Jobs in United States

Senior Software Development Engineer In Test in United States

1,941 active opportunities · Updated October 2026

Explore current senior software development engineer in test jobs across United States. Filter by work mode, employment type, experience, department, date posted and distance.

C
📍 New York, New York, United States· Full-time
✓ High-confidence listingCompany trend -79.2%

From £270K/yr

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! Role Overview: As a Senior Research Engineer in our Safety team, you will play a key role in helping develop safer, more secure, and more reliable models. Your primary focus will be on building tools to enable easy data synthesis, analysis, and management, for complex combinations of real and synthetic data that is used in both model training and evaluation. You will own the cohesive vision of these tooling repositories. You will work closely with a team of research scientists and engineers to create tooling that enables tighter experimentation cycles, better data coverage of the real world, and more scientific rigour. You will have a lot of autonomy and need to be opinionated about what areas of the codebase need elegance and standards, and where that would be overengineering. You will be given high level experimental problems that need to be solved with efficient pipelines, and design and implement the solutions. Your data analysis will collaboratively feed into modelling decisions and experimentation. This role combines expertise in software engineering, statistics, and data science. If any of these topics sound interesting t

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S
📍 San Francisco, California, United States· Full-time
✓ High-confidence listingCompany trend -80.6%

$150K – $190K/yr

Quick readStrong listing-quality and freshness signals

About Sentry Software runs the world and the pace is faster than ever. Sentry helps developers fix errors and performance issues before users notice, so teams can spend less time firefighting and more time building. Trusted by 200,000+ organizations, Sentry is today’s application monitoring standard and our team is building its AI-native future. About the role The Developer Experience team is growing in San Francisco! This is a hybrid role out of our main headquarters and must be based there. We’re looking for a hands-on builder with strong opinions on great developer docs. Are you someone who loves tinkering with the newest features in your favorite products? Do you enjoy taking the next random JavaScript framework for a spin and figuring out how to make them tick? Does it especially irk you when the code snippets are wrong, or the only docs for a feature are on X? Developer Experience at Sentry lives in the intersection of shipping really cool products and getting developers set up to use them. If you’re someone who is confident in partnering with Product and Engineering to test and ship the latest features, not afraid to jump in and go hands-on to solve problems for our biggest customers, and a good eye for what good docs looks like - this is a dream role. Developer Experience at Sentry is a team of builders who are constantly looking for ways to make it easier for every developer to use Sentry. We engage with the challenges facing technical communities, to support developers, gather feedback, and help our product and engineering teams ship new capabilities. An engineer in this role should be confident to “come with an answer," propose the product solutions, identify the content and/or execution plans and people to partner with, and go execute. In this role you will Attend and even host events and meetups in the developer community Have a point of view and aren’t shy about expressing it. You get your energy from both knowing the latest trends and having a POV on

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S
📍 San Francisco, California, United States· Full-time
✓ High-confidence listingCompany trend -80.6%

$180K – $200K/yr

Quick readStrong listing-quality and freshness signals

About Sentry Software runs the world and the pace is faster than ever. Sentry helps developers fix errors and performance issues before users notice, so teams can spend less time firefighting and more time building. Trusted by 200,000+ organizations, Sentry is today’s application monitoring standard and our team is building its AI-native future. About the Role Shipping great software is only half the battle. Getting it to the right customers, at the right time, in the right way, is where the real complexity lives. We're looking for a Senior Technical Program Manager to own the end of the EPD pipeline: the moment a feature is built to the moment it's successfully in customers' hands. This person will define what "good" looks like for product launches at Sentry, building the frameworks, playbooks, and operating rhythms that make every release more intentional, more coordinated, and more confident than the last. The foundation is there. Features ship. But the connective tissue between Engineering, Product, Legal, Marketing, go-to-market (GTM), and Sales needs someone who can see the whole system, diagnose what's broken, and build something durable. That's this role. If you're energized by ambiguity, love designing operating models, and want real ownership over a function that touches every team in the company, this is a rare opportunity to define the craft at a company that takes software quality seriously. What You'll Do Define the Launch Standard: Establish what a great product launch looks like at Sentry: the gates, the playbooks, the decision rights, and the rituals. You're not inheriting a fixed process; you're authoring it. Own Feature Flag & Cohort Strategy: Bring intentionality to how Sentry uses early access programs, beta cohorts, and staged rollouts. Make sure the right customers get the right features at the right time, and that we're learning from every rollout. Orchestrate Cross-Functional Readiness: Be the central coordinator who ensures Engineering,

S
📍 San Francisco, California, United States· Full-time
✓ High-confidence listingCompany trend -80.6%

From $150K/yr

Quick readStrong listing-quality and freshness signals

About Sentry Software runs the world and the pace is faster than ever. Sentry helps developers fix errors and performance issues before users notice, so teams can spend less time firefighting and more time building. Trusted by 200,000+ organizations, Sentry is today’s application monitoring standard and our team is building its AI-native future. As an Enterprise Marketing Manager , you’ll own how Sentry is positioned to buyer personas in core audience segments across competitive deals, customer proof, and enterprise campaigns. This role is deeply focused on enablement and storytelling. You’ll partner closely with Sales, Product Marketing, and Integrated Marketing to ensure Sentry is positioned to win in competitive environments and supported by credible customer programs and narratives. In this role you will Create and deliver enterprise messaging and positioning by producing core narratives, sales assets, and content that clearly articulate Sentry’s value to buyer personas. Lead competitive sales enablement , including battlecards, positioning frameworks, win/loss analysis, and sales training that improves performance in strategic deals. Build and scale customer programs , including advocacy, case studies, and advisory boards that demonstrate credibility and impact at scale. Support enterprise campaigns with strong narratives and content , partnering with Integrated Marketing and Product Marketing to ensure campaigns reflect buyer needs, competitive context, and customer proof. Partner closely with GTM teams on execution, responding to field needs, supporting key opportunities, and continuously improving enterprise enablement based on feedback and results. You’ll love this job if you Are a go-getter who enjoys ideating and building programs from the ground up. Get excited when working with Sales and enjoy influencing competitive sales cycles. Enjoy building customer programs that demonstrate credibility, scale, and business impact. Nerd out on distilling complex te

P
📍 New York, New York, United States· Full-time
✓ High-confidence listing

$100K – $120K/yr

Quick readStrong listing-quality and freshness signals

Pontera is a fintech company on a mission to help people retire better. Our software platform enables retirement savers to get the help they need managing their 401(k) and other retirement plan accounts as part of a personalized strategy by their trusted financial advisor. Pontera is used by financial advisors across the nation– from SMB to Fortune 500 RIA firms, independent broker-dealers, plan custodians, and plan advisors. Backed by leading venture capital firms including ICONIQ Growth and Lightspeed Venture Partners, Pontera is built by talented individuals who share a dedication to helping people retire with greater security. Our team is fast-growing and driven to become one of the largest fintech companies in the world. Our culture is built on a people-first principle: in a complex and numbers-driven industry, we never lose sight of the people we serve and work alongside. That’s where you come in. DESCRIPTION We're looking for a Senior Billing Operations Specialist to partner closely with Finance, Customer Experience, BI and Product to give billing a single, accountable owner. This is a true partnership across teams: you'll bring order and control to billing operations while continuously raising the bar for how accurate, explainable, and responsive Pontera's billing is for every customer. Billing at Pontera has outgrown the informal, all-hands-on-deck model that carried it so far - it now touches customer trust, adoption, and executive relationships, not just back-office accuracy. You're the connective tissue across the entire billing lifecycle - the person every other function turns to when something needs to actually get resolved, not just flagged. That means owning billing file validation before release, payment and check reconciliation, credits and refunds end to end process; being the Finance point of contact for all US based teams who they can rely on for any customer-impacting billing issue. The ability to serve as the busi

AIGoRustExcel
B
📍 San Francisco, California, United States· Full-time
✓ High-confidence listing

$126.6K – $158.2K/yr

Quick readStrong listing-quality and freshness signals

Why join us Brex is the intelligent finance platform that enables companies to spend smarter and move faster in more than 200 markets. By combining global corporate cards and banking with intuitive spend management, bill pay, and travel software, Brex enables founders and finance teams to accelerate operations, gain real-time visibility, and control spend effortlessly. Brex’s AI-native automation and world-class service eliminate manual expense and accounting tasks for customers so they can focus on what matters most. Tens of thousands of the world's best companies run on Brex, including DoorDash, Coinbase, Robinhood, Zoom, Plaid, Reddit, and SeatGeek. Working at Brex allows you to push your limits, challenge the status quo, and collaborate with some of the brightest minds in the industry. We’re committed to building a diverse team and inclusive culture and believe your potential should only be limited by how big you can dream. We make this a reality by empowering you with the tools, resources, and support you need to grow your career. Recruiting at Brex Recruiting is where every career at Brex begins. We’re the first point of connection for future builders and leaders, helping candidates see what’s possible. We partner with leaders across the company to find exceptional talent and build high-performing teams. We move quickly, think strategically, and take pride in creating a thoughtful, welcoming candidate experience from the very first contact. We don’t just fill roles, we shape the culture at Brex, finding the next generation of builders and leaders. What you’ll do As a Senior Technical Sourcer, you will be a strategic talent partner responsible for identifying, engaging, and building pipelines of world-class technical talent. You’ll collaborate closely with recruiters, hiring managers, and technical leaders to deeply understand role requirements and develop proactive sourcing strategies that fuel both immediate hiring needs and long-term growth. You’ll leverage

GitAIRustExcel
B
📍 Salt Lake City, Utah, United States· Full-time
✓ High-confidence listing

$112K – $140K/yr

Quick readStrong listing-quality and freshness signals

Why join us Brex is the intelligent finance platform that enables companies to spend smarter and move faster in more than 200 markets. By combining global corporate cards and banking with intuitive spend management, bill pay, and travel software, Brex enables founders and finance teams to accelerate operations, gain real-time visibility, and control spend effortlessly. Brex’s AI-native automation and world-class service eliminate manual expense and accounting tasks for customers so they can focus on what matters most. Tens of thousands of the world's best companies run on Brex, including DoorDash, Coinbase, Robinhood, Zoom, Plaid, Reddit, and SeatGeek. Working at Brex allows you to push your limits, challenge the status quo, and collaborate with some of the brightest minds in the industry. We’re committed to building a diverse team and inclusive culture and believe your potential should only be limited by how big you can dream. We make this a reality by empowering you with the tools, resources, and support you need to grow your career. Recruiting at Brex Recruiting is where every career at Brex begins. We’re the first point of connection for future builders and leaders, helping candidates see what’s possible. We partner with leaders across the company to find exceptional talent and build high-performing teams. We move quickly, think strategically, and take pride in creating a thoughtful, welcoming candidate experience from the very first contact. We don’t just fill roles, we shape the culture at Brex, finding the next generation of builders and leaders. What you’ll do As a Senior Technical Sourcer, you will be a strategic talent partner responsible for identifying, engaging, and building pipelines of world-class technical talent. You’ll collaborate closely with recruiters, hiring managers, and technical leaders to deeply understand role requirements and develop proactive sourcing strategies that fuel both immediate hiring needs and long-term growth. You’ll leverage

GitAIRustExcel
B
📍 Seattle, Washington, United States· Full-time
✓ High-confidence listing

$126.6K – $158.2K/yr

Quick readStrong listing-quality and freshness signals

Why join us Brex is the intelligent finance platform that enables companies to spend smarter and move faster in more than 200 markets. By combining global corporate cards and banking with intuitive spend management, bill pay, and travel software, Brex enables founders and finance teams to accelerate operations, gain real-time visibility, and control spend effortlessly. Brex’s AI-native automation and world-class service eliminate manual expense and accounting tasks for customers so they can focus on what matters most. Tens of thousands of the world's best companies run on Brex, including DoorDash, Coinbase, Robinhood, Zoom, Plaid, Reddit, and SeatGeek. Working at Brex allows you to push your limits, challenge the status quo, and collaborate with some of the brightest minds in the industry. We’re committed to building a diverse team and inclusive culture and believe your potential should only be limited by how big you can dream. We make this a reality by empowering you with the tools, resources, and support you need to grow your career. Recruiting at Brex Recruiting is where every career at Brex begins. We’re the first point of connection for future builders and leaders, helping candidates see what’s possible. We partner with leaders across the company to find exceptional talent and build high-performing teams. We move quickly, think strategically, and take pride in creating a thoughtful, welcoming candidate experience from the very first contact. We don’t just fill roles, we shape the culture at Brex, finding the next generation of builders and leaders. What you’ll do As a Senior Technical Sourcer, you will be a strategic talent partner responsible for identifying, engaging, and building pipelines of world-class technical talent. You’ll collaborate closely with recruiters, hiring managers, and technical leaders to deeply understand role requirements and develop proactive sourcing strategies that fuel both immediate hiring needs and long-term growth. You’ll leverage

GitAIRustExcel
B
📍 New York, New York, United States· Full-time
✓ High-confidence listing

$126.6K – $158.2K/yr

Quick readStrong listing-quality and freshness signals

Why join us Brex is the intelligent finance platform that enables companies to spend smarter and move faster in more than 200 markets. By combining global corporate cards and banking with intuitive spend management, bill pay, and travel software, Brex enables founders and finance teams to accelerate operations, gain real-time visibility, and control spend effortlessly. Brex’s AI-native automation and world-class service eliminate manual expense and accounting tasks for customers so they can focus on what matters most. Tens of thousands of the world's best companies run on Brex, including DoorDash, Coinbase, Robinhood, Zoom, Plaid, Reddit, and SeatGeek. Working at Brex allows you to push your limits, challenge the status quo, and collaborate with some of the brightest minds in the industry. We’re committed to building a diverse team and inclusive culture and believe your potential should only be limited by how big you can dream. We make this a reality by empowering you with the tools, resources, and support you need to grow your career. Recruiting at Brex Recruiting is where every career at Brex begins. We’re the first point of connection for future builders and leaders, helping candidates see what’s possible. We partner with leaders across the company to find exceptional talent and build high-performing teams. We move quickly, think strategically, and take pride in creating a thoughtful, welcoming candidate experience from the very first contact. We don’t just fill roles, we shape the culture at Brex, finding the next generation of builders and leaders. What you’ll do As a Senior Technical Sourcer, you will be a strategic talent partner responsible for identifying, engaging, and building pipelines of world-class technical talent. You’ll collaborate closely with recruiters, hiring managers, and technical leaders to deeply understand role requirements and develop proactive sourcing strategies that fuel both immediate hiring needs and long-term growth. You’ll leverage

GitAIRustExcel
V
📍 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 Analytics Engineer, you’ll be responsible for laying the foundation for a best-in-class analytics function. You’ll partner closely with our data science team and business stakeholders to ensure that our analytics stack and processes meet the business needs today with an eye towards the future. What you’ll do as an Senior Analytics Engineer at Vanta: Design and implement complex data models to enable dashboards, self-serve analytics, and data science teams. Write highly tuned, scalable SQL queries running over large-scale, heterogeneous data warehouses. Enable AI tooling with semantic layers and observability, guiding analytics functions on best practices. Manage and improve data infrastructure needed to drive data-driven decision-making solutions. Help develop front end applications to expose analytical data sets enterprise wide Work with the Product and Corporate Engineering system teams to structure source systems for reporting consumption across the enterprise. How to be successful in this role: Have at least four years of experience working with data and two years of experience in Software Engineering or a related field. Have experience with common analytics tooling (e.g. dbt is a must, Stitch/Fivetran, Snowflake/BigQuery/Redshift, Airflow, Dagster, Looker/Mode/Sigma). Bring a system-oriented and software engineering mindset to the Analytics Engineering practice. We’re looking to build frameworks that manage data, and minimize bespoke queries. Deep knowledge of crafting dimensional and fact models in modern data fashion. Have a passion for enabling the developer experience of data, and being obsessed with giving

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B
📍 New York, New York, United States
✓ High-confidence listing

$147K – $187K/yr

Quick readStrong listing-quality and freshness signals

Why join us Brex is the intelligent finance platform that enables companies to spend smarter and move faster in more than 200 markets. By combining global corporate cards and banking with intuitive spend management, bill pay, and travel software, Brex enables founders and finance teams to accelerate operations, gain real-time visibility, and control spend effortlessly. Brex’s AI-native automation and world-class service eliminate manual expense and accounting tasks for customers so they can focus on what matters most. Tens of thousands of the world's best companies run on Brex, including DoorDash, Coinbase, Robinhood, Zoom, Plaid, Reddit, and SeatGeek. Working at Brex allows you to push your limits, challenge the status quo, and collaborate with some of the brightest minds in the industry. We’re committed to building a diverse team and inclusive culture and believe your potential should only be limited by how big you can dream. We make this a reality by empowering you with the tools, resources, and support you need to grow your career. Design at Brex Design at Brex creates the experiences that make complex systems feel effortless through thoughtful, scalable design. Whether crafting interfaces, shaping product strategy, or harnessing AI to empower our users, we obsess over quality and clarity. This is a team where creativity meets high craft — and where designers grow by building for ambitious customers. Our production and operations function is essential to making our designers succeed on this mission. What you’ll do We’re seeking an exceptional Senior Brand Producer to join as the first individual contributor on the Creative Operations team. You’ll set the high bar for this role and help define what great production looks like at Brex. This is a highly visible, hands-on role where you’ll lead the execution of complex creative projects from start to finish. You’ll bring both strategic oversight and tactical excellence — ensuring the right systems, vendors, and work

AIAccountingFinance
G
📍 Austin, Texas, United States
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About us Graphcore is one of the world’s leading innovators in Artificial Intelligence compute. It is developing hardware, software and systems infrastructure that will unlock the next generation of AI breakthroughs and power the widespread adoption of AI solutions across every industry. As part of the SoftBank Group, Graphcore is a member of an elite family of companies responsible for some of the world’s most transformative technologies. Together, they share a bold vision: to enable Artificial Super Intelligence and ensure its benefits are accessible to everyone. Responsibilities and Duties We are seeking a highly skilled System Tests & Diagnostics Engineer to develop, extend, and integrate specialized silicon validation and diagnostics tools for next-generation AI SoCs. Unlike traditional validation roles focused on executing test plans, this position is responsible for developing the diagnostic software and stress tools that expose hardware failures, characterize silicon behavior, and improve platform observability throughout bring-up and validation. You will work closely with Arm engineers to understand and extend existing diagnostics technologies while developing Graphcore-specific capabilities for future AI hardware. Role Summary You will work with existing Arm-developed diagnostics technologies and extend them to support Graphcore's next-generation AI silicon. You will be responsible for developing system-level diagnostics and stress tools that integrate with an existing framework to detect data integrity, computational correctness, performance, and reliability issues across CPUs, AI accelerators, memory, storage, PCIe, firmware, BMC, and other platform components. Examples include silent data corruption (SDC) tests, power transient stress tools, and platform diagnostics, with opportunities to develop new diagnostics as future hardware capabilities evolve. This role requires close collaboration with hardware architects, firmware enginee

PythonLinuxArtificial IntelligenceAI
B
📍 San Francisco, California, United States
✓ High-confidence listing

$270K – $335K/yr

Quick readStrong listing-quality and freshness signals

Why join us Brex is the intelligent finance platform that enables companies to spend smarter and move faster in more than 200 markets. By combining global corporate cards and banking with intuitive spend management, bill pay, and travel software, Brex enables founders and finance teams to accelerate operations, gain real-time visibility, and control spend effortlessly. Brex’s AI-native automation and world-class service eliminate manual expense and accounting tasks for customers so they can focus on what matters most. Tens of thousands of the world's best companies run on Brex, including DoorDash, Coinbase, Robinhood, Zoom, Plaid, Reddit, and SeatGeek. Working at Brex allows you to push your limits, challenge the status quo, and collaborate with some of the brightest minds in the industry. We’re committed to building a diverse team and inclusive culture and believe your potential should only be limited by how big you can dream. We make this a reality by empowering you with the tools, resources, and support you need to grow your career. Legal at Brex The Legal team helps the company grow responsibly, advocating for Brex and for the thousands of growing businesses we serve. We provide strategic advice and guidance to all Brex teams, protect Brex, advise on risk, and represent the company externally, negotiating with partners and interacting with regulators. Reimagining the financial system in a highly regulated environment requires creativity and resourcefulness, and we welcome the challenge. Where you’ll work This role will be based in our San Francisco office. We are a hybrid environment that combines the energy and connections of being in the office with the benefits and flexibility of working from home. We currently require a minimum of three coordinated days in the office per week, Monday, Wednesday and Thursday. As a perk, we also have up to four weeks per year of fully remote work! What you'll do As Risk Counsel, you will own the legal response to the moments t

AIAccountingFinance
B
📍 New York, New York, United States
✓ High-confidence listing

$270K – $335K/yr

Quick readStrong listing-quality and freshness signals

Why join us Brex is the intelligent finance platform that enables companies to spend smarter and move faster in more than 200 markets. By combining global corporate cards and banking with intuitive spend management, bill pay, and travel software, Brex enables founders and finance teams to accelerate operations, gain real-time visibility, and control spend effortlessly. Brex’s AI-native automation and world-class service eliminate manual expense and accounting tasks for customers so they can focus on what matters most. Tens of thousands of the world's best companies run on Brex, including DoorDash, Coinbase, Robinhood, Zoom, Plaid, Reddit, and SeatGeek. Working at Brex allows you to push your limits, challenge the status quo, and collaborate with some of the brightest minds in the industry. We’re committed to building a diverse team and inclusive culture and believe your potential should only be limited by how big you can dream. We make this a reality by empowering you with the tools, resources, and support you need to grow your career. Legal at Brex The Legal team helps the company grow responsibly, advocating for Brex and for the thousands of growing businesses we serve. We provide strategic advice and guidance to all Brex teams, protect Brex, advise on risk, and represent the company externally, negotiating with partners and interacting with regulators. Reimagining the financial system in a highly regulated environment requires creativity and resourcefulness, and we welcome the challenge. Where you’ll work This role will be based in our New York City office. We are a hybrid environment that combines the energy and connections of being in the office with the benefits and flexibility of working from home. We currently require a minimum of three coordinated days in the office per week, Monday, Wednesday and Thursday. As a perk, we also have up to four weeks per year of fully remote work! What you'll do As Risk Counsel, you will own the legal response to the moments t

AIAccountingFinance
B
📍 Salt Lake City, Utah, United States· Full-time
✓ High-confidence listing

$119.2K – $149K/yr

Quick readStrong listing-quality and freshness signals

Why join us Brex is the intelligent finance platform that enables companies to spend smarter and move faster in more than 200 markets. By combining global corporate cards and banking with intuitive spend management, bill pay, and travel software, Brex enables founders and finance teams to accelerate operations, gain real-time visibility, and control spend effortlessly. Brex’s AI-native automation and world-class service eliminate manual expense and accounting tasks for customers so they can focus on what matters most. Tens of thousands of the world's best companies run on Brex, including DoorDash, Coinbase, Robinhood, Zoom, Plaid, Reddit, and SeatGeek. Working at Brex allows you to push your limits, challenge the status quo, and collaborate with some of the brightest minds in the industry. We’re committed to building a diverse team and inclusive culture and believe your potential should only be limited by how big you can dream. We make this a reality by empowering you with the tools, resources, and support you need to grow your career. Marketing at Brex Marketing tells the story of Brex to the world. From acquisition to activation, we translate product value into business results. Our team spans Revenue, Product, and Brand Marketing, and works closely with nearly every function at Brex. We move fast, experiment often, and think deeply about customer behavior. If you want your creativity to drive growth and shape perception, this is the place. What you’ll do The Brex Marketing team is looking for an experienced Senior Marketing Operations Manager to architect and optimize our B2B sales-led and channel-driven GTM engine. This role will define and maintain the systems, processes, and operational rigor that align Marketing, SDR, Sales, and Partner teams. We are looking for someone who is eager to design the future-state GTM tech stack—modernizing how leads flow, how insights are generated, and how operational workloads become more efficient through automation, AI, and a

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