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Ai Agent Engineer in Bellevue

79 active opportunities · Updated October 2026

Explore current ai agent engineer jobs in Bellevue. Filter by work mode, employment type, experience, department, date posted and distance.

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📍 Bellevue, Wa, United States· Full-time
✓ Quality checkedCompany trend -92%

For over 20 years, Smartsheet has empowered teams to manage work seamlessly and scale solutions smarter. Now, in our most ambitious chapter yet, we are uniting human teams with AI agents. By orchestrating the work agents do best, automating manual tasks and uncovering insights at scale, we create the space for people to focus on what truly matters: judgment, creativity, and big thinking. That is magic at work, and it’s what we show up for every day. Smartsheet is seeking an experienced sales leader to lead a team of Enterprise Account Executives as a Regional Director, Enterprise GEO. The ideal candidate will have a history of leading a team to over performance in quota attainment and developing customer accounts in the Enterprise space. This role is part of the Sales organization and is based in Bellevue, Washington and Reports to RVP, Enterprise Sales. You Will: Lead a team of Account Executives to exceed quarterly and annual sales quotas Serve as player/coach in the execution of a complex, solution­-based sales process encompassing multiple groups within Enterprise accounts Play leadership role in developing and growing existing business opportunities by coaching account executives to build and execute account strategies Drive Smartsheet senior executive engagement in target accounts Successfully execute across all disciplines of sales management, including Account/Opportunity/Relationship planning and sales methodology execution Partner with Sales Engineering, Consulting, Customer Success and Marketing management to identify and close software and professional services solutions in accounts Proactively i

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S
📍 Bellevue, Washington, United States· Full-time
✓ Quality checkedCompany trend -94.9%

At Snowflake, we are powering the era of the agentic enterprise. To usher in this new era, we seek AI-native thinkers across every function who are energized by the opportunity to reinvent how they work. You don’t just use tools; you possess an innate curiosity, treating AI as a high-trust collaborator that is core to how you solve problems and accelerate your impact. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset — who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results. At Snowflake, your role isn't just to execute a function, but to help redefine the future of how work gets done. At Snowflake, we are powering the era of the agentic enterprise. To usher in this new era, we seek AI-native thinkers across every function who are energized by the opportunity to reinvent how they work. You don't just use tools; you possess an innate curiosity, treating AI as a high-trust collaborator that is core to how you solve problems and accelerate your impact. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset, rapidly testing emerging capabilities to discover simpler, more powerful ways to deliver results. At Snowflake, your role isn't just to execute a function, but to help redefine the future of how work gets done. Snowflake is about empowering enterprises to achieve their full potential, and people too. With a culture that's all in on impact, innovation, and collaboration, Snowflake is the sweet spot for building big, moving fast, and taking technology and careers to the next level. We are hiring an AI Research Scientist (New Grad) for our AI Research team. Our team is pushing the frontier of autonomous, self-improving AI systems — building agents that reason, code, and learn at scale inside the Snowflake Data Cloud. This role sits at the intersection of agentic AI and reinforcement learning,

PythonMachine LearningAIGo
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📍 Bellevue, Washington, United States· Full-time· Remote
✓ High-confidence listingCompany trend -94.9%
Quick readStrong listing-quality and freshness signals

At Snowflake, we are powering the era of the agentic enterprise. To usher in this new era, we seek AI-native thinkers across every function who are energized by the opportunity to reinvent how they work. You don’t just use tools; you possess an innate curiosity, treating AI as a high-trust collaborator that is core to how you solve problems and accelerate your impact. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset — who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results. At Snowflake, your role isn't just to execute a function, but to help redefine the future of how work gets done. Engineering Manager, Cloud Efficiency Snowflake runs large scale cloud infrastructure to deliver its own service — production and internal deployments, Kubernetes fleets, CI/CD, etc. Our cloud spend is in billions of dollars per year. We are looking for an experienced Engineering Manager to lead the Cloud Efficiency engineering team. In this role, you will own the technical vision and execution for building a unified, self-serve cloud efficiency platform along with AI skills and agents that makes resource usage and spend attributable and governable while driving insights and optimization of our cloud spend. AS AN ENGINEERING MANAGER IN CLOUD EFFICIENCY, YOU WILL: Lead and grow our talented team of software engineers, fostering a culture of technical excellence, ownership, and continuous learning. Drive the roadmap for Cloud Efficiency — translating company-level spend objectives into engineering systems: authoritative cost data, resource ownership registry, attribution pipelines, cost and unit economics modeling, observability, governance policies, and optimization workflows — in partnership with Product, Engineering, Finance, and Data Science. Set technical strategy for backend systems, data pipelines, and APIs that measure, attribute and surface cost and usage insights at

AWSAzureGCPKubernetes
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📍 Bellevue, Washington, United States· Full-time
✓ Quality checkedCompany trend -94.9%

At Snowflake, we are powering the era of the agentic enterprise. To usher in this new era, we seek AI-native thinkers across every function who are energized by the opportunity to reinvent how they work. You don’t just use tools; you possess an innate curiosity, treating AI as a high-trust collaborator that is core to how you solve problems and accelerate your impact. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset — who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results. At Snowflake, your role isn't just to execute a function, but to help redefine the future of how work gets done. Snowflake is building the data and AI platform for the agentic enterprise. Enterprise Apps & Agentic Systems is applying that same standard internally by redesigning business domains from first principles and turning high-value workflows into software-defined, AI-native products. We are hiring a Sr. Director to make Finance, OTC, Revenue, People, and Legal domains more agentic. This leader will own the product and engineering strategy across the portfolio, moving beyond application management to deliver intelligent products that understand context, act across systems, operate within guardrails, and involve people when judgment is required. This leader will work directly with business executives to identify the work that should be eliminated, redesigned, or delegated to software. They will build the teams, product model, technical foundations, and operating mechanisms needed to move quickly from opportunity to production and deliver measurable business impact CORE MISSION: Transform enterprise operations across Finance, People, and Legal by redesigning end-to-end workflows into AI-native products rather than adding incremental features to legacy apps. Combine domain expertise, enterprise data, workflow automation, autonomous agents, and controls into a coherent operating

AIGoRustExcel
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📍 Bellevue, Washington, United States· Full-time
✓ Quality checkedCompany trend -94.9%

At Snowflake, we are powering the era of the agentic enterprise. To usher in this new era, we seek AI-native thinkers across every function who are energized by the opportunity to reinvent how they work. You don’t just use tools; you possess an innate curiosity, treating AI as a high-trust collaborator that is core to how you solve problems and accelerate your impact. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset — who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results. At Snowflake, your role isn't just to execute a function, but to help redefine the future of how work gets done. We are hiring a Principal Engineer II to architect the core data processing engine of the Snowflake Data & AI Cloud. At Snowflake, we believe that high-performance, unified compute fabrics are the indispensable building blocks for Agentic AI. Autonomous agents require more than just models; they require a high-fidelity, low-latency state layer to reason, act, and persist context. This role is not about building traditional data processing pipelines or legacy ETL/ELT workflows; it is about building the core distributed systems and atomic primitives that make those agentic workflows possible. In this role, you will be a lead architect of the Snowflake Data Transformation Engine. You will design and implement the fundamental transformations infrastructure—Stateful Stream Processing Engines, Incremental View Maintenance Engine, Materialization Internals, and the Distributed Orchestration Fabric. Our solid foundation supporting the seamless transition for enterprises between batch and streaming through Dynamic Tables, Streams & Tasks, and DBT Projects is the starting point. Your architectural work will extend the reach of the core engine to accelerate and support the massive scale of the Snowpark and Spark ecosystems. You are building the systems that allow both data eng

PythonAIGoRust
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📍 Bellevue, Washington, United States· Full-time
✓ Quality checkedCompany trend -94.9%

At Snowflake, we are powering the era of the agentic enterprise. To usher in this new era, we seek AI-native thinkers across every function who are energized by the opportunity to reinvent how they work. You don’t just use tools; you possess an innate curiosity, treating AI as a high-trust collaborator that is core to how you solve problems and accelerate your impact. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset — who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results. At Snowflake, your role isn't just to execute a function, but to help redefine the future of how work gets done. Where Data Does More. Join the Snowflake team. Join our ML Feature Store team where we're building cutting-edge product capabilities that power complex feature transformations and low latency feature serving. We're revolutionizing machine learning feature management and serving capabilities as part of the Snowflake ML suite of products. In the era of GenAI and agents, our team delivers high-quality, fresh feature solutions that make a real difference for our customers. IN THIS ROLE AT SNOWFLAKE, YOU WILL: Help define and own the roadmap for Snowflake Feature Store, working collaboratively with senior architects and ML team leadership Build and execute a vision for incorporating new advances in machine learning Ensure operational excellence of services and meet reliability, availability, and performance commitments Collaborate across ML partner teams to improve development velocity and capabilities Support team members in delivering high technical quality WE WOULD LOVE TO HEAR FROM YOU IF YOU HAVE: 10+ years of experience in designing and building data serving infrastructure and/or machine learning platforms. Strong track record working with machine learning systems and platforms. Strong understanding of computer science fundamentals. B.Sc . in Computer Science Fluency in Ja

PythonJavaMachine LearningAI
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📍 Bellevue, Washington, United States
✓ Quality checkedCompany trend -87.7%

About Flexport: At Flexport, we believe global trade can move the human race forward. That’s why it’s our mission to make global commerce so easy there will be more of it. We’re shaping the future of a $10T industry with solutions powered by innovative technology and exceptional people. Today, companies of all sizes—from emerging brands to Fortune 500s—use Flexport technology to move more than $19B of merchandise across 112 countries a year. The recent global supply chain crisis has put Flexport center stage as we continue to play a pivotal role in how goods move around the world. We are proud to have the support of the best investors in the game who believe in our mission, solutions and people. Ready to tackle global challenges that impact business, society, and the environment? Come join us. The opportunity: We're looking for a Senior Product Manager to join Flexport's product team and own a critical part of how we serve clients and operators across global logistics. You'll define the vision and roadmap for your product area, ship features that drive measurable business outcomes, and collaborate with engineering, design, commercial, and operations teams to solve hard problems at scale. Flexport's platform powers every stage of global freight, from booking and pricing to visibility, customs, and delivery. The products you build will be used daily by logistics managers, supply chain leaders, freight operators, and internal teams who keep goods moving around the world. This is a high-impact role for someone who combines strong product instincts with deep analytical skills and comfort navigating complex domains. The team: The Commerce team owns the end-to-end quality, automation, and profitability of Flexport’s commerce domain. We build intelligent agents to automate critical commerce workflows, including quoting, billing, and invoicing, while driving cost intelligence across every shipment process gate to optimize profitability. Additionally, our te

SQLAISupply ChainLogistics
S
📍 Bellevue, Washington, United States· Full-time
✓ Quality checkedCompany trend -94.9%

At Snowflake, we are powering the era of the agentic enterprise. To usher in this new era, we seek AI-native thinkers across every function who are energized by the opportunity to reinvent how they work. You don’t just use tools; you possess an innate curiosity, treating AI as a high-trust collaborator that is core to how you solve problems and accelerate your impact. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset — who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results. At Snowflake, your role isn't just to execute a function, but to help redefine the future of how work gets done. ABOUT THE ROLE Snowpark is how developers run distributed Python, Java, and Scala workloads directly on the Snowflake platform — securely, at scale, and without moving data. It is one of Snowflake's most differentiated and fastest-growing products, and as workloads become agent-driven — where Python is the default — its growth is only accelerating. Having expanded from structured data into semi-structured and ETL workloads, Snowpark is now entering its most exciting phase: unstructured, multimodal, and agentic AI data processing. We are looking for a Principal Product Manager to own Snowpark and lead this next chapter. This is a general-manager-style role: you will own the strategy, growth, and go-to-market for a critical product line, acting as an entrepreneur with the autonomy to propose and launch multiple 0→1 bets on top of an already highly successful product. You will be the most senior PM on the product, with a clear path to lead the Snowpark PM team as you demonstrate impact. AS A PRINCIPAL PM AT SNOWFLAKE, YOU WILL: Define the Mission: Own the end-to-end, multi-year strategy and roadmap for Snowpark as the standard for distributed Python, Java, and Scala processing on the data platform. Lead the 0→1: Drive the expansion into unstructured/multimodal data processing

PythonJavaAIGo
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📍 Bellevue, Washington, United States· Full-time· Remote
✓ High-confidence listing

From $199.5K/yr

Quick readStrong listing-quality and freshness signals

Zscaler (NASDAQ: ZS) accelerates digital transformation so customers can be more agile, efficient, resilient, and secure. The Zscaler Zero Trust Exchange™️ platform protects thousands of customers from cyberattacks and data loss by securely connecting users, devices, and applications in any location. Distributed across 160+ public exchanges globally and thousands of private exchanges at the edge, the SASE-based Zero Trust Exchange is the world’s largest in-line cloud security platform. We believe the future of work is Human + AI and are building an AI-native enterprise where human potential is amplified by machine intelligence to solve the world’s hardest security challenges. Driven by deep customer obsession, we are committed to the mission, outcome, and to each other. We bring these commitments to life through three core behaviors: ownership and collaboration, trust through outcomes and impact, and a challenge culture with ongoing feedback. Ready to make an impact at the company pioneering security transformation in the AI era? Join us at Zscaler. Role We are looking for a Principal Product Marketing Manager – Zero Trust for Agentic AI to join our team. This is as remote-eligible role for candidates located in the Pacific time zone, reporting to the VP, Product Marketing – AI Security in the Marketing department. AI agents are no longer a concept — they are in production today, acting autonomously, accessing sensitive systems, and making decisions on behalf of the organizations that built them. The security industry has barely begun to catch up. As the Principal PMM for Zero Trust for Agentic AI, you will help define how enterprises think about this problem — and why Zscaler is uniquely positioned to solve it. You will build the vocabulary, the narratives, and the go-to-market foundation for one of the most consequential emerging security challenges of our time. This role is for someone energized by ambiguity, obsessed with getting ahead of the curve, and bold eno

AWSGitAgileAI
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📍 Bellevue, WA, United States· Full-time
✓ High-confidence listingCompany trend -92%

From $1.6M/yr

Quick readStrong listing-quality and freshness signals

For over 20 years, Smartsheet has empowered teams to manage work seamlessly and scale solutions smarter. Now, in our most ambitious chapter yet, we are uniting human teams with AI agents. By orchestrating the work agents do best, automating manual tasks and uncovering insights at scale, we create the space for people to focus on what truly matters: judgment, creativity, and big thinking. That is magic at work, and it’s what we show up for every day. Smartsheet is seeking a Principal Customer Success Manager who will focus on building high-value, strategic relationships with large, global customers. The role requires extensive experience in SaaS Customer Success, strong business acumen and exceptional communication skills. The Principal Customer Success Manager is expected to provide thought leadership and mentorship, as well as lead and/or contribute to special programs and projects (minimum of 10% per working week). For the right candidate, this is a career-defining opportunity to join the market leader in Collaborative Work Management (CWM) and help influence the future of Customer Success as a vocation. This role reports to a Sr. Manager of Sr. Customer Success and has flexibility to work remotely from the West Coast. You Will: Manage a diverse book of business at scale, with a focus and engagement, enablement and adoption. Understand your customer’s business model, go to market strategy and organizational structure. Create and execute internal territory engagement plans and/or external joint customer enablement plans that focus on tailored, customer-specific strategy, proactive risk mitigation, value realization and expansion. Use data to gain insights, provide guidance, increase customer adoption and identify opportunities for expansion. Lead or influence renewals, partnering with internal teams to form a cohesive approach to mitigate churn and support expansion. Positively impact revenue via early risk identification and mitigation strategies

S
📍 Bellevue, WA, United States· Full-time· Remote
✓ High-confidence listingCompany trend -92%
Quick readStrong listing-quality and freshness signals

For over 20 years, Smartsheet has empowered teams to manage work seamlessly and scale solutions smarter. Now, in our most ambitious chapter yet, we are uniting human teams with AI agents. By orchestrating the work agents do best, automating manual tasks and uncovering insights at scale, we create the space for people to focus on what truly matters: judgment, creativity, and big thinking. That is magic at work, and it’s what we show up for every day. Smartsheet is looking for a high-impact Client Services Director to join our Professional Services Sales team. This role owns the end-to-end sales cycle for Smartsheet’s Services Portfolio and drives customer value by positioning Smartsheet as a strategic partner. We are seeking candidates who operate by: leading complex, multi-solution pursuits, influencing executive stakeholders, and applying value based selling to measurable business outcomes. You will report to the Director, Customer Outcomes and this is a remote eligible role. You Will: Own the services sales cycle: Lead pursuits from early qualification through signed Statement of Work (SOW), with or without AE/SE support Elevate conversations: Uplevel customer and account team discussions across the Customer Outcomes lifecycle to influence platform adoption, multi solution expansion, and long term value creation Drive value-led selling: Apply value frameworks (e.g., Smartsheet Value Selling, MEDDIC, Challenger) to uncover priorities, link them to Smartsheet solutions, and advise the customer through opportunity closed-won Engage executives: Develop trusted relationships with executive sponsors, procurement, and key decision makers to accelerate deal velocity and eliminate last mile friction Generate and progress pipeline: Maintain ~3× coverage by identifying whitespace, creating new opportunities, and advancing stalled pursuits with clear next steps and mutual action plans Forecast with discipline: Use Salesforce and Clari for precise pipeline hygiene, risk surfac

S
📍 Bellevue, WA, United States· Full-time· Remote
✓ High-confidence listingCompany trend -92%

From $1.9M/yr

Quick readStrong listing-quality and freshness signals

For over 20 years, Smartsheet has empowered teams to manage work seamlessly and scale solutions smarter. Now, in our most ambitious chapter yet, we are uniting human teams with AI agents. By orchestrating the work agents do best, automating manual tasks and uncovering insights at scale, we create the space for people to focus on what truly matters: judgment, creativity, and big thinking. That is magic at work, and it’s what we show up for every day. Smartsheet is seeking an experienced sales leader to oversee a team of sales managers as a Regional Vice President (RVP) of Commercial Sales . The ideal candidate will scale, operate and continuously improve our commercial sales business through high performing teams, strategies and execution. This leadership role is based in the US and reports directly to a VP of Commercial Sales. You Will: Recruit, hire, coach, and develop sales talent across 35+ individual contributors and 4+ managers Ensure the team exceeds sales and operational targets on a monthly and quarterly basis Engage with our SMB customer base to directly work on strategic sales opportunities Provide day-to-day leadership of sales team and ensure proper application of sales methodology and departmental standards Develop, execute, evaluate and refine aspects of sales strategy, process, and workflow to deliver maximum customer engagement, bookings and revenue growth Monitor performance of sales representatives and teams for quota attainment, adherence to policies, and development of action plans, as needed. Develop and deliver business operational reviews summarizing key performance drivers and critical insight to increase future sales opportunities and required strategies and tactics. Create a high-performing, energized, and supportive culture, emphasizing reward and recognition You Have: Minimum of 7+ years of sales management experience, preferably in a multi-contact, high volume inbound and outbound environment 2+ years of experienc

S
📍 Bellevue, WA, United States· Full-time· Remote
✓ High-confidence listingCompany trend -92%
Quick readStrong listing-quality and freshness signals

For over 20 years, Smartsheet has empowered teams to manage work seamlessly and scale solutions smarter. Now, in our most ambitious chapter yet, we are uniting human teams with AI agents. By orchestrating the work agents do best, automating manual tasks and uncovering insights at scale, we create the space for people to focus on what truly matters: judgment, creativity, and big thinking. That is magic at work, and it’s what we show up for every day. Smartsheet is looking for a high-impact Professional Services Business Development Director to join our Professional Services Sales team. This role owns the end-to-end sales cycle for Smartsheet’s Services Portfolio and drives customer value by positioning Smartsheet as a strategic partner. We are seeking candidates who operate by: leading complex, multi-solution pursuits, influencing executive stakeholders, and applying value based selling to measurable business outcomes. You will report to the Director, Customer Outcomes and this is a remote eligible role. You Will: Own the services sales cycle: Lead pursuits from early qualification through signed Statement of Work (SOW), with or without AE/SE support Elevate conversations: Uplevel customer and account team discussions across the Customer Outcomes lifecycle to influence platform adoption, multi solution expansion, and long term value creation Drive value-led selling: Apply value frameworks (e.g., Smartsheet Value Selling, MEDDIC, Challenger) to uncover priorities, link them to Smartsheet solutions, and advise the customer through opportunity closed-won Engage executives: Develop trusted relationships with executive sponsors, procurement, and key decision makers to accelerate deal velocity and eliminate last mile friction Generate and progress pipeline: Maintain ~3× coverage by identifying whitespace, creating new opportunities, and advancing stalled pursuits with clear next steps and mutual action plans Forecast with discipline: Use Salesforce and Clari for precise pi

S
📍 Bellevue, WA, United States· Full-time
✓ High-confidence listingCompany trend -92%

From $1.1M/yr

Quick readStrong listing-quality and freshness signals

For over 20 years, Smartsheet has empowered teams to manage work seamlessly and scale solutions smarter. Now, in our most ambitious chapter yet, we are uniting human teams with AI agents. By orchestrating the work agents do best, automating manual tasks and uncovering insights at scale, we create the space for people to focus on what truly matters: judgment, creativity, and big thinking. That is magic at work, and it’s what we show up for every day. Smartsheet is seeking a dynamic Manager of Sales Development to lead, coach, and motivate our team of Sales Development Representatives (SDRs). In this high-impact role, you will directly influence decision-making and drive growth in a fast-paced environment. This is a US-based remote position reporting directly to the Director of Sales Development, with a preference for candidates located in the Central, Mountain, or Pacific time zones. If you are an innovative leader who challenges the status quo, asks sharp questions, and elevates team performance, we want to hear from you. Here is what we are looking for: You Will: Hire, train and manage a team of Sales Development Representatives Develop strategies for career growth within the Smartsheet sales organization Report on activity metrics and forecast to the sales executives/directors Motivate individuals and team to exceed objectives through coaching and mentorship Actively use Salesforce.com and other SaaS tools to manage sales process, and set standards for performance metrics You Have: 2+ years sales experience in SaaS 1-3 years sales management experience Passion for coaching and mentoring emerging sales talent Experience giving both positive and constructive feedback Demonstrated ability to collaborate with a distributed sales team Capability to understand customer pain points and requirements, capacity to respond with value of Smartsheet products and services Current US Perks & Benefits: Employer subsidized medical/vision and dental coverage f

S
📍 Bellevue, WA, United States· Full-time· Remote
✓ High-confidence listingCompany trend -92%
Quick readStrong listing-quality and freshness signals

For over 20 years, Smartsheet has empowered teams to manage work seamlessly and scale solutions smarter. Now, in our most ambitious chapter yet, we are uniting human teams with AI agents. By orchestrating the work agents do best, automating manual tasks and uncovering insights at scale, we create the space for people to focus on what truly matters: judgment, creativity, and big thinking. That is magic at work, and it’s what we show up for every day. We are looking for a VP of Product Management to lead AI product strategy at Smartsheet. You will lead a product team responsible for defining our comprehensive AI vision and roadmap, ensuring we build a cohesive, coordinated approach to how AI transforms our product. Your team will establish the strategic direction for specialized AI agents, evaluation infrastructure, and AI-powered capabilities, from platform foundations through to customer-facing features. You will report to our Chief Product and Technology Officer located in our Bellevue, WA office, or you may work remotely from anywhere in the US where Smartsheet is a registered employer. You Will: Lead a high-performing product team focused on defining and executing Smartsheet's comprehensive Applied AI product strategy. Define the strategic roadmap for AI product initiatives — from conversational experiences, MCP, automations, specialized agents, and evaluation infrastructure through to AI-powered features in customer-facing products — ensuring a cohesive, coordinated vision. Own the business outcomes of the AI portfolio — define the success metrics (adoption, retention, expansion, and revenue impact), set the targets, and hold the team accountable to them. Instrument, measure, and iterate: build the data and evaluation foundation that tells us whether AI features are actually working, and use it to make hard prioritization calls — including what to sunset. Move fast in a fast-moving space — ship, learn, and adjust in short cycles rather than waiting for per

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