Jobs in United States

Enterprise Support Specialist in New York

195 active opportunities · Updated October 2026

Explore current enterprise support specialist jobs in New York. Filter by work mode, employment type, experience, department, date posted and distance.

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

$226K – $280K/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. Business Development at Brex: The Business Development team drives step-change growth through revenue-driven, product-led partnerships. We identify, negotiate, and activate scalable, innovative distribution channels that deliver high-ROI outcomes across customer segments. The team architects and incubates new strategies, working cross-functionally, moving quickly, and taking full ownership. We are built for full-stack operators who dream big, execute fast, and shape strategy through impact (ARR). What you’ll do: Drive revenue growth by leading complex, partner-led enterprise sales cycles for Brex's embedded finance solution. You'll work closely with partner sales teams to identify high-value opportunities, develop joint value propositions, and then be in charge of closing large enterprise deals. This role combines strategic account management with hands-on sales execution - from opportunity qualification and solution design to executi

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

$253.1K – $316.4K/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. Sales at Brex Sales is the growth engine at Brex. We bring in new customers, expand existing relationships, and drive the company’s bottom line. With unlimited territories and uncapped opportunity, your ambition sets the ceiling. We win together, celebrate often, and reward performance. If you want to sell a category-defining product with real ownership, this is your team. What you’ll do As an Enterprise Client Sales Executive, you’ll own a portfolio of high-value accounts within Brex’s Enterprise segment. Your role will be pivotal in fostering business expansion and ensuring sustained client success through disciplined execution, strategic influence, and consultative engagement. 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

AIGoRustSalesforce
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📍 New York, new york, United States· Full-time
✓ Quality checkedCompany trend -67.9%

About Us: AI needs a new infrastructure layer. We're building it at Modal. Every era of computing brought new workloads that previous infrastructure couldn't support: mainframes, databases, and the cloud. Each time, the company that rebuilt the layer underneath defined the decade. AI is no different, except it touches everything instead of one slice, and the window to build the layer underneath it is open right now. Our customers include category-defining companies like Lovable , Ramp , Cognition, DoorDash, and Suno. They rely on Modal for instant GPU access, sub-second container starts, and native storage, so it's simple to serve low-latency inference, fine-tune models, and access production-ready sandboxes at scale. We recently raised a $355M Series C at a $4.65B valuation, led by General Catalyst and Redpoint Ventures. We've crossed $300M+ ARR and grown fivefold since September. Our team includes creators of popular open-source projects (e.g., Seaborn , Luig i ), academic researchers, international olympiad medalists, and experienced engineering and product leaders with decades of experience. The Role: We’re hiring an Enterprise Account Executive to accelerate Modal’s growth with the world’s most innovative AI companies. This is a high-impact role where you’ll own the full sales cycle—from building pipeline to closing large, strategic enterprise deals. You’ll partner directly with our founders, engineering, and product teams to help customers harness Modal’s infrastructure to train, deploy, and scale AI applications. You’ll be expected to operate as a builder: developing new relationships, shaping our GTM motion, and serving as the voice of the customer inside Modal. The ideal candidate is both technically curious and commercially driven—equally comfortable in a room with C-level executives and with machine learning engineers. In this role, you will: Drive new business by generating pipeline, negotiating, and closing complex enterprise deals Build deep, trusted r

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

$135K – $150K/yr

Quick readStrong listing-quality and freshness signals

About DataCamp DataCamp's mission is to empower everyone with the data and AI skills essential for 21st-century success. By providing practical, engaging learning experiences, DataCamp equips learners and organizations of all sizes to harness the power of data and AI. As a trusted partner to over 20 million learners and 6,000+ companies , including 80% of the Fortune 1000, DataCamp is leading the charge in addressing the critical data and AI skills shortage. About you At DataCamp, we seek individuals who embody our core values of data-driven decision-making, action, transparency, ownership, and customer focus. You thrive in a fast-paced, high-performing, sales organisation and are driven by a passion for democratising adoption of data & AI. Your entrepreneurial and collaborative spirit pushes you beyond just meeting/exceeding retention and expansion targets—you aim to understand the strategic imperatives at DataCamp’s clients and strive to be a thought partner to them in transforming their data & AI readiness. You are a collaborative team player who is equally happy to work internally with sales, product, support, marketing as you are happy to roll up your sleeves and strategize with clients. You subscribe to the belief that people, process, technology, and data are all key ingredients to digitally transforming a business and you are energised by helping our clients up-level their data readiness at scale. If this sounds like you, we encourage you to apply! Responsibilities Strategic Targeted Accounts: Identify growth opportunities by prospecting a highly-targeted account list, selected on high-potential Building Relationships: Become familiar with customer processes and challenges, ensuring meaningful questions are posed and answered. Provide value in every interaction. Establish relationships with multiple buyer personas within the prospect account Communicating Value: Engage prospects with DataCamp's integrated services and partnership to

GitAIGoRust
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📍 New York, NY, United States· Full-time
✓ High-confidence listingCompany trend -87.9%
Quick readStrong listing-quality and freshness signals

Who we are About Stripe Stripe is a financial infrastructure platform for businesses. Millions of companies - from the world’s largest enterprises to the most ambitious startups - use Stripe to accept payments, grow their revenue, and accelerate new business opportunities. Our mission is to increase the GDP of the internet, and we have a staggering amount of work ahead. That means you have an unprecedented opportunity to put the global economy within everyone's reach while doing the most important work of your career. About the team The Platform Sales team is a highly consultative, enterprise sales team that is responsible for some of Stripe’s largest and fastest growing partners. Stripe helps software platforms offer more value to their customers by embedding Stripe’s powerful payments technology into their solution. As a Platform Sales Manager, you will play a critical role on our go-to-market leadership bench-- leading a team of AEs to make payments-as-a-service a competitive advantage for high-growth organizations. What you’ll do Drive sales growth through successful leadership, organizational planning, customer service and outstanding execution Oversee the expansion of Stripe’s footprint with global saas platforms Make hiring decisions, honing our ideal candidate profile and onboarding strategy Create structure and focus for GTM ideas and product sales campaigns that the product team is exploring. Drive execution and measurement. Analyze results and make recommendations for action in a timely manner. Define key sales support mechanisms, processes, and programs to meet the rapid growth of the business and achieve revenue attainment and market development objectives Build a world-class organization and write the playbook for the era of monetizing payments on platform Responsibilities Lead a team of sophisticated Existing Business, Platform AEs focused on expanding our global footprint with enterprise SaaS platforms Drive deal strategy and partner across the

AIGoHRCustomer Service
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📍 New York, New York, United States· Full-time
✓ Quality checkedCompany trend -72.3%

We believe that the way people interact with their finances will drastically improve in the next few years. We’re dedicated to empowering this transformation by building the tools and experiences that thousands of developers use to create their own products. Plaid powers the tools millions of people rely on to live a healthier financial life. We work with thousands of companies like Venmo, SoFi, several of the Fortune 500, and many of the largest banks to make it easy for people to connect their financial accounts to the apps and services they want to use. Plaid’s network covers 12,000 financial institutions across the US, Canada, UK and Europe. Founded in 2013, the company is headquartered in San Francisco with offices in New York, Washington D.C., London and Amsterdam. As an Account Manager on our Enterprise team, you’ll own and grow relationships with a portfolio of Plaid’s largest and most strategic customers. You’ll serve as a trusted advisor, commercial partner, and cross-functional leader—helping customers maximize the value of Plaid while driving long-term growth for both our customers and Plaid. You’ll operate at the intersection of relationship management, commercial strategy, and product solutioning, partnering closely with Sales, Product, Engineering, and Support teams to deliver exceptional customer outcomes Responsibilities Manage and grow a portfolio of Plaid’s largest enterprise customers, typically spanning 10-15 accounts depending on complexity and scope Build trusted relationships with executive sponsors, decision-makers, influencers, and day-to-day operators across customer organizations Drive customer adoption, engagement, retention, and growth by aligning Plaid solutions to customer business goals and use cases Lead commercial conversations including renewals, expansions, strategic partnership discussions, and account planning Identify and execute on growth opportunities in partnership with Account Executives and cross-functional teams Act as a

AWSAIGoRust
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📍 New York, New York, 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. Observe by Snowflake is a high-growth SaaS observability platform built on the Snowflake AI Data Cloud, enabling businesses to troubleshoot modern distributed applications 10x faster. Now, as a core part of Snowflake, we’ve reached a major milestone in the evolution of the Snowflake platform. By bringing AI-powered observability directly into the Snowflake ecosystem, we’ve created the first truly unified platform for telemetry and business data. We’re looking for a Technical Account Manager to partner with our most strategic enterprise customers and ensure they derive sustained operational value from Observe. This is a hands-on, post-sales technical role focused on long-term platform adoption, optimization, and technical partnership. You will work directly with SRE, DevOps, platform, and engineering teams to embed Observe into daily workflows, evolve telemetry strategy over time, and continuously improve reliability, performance, and cost efficiency. This role is ideal for an experienced observability practitioner who enjoys being deeply embedded with customer teams, solving real production challenges, and acting as a trusted technical advisor in complex enterprise environments. What You’ll Do Serve as the primary technical owner and trusted advisor for assigned strategic a

AWSAzureGCPKubernetes
S
📍 New York, New York, 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. Observe by Snowflake is a high-growth SaaS observability platform built on the Snowflake AI Data Cloud, enabling businesses to troubleshoot modern distributed applications 10x faster. Now, as a core part of Snowflake, we’ve reached a major milestone in the evolution of the Snowflake platform. By bringing AI-powered observability directly into the Snowflake ecosystem, we’ve created the first truly unified platform for telemetry and business data. We’re looking for an Implementation Engineer to help enterprise customers successfully deploy, configure, and operationalize Observe. This is a hands-on, post-sales technical role focused on delivering strong first outcomes, accelerating time-to-value, and establishing a solid foundation for long-term customer success. Implementation Engineers are deeply technical, customer-facing practitioners who work closely with customer platform, SRE, DevOps, and application teams during onboarding and early adoption. In this role, you’ll translate existing observability architectures (including OpenTelemetry-based pipelines, Splunk, ELK, and other monitoring solutions) into scalable, production-ready implementations on Observe—using best practices while balancing speed, quality, and customer enablement. Implementation Engineers focus on initia

AWSAzureGCPKubernetes
D
📍 New York, New York, United States· Full-time
✓ High-confidence listingCompany trend -84.7%

From $86K/yr

Quick readStrong listing-quality and freshness signals

Datadog’s Technical Solutions organization includes 1,200+ sales engineers, support engineers, post-sales experts, and solution architects. They run on an ecosystem of enterprise platforms and internal tools that directly shape how we serve customers. Technical Solutions Operations (“TSO”) owns that ecosystem. We manage the full lifecycle of the systems TS depends on: Zendesk, Jira, Confluence, and a growing portfolio of off-the-shelf and purpose-built tools. We do the work to operate, maintain, and evolve the platforms powering daily workflows across TS. When a vendor tool reaches its limits, we extend it through customization, integration, or targeted solution development, tapping internal partners across Datadog as needed. We’re looking for a Systems Engineer who wants to own enterprise platforms end-to-end. You go from understanding the business process, to designing the right solution (whether that’s configuration, integration, or code), to measuring whether it actually moved the needle. At Datadog, we place value in our office culture - the relationships and collaboration it builds and the creativity it brings to the table. We operate as a hybrid workplace to ensure our Datadogs can create a work-life harmony that best fits them. What You’ll Do: Own enterprise systems through their full lifecycle. You’ll be the technical owner for one or more platforms that TS relies on daily. That means understanding how the system is used, where it’s falling short, what’s coming from the vendor roadmap, and what needs to change. You drive improvements from assessment through implementation. Engineer solutions that create leverage. Not every problem is solved by configuration. You’ll build and evolve enterprise systems, integrations, automations, and internal tools that multiply the effectiveness of 1,200+ technical experts. Where AI can make a solution smarter (e.g., intelligent routing, automated triage, agent-assisted workflows), you'll include AI in the initial design, no

JavaScriptTypeScriptPythonJava
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📍 New York, United States
✓ High-confidence listingCompany trend +671.4%

$124.4K – $207.4K/yr

Quick readStrong listing-quality and freshness signals

ROLE SUMMARY PGS’s Environmental Sustainability team manages environmental sustainability risks and opportunities across the enterprise and drives the integration of sustainability into business strategy, operations, product development, and supply chain management to support Pfizer’s 2040 Net Zero commitment and broader environmental ambitions. In this role, the Environmental Senior Manager is responsible for developing strategies and solutions related to climate, biodiversity and nature, and product sustainability programs across Pfizer’s internal and external manufacturing network, which includes leading projects and programs both within PGS and across Pfizer, and developing and managing plans to achieve objectives. The role applies advanced knowledge of environmental sustainability and related disciplines to design programs that enable the organization to meet strategic objectives, while anticipating internal and external business, regulatory, and compliance issues. The role partners with External Supply and Procurement to progress net zero delivery with suppliers and serves as an advisor across the organization by providing technical support and guidance, and by working collaboratively to solve problems. In addition, the role helps implement the framework used to track and assess emerging environmental regulations and associated business risk across the geographies in which Pfizer operates. Finally, the Sr Manager Sustainability leads cross-functional teams, driving alignment and broader organizational outcomes without relying on direct reporting authority. It operates independently in many situations, identifies innovative solutions to complex problems, exercises foresight and judgment, and recommends courses of action. The role is recognized internally and externally as a subject matter expert in sustainability. Develop and implement sustainability strategies and programs, inclu

AIAccountingSupply ChainProcurement
C
📍 New York, New York, United States· Full-time· Remote
✓ 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! Why this role? We are looking for a solutions-driven, detail-oriented, organized Executive Assistant to support our leadership team in Toronto, New York and beyond. Reporting to the EA Manager, this person will have the opportunity to work cross-functionally and provide high value and impact to the leadership team of the Comms and Marketing Teams and the company as a whole. If you are someone that thrives in a dynamic, collaborative, and fast-paced environment and are interested in joining a company that’s in growth mode, we’d be delighted to hear from you! Please Note: We are looking for candidates based in the Eastern timezone (Toronto/New York etc) As an Executive Assistant, you will: Manage the day-to-day schedules for our Comms and Marketing leadership team, including calendaring, booking meetings and other commitments (where necessary) to ensure a balanced and efficient workday Coordinate internal and external meetings (think 1:1s, partner meetings) and assist with documentation that may be required in conjunction with meetings Arrange international/domestic travel and logistics for our leadership team, including booking f

AILogisticsRecruitment
C
📍 New York, New York, United States· Full-time· Remote
✓ 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! Why this role? We are looking for a solutions-driven, detail-oriented, organised Executive Assistant to support our leadership team in Toronto, New York and beyond. Reporting to the EA Manager for the sales org, this person will have the opportunity to work cross-functionally and provide high value and impact to the sales leadership team and the company as a whole. If you are someone that thrives in a dynamic, collaborative, and fast-paced environment and are interested in joining a company that’s in growth mode, we’d be delighted to hear from you! Please Note: We are looking for candidates based in the Eastern Timezone As an Executive Assistant, you will: Manage the day-to-day schedules for our sales leadership team, including calendaring, booking meetings and other commitments (where necessary) to ensure a balanced and efficient workday Coordinate internal and external meetings (think 1:1s, partner meetings) and assist with documentation that may be required in conjunction with meetings Arrange international/domestic travel and logistics for our leadership team, including booking flights and accommodations, scheduling, and exp

AILogisticsRecruitment
C
📍 New York, New York, United States· Full-time· Remote
✓ 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! Why this role? The Admin team at Cohere is looking for an Executive Assistant to support Cohere's SVP of People, and to manage some of our global EA team. In this dynamic and collaborative role, you will thrive in a fast-paced environment, working cross-functionally to provide high-value support. You will manage executive calendars, coordinate travel arrangements, enhance team cohesion through various initiatives, and take on diverse projects. Additionally, you will be responsible for managing a high performing team of EAs across the company. We are seeking someone who is eager to dive into the challenges and opportunities that come with supporting our executive team. If you have a passion for providing seamless administrative support and contributing to a high-performing organization, this role is ideal for you. In this role, you will: Manage the day-to-day schedule for our SVP of People, including calendaring, booking meetings [internal and external] and other commitments to ensure a balanced and efficient workday Coordinate internal and external meetings (think 1:1s, board meetings, partner meetings) and assist with documenta

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

From $125K/yr

Quick readStrong listing-quality and freshness signals

Client Success is the front line of VTS’s retention engine. As a Senior CSM, you aren't just managing accounts—you are partnering with executive leaders at the most influential commercial real estate firms on the planet to transform how their businesses operate. With the support of powerful data-driven workflows and advanced VTS AI tools , you will own relationships with our largest, most complex clients. You’ll act as a strategic powerhouse, driving high-level product engagement, pioneering adoption strategies, and ensuring value realization across our entire ecosystem. Simply put, when our Senior CSMs success, the world’s leading CRE giants scale and thrive with us. ** Please note that this opportunity is located in New York, NY, and requires this hire to work from our office four days a week. ** What you can expect as a Senior Client Success Manager: This isn’t your typical CSM role. At VTS, you’ll join a high-impact, AI-augmented CS team that’s rethinking how modern enterprise client success is executed. You will: Build Elite Partnerships: Establish deep, "trusted advisor" relationships with executive sponsors, asset managers, and senior decision-makers across the country, aligning VTS with their ultimate macroeconomic business goals. Drive Strategic Value Realization: Move far beyond simple onboarding; you will serve as a core change leader, proactively identifying workflow gaps and challenging enterprise clients when necessary to maximize their ROI. Command Retention: Partner hand-in-hand with Sales and senior leadership to lease Executive Business Reviews (EBRs), dictate retention strategies, and identify expansion and upsell opportunities. Collaborate Within a Coordinated Ecosystem: Seamlessly orchestrate cross-functional initiatives alongside Sales, Implementation, Marketing, and Product teams to ensure an elite, unified client experience. Be the Voice of the Customer: Serve as the ultimate internal advocate, channeling critical product feedback

AISwiftGoRust
LA
📍 New York, United States· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

SUMMARY STATEMENT We are looking for a Solution Architect to design the technical solutions behind our client engagements and give delivery teams a clear, workable path from concept to production. You will work across enterprise data, software applications and GenAI - translating complex business problems into practical architectures that delivery teams can build and scale. This could include architecting an agentic workflow for clinical operations, a conversational analytics product grounded in enterprise data, or an AI-enabled decision platform for commercial teams. You will work directly with clients, define the architecture, test the most important technical decisions yourself and establish the foundations for successful delivery. This is an architecture-first role with meaningful hands-on engineering: you will stay close enough to implementation to prove the architecture works and support it through production delivery, without becoming the primary engineer for every component. You will also help shape the reusable patterns, technical standards and accelerators behind Lynx’s growing AI-native life sciences practice. KEY RESPONSIBILITIES Solution Architecture Own the end-to-end solution architecture for client engagements, including data models, system design, integration patterns and technology choices. Translate business requirements into clear technical designs and implementation paths that delivery teams can build from. Design solutions spanning enterprise data, APIs, applications, cloud platforms and GenAI capabilities. Lead technical discovery with clients: understand requirements, assess existing systems and identify dependencies, constraints and delivery risks. Present architectural options and trade-offs clearly to technical teams, business stakeholders and senior leaders. Make pragmatic decisions across build speed, cost, scalability, security and maintainability. Review key implementation decisions and remain

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