Jobs in United States

Gtm Systems And Business Process Manager in United States

447 active opportunities · Updated October 2026

Explore current gtm systems and business process manager jobs across United States. Filter by work mode, employment type, experience, department, date posted and distance.

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📍 San Francisco, California, United States· Full-time· Remote
✓ High-confidence listingCompany trend -86%

$230K – $257K/yr

Quick readStrong listing-quality and freshness signals

Who We Are Notion is the collaborative AI workspace where teams and agents think together . We're building one place where your knowledge, projects, meetings, and AI tools live side by side, so work is faster, clearer, and less fragmented. Millions of individuals, small teams, and large companies run their work on Notion. Notinos (our employees) are customer zero in bringing this future of work to life. We care about craft, building things that last, and the belief that great work is still fundamentally human. Our goal isn’t to ship the next feature. Each and every team of Notinos is working to set the standard for how humans work together in the AI era. From building a business’s system of record to making and managing AI agents to automating away the busy work, we care deeply about giving our customers more time for their life’s work. About the Role: As our GTM Compensation Lead on Commercial Operations, you’ll own commissions strategy, design, and execution for GTM. This is an opportunity to evolve how GTM Comp supports a growing GTM org through Notion’s AI-era selling motion and Enterprise growth. You’ll set the incentive systems that shape how our sellers focus, partner, and grow with customers. On a typical week, you’ll work with senior GTM leaders — including the Head of Sales and geo leaders — to translate business priorities into clear, accurate, scalable comp programs. What You'll Achieve: By your 90th day, map the current GTM Comp operating model and publish a roadmap for evolving the function as GTM grows. Introduce AI quick wins that improve the quality of work: triage inbound questions, help reps estimate payouts, flag discrepancies across systems, and automate reminders tied to the comp calendar. Build a planning-cycle framework that makes design inputs, trade-offs, decision rights, and timelines clear across GTM, Finance, and Commercial Operations. Provide board-level updates, including clear reporting on plan health, payout accuracy, systems quality

RestAIGoFinance
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📍 United States· Full-time
✓ Quality checkedCompany trend -88.6%

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 GTM Strategy & Operations Manager at Vanta, you'll combine hands-on operational ownership with strategic problem solving to help shape the future of our Partner business. The GTM Strategy & Operations team partners with Sales and Channel leadership to design the processes, systems, governance, and insights that enable predictable, scalable revenue growth. We're building the operational infrastructure that helps our go-to-market teams move faster today while positioning the business to scale tomorrow. In this role, you'll start by owning key day-to-day Channel Operations to develop a deep understanding of the business. From there, you'll partner closely with Channel leadership and GTM Operations to identify opportunities, lead cross-functional initiatives, and build scalable solutions that improve the partner experience, simplify how we operate, and support Vanta's long-term growth. What you’ll do as a Senior GTM Strategy & Operations Manager at Vanta: Become the operational backbone for Vanta's Partner business by owning core day-to-day Channel Operations while developing a deep understanding of our GTM motion, systems, and partner ecosystem. Partner closely with Channel leadership, GTM Operations, Business Systems, Finance, and Marketing to evolve Vanta's long-term Channel operating model and operational strategy. Lead high-impact strategic initiatives across the partner ecosystem, including partner programs, deal registration, partner attribution, Rules of Engagement, pricing strategy, territory and account governance, and partner lifecycle management. Design and implement scalable processes, governanc

RestAIGoRust
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📍 New York, New York, United States· Full-time
✓ High-confidence listingCompany trend -79.2%
Quick readStrong listing-quality and freshness signals

Who are we? Cohere is the leading security-first enterprise AI company. We build cutting-edge foundation AI models and end-to-end products that are designed to solve real-world business problems. We’re training and deploying frontier models for enterprises who are building AI systems. We believe that our work is instrumental to the widespread adoption of AI and we are looking for folks that want to be part of that. We obsess over what we build. Each one of us is responsible for contributing to increasing the capabilities of our models and the value they drive for our customers. Cohere is a team of researchers, engineers, designers, and more, who are all passionate about their craft. We are a global technology company headquartered in Toronto with key offices in London, New York City, San Francisco, Montreal, Paris, Berlin and Seoul. Join us! The Strategy & Business Operations team’s mission is to support decision making on critical C-level topics and act as a force-multiplier for functional priorities across the organization. We are looking for a BizOps Lead to join the team, reporting to the Head of BizOps, focused on strategy, corporate development, and cross-functional projects. In this intermediate level individual contributor role, you may: Influence strategic decision-making by collaborating with and building consensus among leaders across the organization, including product, GTM, and research and engineering Optimize pricing and packaging, ensuring that the company's offerings are both attractive to customers and profitable Build financial models and analyses to evaluate new and existing opportunities Contribute to corporate development activities: fundraising, strategic partnerships, investor relations, M&A, etc. Conduct market and competitive analysis to anticipate and respond to emerging trends and to identify new opportunities for innovation and growth This role is a good match if you: Have 3-4 years of top tier investment banking / investing expe

GitAIGoSEO
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📍 United States· Full-time
✓ Quality checkedCompany trend -88.6%

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 Sr. AI GTM Engineer on Vanta's GTM Engineering team, you will design and ship internal AI products and processes that completely transform how our go-to-market teams operate and win. You'll embed with Sales, Customer Success, and Revenue Operations to build novel applications and platforms that accelerate pipeline generation, improve win rates, and scale how Vanta engages customers. You will also own end-to-end outcomes, move quickly from concept to production, and directly shape how customers experience Vanta in the field. This role is ideal for AI-pilled builders who want to be close to users, solve complex business problems with elegant technical solutions, and define entirely new categories of enterprise software. Vanta's GTM Engineering team operates as an internal incubator: applying AI at scale to revolutionize customer engagement. We build high-impact tools that reshape conversations, learn from every customer interaction, and demonstrate the value of our platform in real-world scenarios. This team sits at the intersection of engineering and GTM, shipping solutions that range from rapid prototypes to production-grade systems. What you'll do as a Senior AI GTM Engineer at Vanta: Ideate and build products that transform how Vanta generates new business, interfaces with prospects and customers, and grows existing customer relationships Own the full product lifecycle: prototype, iterate, ship, and maintain solutions that solve real-world customer and internal workflow problems Partner closely with Vanta’s CRO and executive leadership teams to architect and execute plans that bring Vanta to the forefront of GTM orgs lev

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📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend -79.1%

ABOUT BASETEN Baseten powers mission-critical inference for the world's most dynamic AI companies, like Cursor, Notion, OpenEvidence, Abridge, Clay, Gamma and Writer. By uniting applied AI research, flexible infrastructure, and seamless developer tooling, we enable companies operating at the frontier of AI to bring cutting-edge models into production. We're growing quickly and recently raised our $1.5B Series F , led by Altimeter Capital, Conviction Partners, and Spark Capital. Join us and help build the platform engineers turn to to ship AI products. THE ROLE As Manager (Player & Coach) of the Solution Architect team, you will lead and mentor a team of Solution Architects who will partner closely with Sales and customers to translate business needs into technical solutions, run technical discovery, and guide repeatable deployments and proofs of value for customers. Applying both hands-on technical ownership and managerial leadership, you will guide your team through the processes of owning discovery calls, demos, technical scoping and driving POC’s through to execution as well as designing, deploying, and managing high performance, low latency AI applications on Baseten’s platform. You will also partner with product, infrastructure, and other customer engineering teams to ensure that large language models (LLMs) and other generative AI systems deliver best-in-class performance, reliability, and cost efficiency in production environments. EXAMPLE INITIATIVES Take a look at these blog posts written by members of our Forward Deployed Engineering team: Forward Deployed Engineering on the frontier of AI The fastest, most accurate Whisper transcription Deploy production-ready model servers from Docker images Deploy custom ComfyUI workflows as APIs RESPONSIBILITIES Leadership Lead, mentor, and grow a team of Solution Architects, providing guidance on technical direction, project execution, and professional development. Set clear goals and ensure timely, high-quality d

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📍 Miami, Florida, United States· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About Us OpenFX is on a mission to move money as freely as data, unrestricted by time zones, banking hours, or legacy systems. We are building the infrastructure that will power the next generation of cross-border payment systems for institutions. The team's execution has been exceptional, and we're scaling at a remarkable pace. Our stellar early team brings experience at companies such as J.P. Morgan, Goldman Sachs, FalconX, PayPal, Affirm, Polygon, Kraken, Nium & others. We're backed by Accel, Lightspeed, NfX, and other top-tier investors. Role Overview We are seeking an Growth Lead, North America to join our dynamic go-to-market team. You'll own the full sales cycle for institutional customers across North America — from prospecting through close, helping banks, fintechs, and other institutions move money faster and more efficiently across borders. Key Responsibilities: New Business Development Build and manage a pipeline of institutional prospects across North America, from initial outreach through qualification Identify and prioritize target accounts — banks, fintechs, and other institutions with cross-border payment needs Full-Cycle Sales Execution Own deals end-to-end: discovery, solution design, negotiation, and close Consistently meet or exceed quarterly and annual revenue targets Maintain accurate pipeline and forecast data in the CRM Client & Stakeholder Relationship Management Develop trusted relationships with senior stakeholders (Treasury, Finance, Payments, and Operations leaders) at prospective and existing clients Serve as a strategic advisor, understanding each client's cross-border payment needs and tailoring OpenFX's value proposition accordingly Cross-Functional Collaboration Partner closely with Product, Engineering, Legal & Compliance, and Marketing to navigate technical integrations and structure deals Work with leadership to refine sales strategy, messaging, and positioning as the go-to-market motion matures Market Str

RestAIGoRust
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📍 Miami, Florida, United States· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About Us OpenFX is on a mission to move money as freely as data, unrestricted by time zones, banking hours, or legacy systems. We are building the infrastructure that will power the next generation of cross-border payment systems for institutions. The team's execution has been exceptional, and we're scaling at a remarkable pace. Our stellar early team brings experience at companies such as J.P. Morgan, Goldman Sachs, FalconX, PayPal, Affirm, Polygon, Kraken, Nium & others. We're backed by Accel, Lightspeed, NfX, and other top-tier investors. Role Overview We are seeking an Account Executive, North America to join our dynamic go-to-market team. You'll own the full sales cycle for institutional customers across North America — from prospecting through close, helping banks, fintechs, and other institutions move money faster and more efficiently across borders. Key Responsibilities: New Business Development Build and manage a pipeline of institutional prospects across North America, from initial outreach through qualification Identify and prioritize target accounts — banks, fintechs, and other institutions with cross-border payment needs Full-Cycle Sales Execution Own deals end-to-end: discovery, solution design, negotiation, and close Consistently meet or exceed quarterly and annual revenue targets Maintain accurate pipeline and forecast data in the CRM Client & Stakeholder Relationship Management Develop trusted relationships with senior stakeholders (Treasury, Finance, Payments, and Operations leaders) at prospective and existing clients Serve as a strategic advisor, understanding each client's cross-border payment needs and tailoring OpenFX's value proposition accordingly Cross-Functional Collaboration Partner closely with Product, Engineering, Legal & Compliance, and Marketing to navigate technical integrations and structure deals Work with leadership to refine sales strategy, messaging, and positioning as the go-to-market motion matures Market St

RestAIGoRust
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📍 San Francisco Bay Area, California, United States· Full-time
✓ Quality checkedCompany trend -100%

About Ema Ema is building the world’s leading Agentic AI platform to transform enterprise productivity. We enable organizations to delegate repetitive tasks to Ema, the Universal AI Employee, delivering 10x gains in workforce efficiency, across functions. Founded by former executives from Google, Coinbase, Flipkart, and Okta, our team includes engineers from premier tech companies and graduates of Stanford, MIT, UC Berkeley, CMU, and IITs. We are backed by industry leading investors including Accel, Naspers/Prosus, Section32, and angels like Sheryl Sandberg and Dustin Moskovitz. Headquartered in Silicon Valley and with offices in London, Bangalore and Vancouver, Ema is at the frontier of what Agentic AI can do in production — we ship real systems that run real business processes at scale. The Role Many enterprise deals Ema closes starts with a BDR earning five minutes with the right person. Our Business Development Representatives run a signal-led, account-based hunting motion against a defined enterprise ICP to book qualified meetings (SQLs) that convert into demos and paid POCs. The motion works: the team has a real playbook, real signal scoring in our tools, and real enterprise logos in the pipeline. What it needs now is a dedicated leader to run it with daily rigor. As Enterprise BDR Leader, you own the BDR function end to end. You will manage a distributed team of Business Development Representatives across the US and India, instill the metrics discipline and coaching cadence that turns activity into qualified pipeline, and rebuild onboarding and enablement so new reps ramp fast and hit quota on schedule. This is a newly created role — the BDR function has been running without a dedicated, full-time manager, and you are the person who changes that. You report into our GTM organization, and work closely with our Account Executives, Regional VPs, and Marketing/demand gen to keep the pipeline both full and qualified. What You Will Own 1. The team. Hire, ramp, and

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📍 Bellevue, Washington, United States· Full-time
✓ Quality checkedCompany trend -92.9%

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 redefining how enterprises bring data, applications, and AI together. As customers build AI systems for insights, automation, and action, they need governed access to the most important business data in the enterprise: data from systems like SAP, Salesforce, Workday, ServiceNow, and other leading application platforms. Historically, integrating this data meant building pipelines, duplicating data, losing business semantics, and creating operational complexity. The next generation of enterprise AI requires a better pattern: open, governed, zero-copy interoperability across application platforms, open table formats, catalogs, semantics, and Snowflake. We are looking for a hands-on, high-conviction Principal Product Manager to lead and scale Snowflake’s Zero-Copy Integrations product stream. This person will help shape the product strategy, execution model, partner roadmap, commercial motion, and customer experience for how Snowflake interoperates with the world’s most important business application platforms. This is a highly strategic role at the intersection of product, engineering, design, partnerships, GTM, and executive-level customer engagement. You will work closely with leading application vendors and Snowflake teams to define how customers access structu

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📍 United States· Full-time· Remote
✓ High-confidence listingCompany trend -88.6%
Quick readStrong listing-quality and freshness signals

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. Vanta's V4G Partnerships function sits at the intersection of our platform, the government agencies and contractors we serve, and the broad network of systems integrators, resellers, service providers, and auditors within the public sector compliance and risk management ecosystem. You'll help build and grow these partnerships to build pipeline, as well as to ensure that customers have access to high-quality, trusted delivery through Vanta. As Director, Vanta for Government (V4G) Partnerships , you will own Vanta's partner function for the public sector — the strategy, the network, and the programs that let it scale — supporting both our government sales motion (Federal and SLED) and our government vendor business. Reporting directly to the Head of Public Sector, you will define the partner archetypes, tiering, and coverage model required to serve government demand, and own V4G partner-sourced pipeline and ARR that rolls into Vanta's overall partner-sourced target. You'll work in close partnership with the VP of Global Channel & Alliances, who owns that overall target and channel operating model, to ensure the public sector motion is built on — and strengthens — that foundation. This is a high-impact, cross-functional role for someone who has built a public sector partner function from the ground up: designing joint GTM programs, negotiating enterprise partnership agreements, and standing up the mechanisms that let a partner network scale beyond the person running it. You'll have meaningful scope: you'll own the V4G partner function — the strategy, the partner network, the program design, and the team — and decide how Vanta

RestAIGoRust
M
📍 United States· Full-time
✓ High-confidence listingCompany trend -55.6%

From $273K/yr

Quick readStrong listing-quality and freshness signals

About Mixpanel Mixpanel is the leading product intelligence and analytics platform, trusted by more than 29,000 companies to help understand how people use the products they build. By combining powerful analytics with AI that knows your business, Mixpanel helps teams see what’s working, diagnose what’s not, and decide what to build next. Learn more at mixpanel.com . About the Team Internal Analysis is the data team at Mixpanel — the team that turns data from every corner of the business into the decisions that shape our product and our growth. They own the full path: from raw data in source systems, through a governed warehouse, to the models, metrics, and insights leaders across the company act on. It's two complementary disciplines under one roof. Our Analytics Engineers own the data end to end — ingesting from source systems, modeling through a medallion architecture on BigQuery, and producing the trusted tables and reporting artifacts the rest of the company runs on. Our Data Scientists build on that foundation, partnering with Product to refine the user experience and with GTM to sharpen how we grow — inspecting signals, running experiments, and surfacing the insights that change what we do next. About the Role You'll lead this team — and help shape Mixpanel's data culture. We're looking for someone who can influence the organization to become more metrics-driven: establishing clear KPIs, helping teams define success upfront, and ensuring analytics and data science are engaged as strategic partners from the start of an initiative, not brought in at the end to validate decisions already made. As we grow the data organization's remit across the company, this role has the scope to establish practices that don't yet exist, KPI ownership, cross-functional operating rhythms, a shared standard for what 'data-driven' means here, and where AI belongs in both how the team works and what the platform delivers. It takes building real trust with cross-functional leaders to

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📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend -79.1%

ABOUT BASETEN Baseten powers mission-critical inference for the world's most dynamic AI companies, like Cursor, Notion, OpenEvidence, Abridge, Clay, Gamma and Writer. By uniting applied AI research, flexible infrastructure, and seamless developer tooling, we enable companies operating at the frontier of AI to bring cutting-edge models into production. We're growing quickly and recently raised our $1.5B Series F , led by Altimeter Capital, Conviction Partners, and Spark Capital. Join us and help build the platform engineers turn to to ship AI products. THE ROLE: As a Software Engineer at Baseten, you will own one of the most critical surfaces of our business: pricing, billing, and revenue infrastructure. As we launch more and more products— billing is no longer just operational plumbing. It is a strategic lever for growth. This role will establish clear ownership of billing as a function and create leverage for Finance, Sales, and GTM teams while maintaining a seamless customer experience. RESPONSIBILITIES: Own Baseten’s end-to-end billing and revenue infrastructure, including pricing, invoicing, metering, and reporting foundations. Build and evolve our billing platform and integrations (including Orb), ensuring correctness, auditability, and a high-trust experience for customers and internal teams. Partner closely with Finance, Sales, GTM, and Forward Deployed Engineering to turn real-world workflows into reliable internal tooling and automation (quoting, approvals, renewals, usage reconciliation, revenue reporting). Design systems that scale with new products, packaging, and go-to-market motions, making billing a strategic lever for growth. Drive reliability and operational excellence for revenue-critical workflows: monitoring, alerting, incident response, backfills, and clear runbooks. Lead from the front on high-impact projects: clarify requirements, propose crisp technical approaches, ship iteratively, and raise the bar on quality and velocity. Debug and resolve

Machine LearningAIGoRust
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📍 New York City, NY, United States· Full-time
✓ High-confidence listingCompany trend -99.2%

From $10K/yr

Quick readStrong listing-quality and freshness signals

About Ramp Ramp is building the smart infrastructure for finance teams, embedded in the transaction flow of every dollar a business spends. 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. The problems are high-stakes, data-dense, and unforgiving. We hire people with high agency and high urgency. We look for slope over intercept. We care less about where you trained and more about what you’ve built. At Ramp, everyone is a builder who owns problems end to end and makes consequential decisions that shape the outcome. The median Ramp customer saves 5% and grows revenue 16% in their first year – far in excess of businesses operating without Ramp. We believe every ambitious company deserves the same. If you want to build systems that directly shape how companies move and manage billions, Ramp is the place to do it. About the role Ramp already serves thousands of organizations in industries where financial operations work differently: construction companies that manage spend by job and cost code, nonprofits that report by fund and grant, and public-sector organizations accountable for every taxpayer dollar. We are hiring a Lead Product Marketing Manager, Verticals to turn those differences into a durable growth advantage. You will own Ramp's vertical GTM operating model, beginning with Construction / A&E and Nonprofits / Public Sector. You will decide where Ramp should invest, become the resident expert on how finance works in those markets, influence the product roadmap, and build the cross-product narratives and motions that help Ramp win. This is not a content-only, campaign-only, or sales-enablement role. You will own the full vertical business read: market choice, ICP, product readiness, positioning, pipeline, win rate, activation, adoption, attach, campaign performance, and the next product or GTM intervention. What you'll do Set the vertical portfoli

RestAIGoRust
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📍 New York City, NY, United States· Full-time
✓ High-confidence listingCompany trend -99.2%

From $10K/yr

Quick readStrong listing-quality and freshness signals

About Ramp Ramp is building the smart infrastructure for finance teams, embedded in the transaction flow of every dollar a business spends. 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. The problems are high-stakes, data-dense, and unforgiving. We hire people with high agency and high urgency. We look for slope over intercept. We care less about where you trained and more about what you’ve built. At Ramp, everyone is a builder who owns problems end to end and makes consequential decisions that shape the outcome. The median Ramp customer saves 5% and grows revenue 16% in their first year – far in excess of businesses operating without Ramp. We believe every ambitious company deserves the same. If you want to build systems that directly shape how companies move and manage billions, Ramp is the place to do it. About the role Ramp is building new products that can reshape how finance teams operate. These products begin before the market playbook is obvious: the customer problem is still being sharpened, the product is evolving quickly, and the path from early signal to durable growth must be built. We are hiring a Product Marketing Manager, New Products to lead that work. You will be embedded with Product and Engineering from the earliest stages, using customer and market insight to help choose the audience, shape the product, define the story, and build the commercialization and adoption motion. This is not a launch-calendar or asset-production role. You will own the full business read for the product: customer problem, ICP, positioning, product readiness, launch, pipeline, activation, adoption, retention, proof, and the next product or GTM intervention. What you'll do Shape product strategy early. Bring customer, market, and competitive evidence into product decisions before the roadmap is fixed. Help the team identify the wedge, target segment, table st

RestAIGoRust
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📍 New York, New York, United States· Full-time· Remote
✓ High-confidence listingCompany trend -80.2%
Quick readStrong listing-quality and freshness signals

About the team OpenAI’s Forward Deployed Engineering team partners with banks, asset managers, insurers, and private capital firms to deploy production-grade AI systems in high-stakes financial environments. We operate at the intersection of customer delivery and core platform development, embedding deeply with customers to translate frontier model capabilities into reliable, auditable systems that create measurable business impact. Our work turns early deployments into repeatable solution patterns, operating standards, and evaluation practices that scale across regulated financial institutions. About the role We are hiring a Forward Deployed Engineer (FDE) to lead end-to-end deployments of OpenAI’s models inside financial services organizations where correctness, latency, explainability, and control matter. You will work with customers who are experts in investment banking, trading, risk, compliance, underwriting, research, operations, or investment decision-making, translating complex workflows, data constraints, and regulatory requirements into production systems. You will measure success through production adoption, workflow efficiency, risk reduction, revenue impact, and evaluation-driven feedback loops that inform product, model, and GTM strategy. You’ll work closely with Product, Research, GTM, Security, Legal, and GRC to deliver systems that meet enterprise standards for governance, auditability, and operational resilience. You will also play a central role in shaping OpenAI’s Financial Services offering — identifying high-value use cases, defining solution patterns, and building the first repeatable deployments that scale across institutions. Learn more about some of our work with financial institutions . This role is based in New York. We use a hybrid work model of 3 days in the office per week. We offer relocation assistance. Travel up to 50% may be required. In this role, you will Design and ship production AI systems around models, owning integrations,

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