What you'll do Drive net-new revenue by managing the full sales cycle for WRITER’s enterprise AI agent platform Prospect, qual

RestAIGoRust
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📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend +8.1%

🚀 About WRITER WRITER is where the world's leading enterprises orchestrate AI-powered work. Our vision is to expand human capacity through superintelligence. And we're proving it's possible – through powerful, trustworthy AI that unites IT and business teams together to unlock enterprise-wide transformation. With WRITER's end-to-end platform, hundreds of companies like Mars, Marriott, Uber, and Vanguard are building and deploying AI agents that are grounded in their company's data and fueled by WRITER's enterprise-grade LLMs. Valued at $1.9B and backed by industry-leading investors including Premji Invest, Radical Ventures, and ICONIQ Growth, WRITER is rapidly cementing its position as the leader in enterprise generative AI. Founded in 2020 with office hubs in San Francisco, New York City, Seattle, Austin, Chicago, and London, our team thinks big and moves fast, and we're looking for smart, hardworking builders and scalers to join us on our journey to create a better future of work with AI. 📐 About the role We are looking for a visionary and execution-oriented AI transformation lead to serve as a high-impact partner for our most strategic Fortune 100 accounts. In this role, you’ll be the architect of change, moving beyond simple software implementation to help the world's largest organizations fundamentally rethink how they work. You’ll sit at the intersection of business strategy and cutting-edge technology, translating the power of the WRITER platform into measurable P&L impact and helping executives navigate the shift to an AI-first operating model. This is a rare opportunity to build the playbook for enterprise AI transformation. You won’t just be managing accounts; you’ll be driving the next industrial revolution by helping C-suite leaders move from AI experimentation to full-scale value realization. Your work will directly influence WRITER's product roadmap and help define how the world’s biggest brands use superintelligence to expand human capacity. Thi

RestAIGoRust
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📍 Illinois, Texas, United States· Full-time
✓ Quality checkedCompany trend +8.1%

🚀 About WRITER WRITER is where the world's leading enterprises orchestrate AI-powered work. Our vision is to expand human capacity through superintelligence. And we're proving it's possible – through powerful, trustworthy AI that unites IT and business teams together to unlock enterprise-wide transformation. With WRITER's end-to-end platform, hundreds of companies like Mars, Marriott, Uber, and Vanguard are building and deploying AI agents that are grounded in their company's data and fueled by WRITER's enterprise-grade LLMs. Valued at $1.9B and backed by industry-leading investors including Premji Invest, Radical Ventures, and ICONIQ Growth, WRITER is rapidly cementing its position as the leader in enterprise generative AI. Founded in 2020 with office hubs in San Francisco, New York City, Seattle, Austin, Chicago, and London, our team thinks big and moves fast, and we're looking for smart, hardworking builders and scalers to join us on our journey to create a better future of work with AI. 📐 About the role We are looking for a visionary and execution-oriented AI transformation lead to serve as a high-impact partner for our most strategic Fortune 100 accounts. In this role, you’ll be the architect of change, moving beyond simple software implementation to help the world's largest organizations fundamentally rethink how they work. You’ll sit at the intersection of business strategy and cutting-edge technology, translating the power of the WRITER platform into measurable P&L impact and helping executives navigate the shift to an AI-first operating model. This is a rare opportunity to build the playbook for enterprise AI transformation. You won’t just be managing accounts; you’ll be driving the next industrial revolution by helping C-suite leaders move from AI experimentation to full-scale value realization. Your work will directly influence WRITER's product roadmap and help define how the world’s biggest brands use superintelligence to expand human capacity. Thi

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📍 New York City, New York, United States· Full-time
✓ Quality checkedCompany trend +8.1%

🚀 About WRITER WRITER is where the world's leading enterprises orchestrate AI-powered work. Our vision is to expand human capacity through superintelligence. And we're proving it's possible – through powerful, trustworthy AI that unites IT and business teams together to unlock enterprise-wide transformation. With WRITER's end-to-end platform, hundreds of companies like Mars, Marriott, Uber, and Vanguard are building and deploying AI agents that are grounded in their company's data and fueled by WRITER's enterprise-grade LLMs. Valued at $1.9B and backed by industry-leading investors including Premji Invest, Radical Ventures, and ICONIQ Growth, WRITER is rapidly cementing its position as the leader in enterprise generative AI. Founded in 2020 with office hubs in San Francisco, New York City, Seattle, Austin, Chicago, and London, our team thinks big and moves fast, and we're looking for smart, hardworking builders and scalers to join us on our journey to create a better future of work with AI. 📐 About the role We are looking for a visionary and execution-oriented AI transformation lead to serve as a high-impact partner for our most strategic Fortune 100 accounts. In this role, you’ll be the architect of change, moving beyond simple software implementation to help the world's largest organizations fundamentally rethink how they work. You’ll sit at the intersection of business strategy and cutting-edge technology, translating the power of the WRITER platform into measurable P&L impact and helping executives navigate the shift to an AI-first operating model. This is a rare opportunity to build the playbook for enterprise AI transformation. You won’t just be managing accounts; you’ll be driving the next industrial revolution by helping C-suite leaders move from AI experimentation to full-scale value realization. Your work will directly influence WRITER's product roadmap and help define how the world’s biggest brands use superintelligence to expand human capacity. Thi

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📍 United States· Full-time
✓ Quality checkedCompany trend -90%

At Vanta, our mission is to help businesses earn and prove trust. We believe that security should be monitored and verified continuously, and we empower companies to practice better security and prove it with ease. Vanta has a kind and talented team, and while some have prior security experience, many have been successful at Vanta without it. As a Senior Applied AI Engineer at Vanta, you will play a crucial role in shaping Vanta’s AI offerings, setting technical strategy, and leading projects that leverage AI to deliver smarter, faster outcomes for our customers. You'll be part of a team integrating AI into the Vanta product, working alongside a multidisciplinary group of product engineers, machine learning engineers, product managers, designers, and security and compliance experts to implement, scale, and maintain AI-enabled product experiences. In this role, you’ll build products that enable Vanta’s customers to leverage AI to accelerate their journey towards compliance, managing risk, and earning trust. Visit our Vanta Engineering Blog to learn more about what our team is working on! What you’ll do as an engineer working on Applied AI at Vanta: Work cross-functionally to design and implement AI-powered features to deliver customer value and integrate LLMs with Vanta’s existing products and systems. You’ll work with other product engineers across Vanta to understand how AI systems can accelerate product adoption at Vanta Instrument evaluations, guardrails, and monitoring, and review customer usage to continually improve quality Collaborate with AI Platform engineers shaping foundational AI systems and tooling that accelerate product teams Make pragmatic tradeoffs that consider business priorities, user experience, and a sustainable technical foundation Mentor engineers, champion good technical and product instincts, and model a collaborative, high-ownership engineering culture How to be successful in this role: At least 7 years of industry experience as a software

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📍 United States· Full-time
✓ Quality checkedCompany trend -90%

At Vanta, our mission is to help businesses earn and prove trust. We believe that security should be monitored and verified continuously, and we empower companies to practice better security and prove it with ease. Vanta has a kind and talented team, and while some have prior security experience, many have been successful at Vanta without it. As a SLED Customer Success Manager (CSM), Public Sector at Vanta you will help manage our most complex, high-valued State Government, Local Government, and Education (SLED) accounts. You will act as a trusted advisor, driving value realization, retention, and growth through strategic planning, executive alignment, and cross-functional collaboration. Vanta has a kind and talented team, and while some have prior security experience, many have been successful at Vanta without it. Vanta for Government is Vanta’s AI-powered platform that helps government agencies and vendors protect mission data, manage risk, streamline compliance, and build trust – faster and with less manual work. Vanta’s public sector efforts are growing quickly and this is an exciting opportunity to join a new team dedicated explicitly to public sector sales and customer success. We are looking for a passionate, results-oriented, and collaborative CSM who has a proven track-record of managing high-value public sector accounts, leading to customer satisfaction, renewals, and expansion. What you’ll do as SLED Customer Success Manager, Public Sector: Manage high-touch, SLED accounts serving as the primary client advocate and success owner. Drive cross-functional coordination across multiple teams – including Product, Engineering, Security, and Legal – to ensure the successful onboarding, delivery, and implementation of Vanta at key accounts. Serve as a trusted advisor to customers, aligning Vanta’s roadmap and security outcomes with mission needs, industry trends, and executive-level priorities. Partner with Public Sector Account Managers to co-build and execute mu

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📍 United States· Full-time
✓ Quality checkedCompany trend -90%

At Vanta, our mission is to help businesses earn and prove trust. We believe that security should be monitored and verified continuously, and we empower companies to practice better security and prove it with ease. Vanta has a kind and talented team, and while some have prior security experience, many have been successful at Vanta without it. As a Senior Security Engineer at Vanta, you’ll own projects with impact across the business to help us run an efficient and highly effective security team. The security team at Vanta ensures that we are a trustworthy steward of sensitive data. We also contribute subject matter expertise to the product, sales, marketing, support, and engineering functions, given the nature of our business. You’ll join Vanta’s Security organization, which provides essential security operational services, is directly involved in the software development process and building tools to make it easy for developers to ship products securely, sets policies and standards regarding enterprise-wide security requirements, and offers advisory services to enable our business to thrive while effectively managing risk. If you’re someone who has high initiative and enjoys problem solving while having impact at a high-growth company, we would love to hear from you! What you’ll do as a Senior Security Engineer at Vanta: Participate in team exercises to identify potential security risks, including threat modeling and tabletop scenarios Contribute to complex prioritization discussions around which risks are the most important to solve next Plan projects to address the risks we prioritize, and coordinate with cross-functional stakeholders across the company to execute those projects Build maintainable programs to implement operational excellence where ongoing work is needed to achieve our goals (e.g. vulnerability management) Partner with engineering teams to architect secure software, address security concerns, and build a strong security culture Build, customize, a

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📍 United States· Full-time
✓ Quality checkedCompany trend -90%

At Vanta, our mission is to help businesses earn and prove trust. We believe that security should be monitored and verified continuously, and we empower companies to practice better security and prove it with ease. Vanta has a kind and talented team, and while some have prior security experience, many have been successful at Vanta without it. As Vanta expands upmarket, we have a unique opportunity to redefine how security and compliance programs are operated, while giving customers the flexibility to run their programs their way, especially in an AI-powered world. GRC Platform is a new team at the center of this effort, building the foundational capabilities that enable mid-market and enterprise customers to operate their GRC programs efficiently and at scale with Vanta. As the Senior Product Manager for GRC Platform, you will own core platform capabilities and primitives that customers rely on every day and that power critical GRC workflows—such as search, imports, exports, custom fields, and approval workflows. You will evolve these capabilities into more intelligent, agentic experiences that are increasingly flexible, automated, and adaptive, helping customers save time, reduce cognitive load, and focus on higher-value work. What you’ll do as a Senior Product Manager, GRC Platform at Vanta: Own the GRC Platform strategy and roadmap, delivering platform primitives and customer facing features leveraged across Vanta’s GRC product Distill complex problems and opportunities into clearly prioritized product goals, focus for your team, and high-quality execution in collaboration with stakeholders across the company. Partner closely with teams across GRC to develop a deep understanding of customer needs, identify opportunities for platform leverage, and translate those insights into intuitive, agentic experiences that solve critical user needs. Drive AI-first product redesigns, including defining model evaluation criteria and managing the transition from legacy experien

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