Jobs in United States

Quality Associate in United States

7,180 active opportunities · Updated October 2026

Explore current quality associate jobs across United States. 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

$140K – $170K/yr

Quick readStrong listing-quality and freshness signals

CLEAR is building THE secure identity company of the future. Our mission is to make experiences safer and easier—physically and digitally. With more than 43 million Members and a growing network of partners across the world, CLEAR's secure identity platform is transforming the way people live, work, and travel. Whether it’s at the airport, stadium, or throughout your everyday life, CLEAR unlocks the magic of frictionless experiences. As a Senior Business Recruiter, you’ll lead business-critical searches across CLEAR, with a focus on senior and highly specialized talent. You’ll partner closely with leaders to shape talent strategies, build high-caliber pipelines, and deliver exceptional hiring outcomes while raising the bar for recruiting across the organization. What you'll do: Full-cycle recruiting for senior, specialized, and business-critical roles, developing tailored search strategies to attract and close exceptional talent Serve as a trusted talent advisor to leaders, translating business needs into clear talent strategies and using market intelligence, data, and insights to influence hiring decisions Build long-term talent pipelines through proactive sourcing, talent mapping, and relationship building, strengthening CLEAR’s access to high-caliber talent for current and future needs Design and drive thoughtful interview and selection strategies for complex searches, proactively identifying risks and creating efficient, high-quality experiences for candidates and hiring teams Partner with Compensation and People leadership on competitive offers and complex negotiations, while leading initiatives that strengthen recruiting processes, interviewer capability, employer brand, and Talent Acquisition effectiveness How you'll measure success: Time-to-fill decreases while quality-of-hire increases Offer acceptance rate increases Hiring manager and candidate experience What you're great at: 5+ years of full-cycle recruiting experience with a track record of hiring senio

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

$225K – $300K/yr

Quick readStrong listing-quality and freshness signals

CLEAR is building THE secure identity company of the future. Our mission is to make experiences safer and easier—physically and digitally. With more than 43 million Members and a growing network of partners across the world, CLEAR's secure identity platform is transforming the way people live, work, and travel. Whether it’s at the airport, stadium, or throughout your everyday life, CLEAR unlocks the magic of frictionless experiences. As a Senior Software Engineer, Data, you will design, build, and operate the next generation of our data platform and products – going beyond ID to power a networked digital identity – while keeping member privacy, security, and reliability at the core. What you’ll do: Build and operate scalable, reliable data systems and pipelines – from ingestion to modeling to visualization – so Analysts and Engineers can self-service changes in an automated, tested, secure, and high-quality manner. Develop and maintain end-to-end data products and pipelines (batch and/or streaming) that collect, clean, transform, and model data, and own the infrastructure that powers them to unlock new business use cases and reporting. Implement and maintain infrastructure-as-code, CI/CD, and shared developer tooling for data products (e.g., Pulumi/Terraform, GitHub, orchestration tools like Dagster/Airflow) to make it easy and safe for teams to build, test, and ship changes across environments. Improve the security, compliance, and cost posture of the data stack through robust dependency management, IAM and secrets hardening, observability, and performance/cost optimizations. Partner with product and other stakeholders to uncover requirements, make architectural decisions, and continuously improve our data platform and processes. How you’ll measure success: Data reliability & SLAs: % successful pipeline runs, adherence to freshness SLAs for core datasets, and reduction in data-related incidents impacting stakeholders. Platform quality & efficiency: Reductio

PythonSQLAWSCI/CD
C-
📍 New York, New York, United States· Full-time
✓ High-confidence listing

$150K – $180K/yr

Quick readStrong listing-quality and freshness signals

CLEAR is building THE secure identity company of the future. Our mission is to make experiences safer and easier—physically and digitally. With more than 43 million Members and a growing network of partners across the world, CLEAR's secure identity platform is transforming the way people live, work, and travel. Whether it’s at the airport, stadium, or throughout your everyday life, CLEAR unlocks the magic of frictionless experiences. CLEAR is looking for a modern, highly strategic communications leader to drive earned media and bring our biggest partnerships, products, and company moments to market. You’ll build a proactive communications engine across CLEAR1, CLEAR+, and other key initiatives, developing the strategy while rolling up your sleeves to write, pitch, launch, and execute the work. What you'll do: Own communications approach and execution for major CLEAR announcements, partnerships and launches across CLEAR1, CLEAR+, and other priority areas of the business Build and maintain strong relationships with national, business, technology, travel and trade media, as well as new media types, proactively developing stories and opportunities that drive awareness, consideration and understanding of CLEAR Turn business priorities into compelling narratives and integrated communications plans, identifying how earned media, executive visibility, partners, owned channels and other communications levers can work together to maximize impact Lead announcements from idea through execution, developing messaging, writing press materials, pitching media, preparing spokespeople, coordinating internal and external stakeholders and ensuring flawless launch execution Build the processes, rhythms and tools that make CLEAR’s communications function increasingly proactive and scalable, creating visibility into upcoming moments and identifying opportunities to tell a bigger, more connected CLEAR story How you'll measure success: Quality, relevance and reach of earned me

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

$225K – $275K/yr

Quick readStrong listing-quality and freshness signals

CLEAR is building THE secure identity company of the future. Our mission is to make experiences safer and easier—physically and digitally. With more than 43 million Members and a growing network of partners across the world, CLEAR's secure identity platform is transforming the way people live, work, and travel. Whether it’s at the airport, stadium, or throughout your everyday life, CLEAR unlocks the magic of frictionless experiences. We’re looking for a strategic and execution-oriented Senior Director, Revenue Operations to lead and scale the operational backbone of our B2B organization. Sitting within B2B Operations, this role will own the strategy, architecture, and optimization of our revenue systems, processes, and analytics across Sales, Customer Success, and Marketing. You will serve as a key partner to B2B leadership, driving operational rigor, scalable infrastructure, and data-driven decision-making to accelerate revenue growth. You will define the roadmap for revenue systems, lead cross-functional initiatives, and build the foundation for long-term scale. What you'll do: Define and execute the B2B Revenue Operations roadmap in alignment with C1 growth objectives Act as a strategic partner to B2B leadership on forecasting, pipeline health, performance metrics, and operational investments. Establish scalable processes that improve conversion, velocity, forecasting accuracy, and revenue predictability at scale. Lead the redesign of Salesforce to support complex B2B sales motions, with hands-on responsibility for system configuration, reports, and dashboards Architect and optimize the full revenue tech stack (Salesforce, Outreach, ZoomInfo, HubSpot, Gong, LinkedIn Sales Navigator, etc.) Maintain data quality (deduplication, enrichment, normalization), build and evolve reporting frameworks, and troubleshoot integration issues across the revenue tech stack when they arise. Create and maintain internal documentation, runbooks, and training materials; support enabl

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

$180K – $220K/yr

Quick readStrong listing-quality and freshness signals

CLEAR is building THE secure identity company of the future. Our mission is to make experiences safer and easier—physically and digitally. With more than 43 million Members and a growing network of partners across the world, CLEAR's secure identity platform is transforming the way people live, work, and travel. Whether it’s at the airport, stadium, or throughout your everyday life, CLEAR unlocks the magic of frictionless experiences. We’re looking for a Data Engineer II to help us build the next generation of products which will go beyond just ID and enable our members to leverage the power of a networked digital identity. As a Data Engineer at CLEAR, you will participate in the design, implementation, testing, and deployment of applications to build and enhance our platform- one that interconnects dozens of attributes and qualifications while keeping member privacy and security at the core. A brief highlight of our tech stack: SQL / Python / Looker / Snowflake / dbt What you'll do: Build a scalable data system in which Analysts and Engineers can self-service changes in an automated, tested, secure, and high-quality manner Build processes supporting data transformation, data structures, metadata, dependency and workload management Develop and maintain data pipelines to collect, clean, and transform data (owning end to end data product from ingestion to visualization) Develop and implement data analytics models Partner with product and other stakeholders to uncover requirements, to innovate, and to solve complex problems Have a strong sense of ownership, responsible for architectural decision-making and striving for continuous improvement in technology and processes at CLEAR What you're great at: 4+ years of data engineering experience Working with cloud-based application development, and be fluent in at least a few of: Cloud services providers like AWS Data pipeline orchestration tools like Airflow, Dagster, Luigi, etc Big data tools like Spark, Ka

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

$180K – $230K/yr

Quick readStrong listing-quality and freshness signals

CLEAR is building THE secure identity company of the future. Our mission is to make experiences safer and easier—physically and digitally. With more than 43 million Members and a growing network of partners across the world, CLEAR's secure identity platform is transforming the way people live, work, and travel. Whether it’s at the airport, stadium, or throughout your everyday life, CLEAR unlocks the magic of frictionless experiences. The Director, Technical Recruiting will lead CLEAR’s technical recruiting strategy and team, partnering closely with our CTO and senior technology leaders to translate business priorities and workforce plans into an effective talent strategy. You’ll lead and develop a high-performing team of Technical Recruiters while using data, market intelligence, and recruiting expertise to attract exceptional talent and deliver against CLEAR’s most critical technical hiring needs. What you'll do: Lead CLEAR’s technical recruiting strategy and team, ensuring hiring priorities, resources, and recruiting efforts are aligned to the needs of the business Partner with the CTO and senior technology leaders to understand organizational priorities, anticipate talent needs, and develop strategic hiring plans Coach, develop, and lead a high-performing team of Technical Recruiters, establishing clear expectations and raising the bar for recruiting execution and candidate experience Leverage recruiting data, talent market intelligence, and business insights to influence hiring strategies, identify opportunities, and advise leaders on how to attract and hire exceptional technical talent Build trusted relationships across Technology and the People team while continuously improving recruiting processes, practices, and approaches to deliver against evolving business needs How you'll measure success: Achievement of technical hiring plans across priority roles and teams Quality of hire, offer acceptance, and candidate experience Recruiting efficiency, including time

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

$275K – $350K/yr

Quick readStrong listing-quality and freshness signals

CLEAR is building THE secure identity company of the future. Our mission is to make experiences safer and easier—physically and digitally. With more than 43 million Members and a growing network of partners across the world, CLEAR's secure identity platform is transforming the way people live, work, and travel. Whether it’s at the airport, stadium, or throughout your everyday life, CLEAR unlocks the magic of frictionless experiences. The Engineering Manager, CLEAR1 Strategic Partnerships Platform (StratP) is responsible for leading the engineering team that builds partner integrations, healthcare-related workflows, identity and authentication capabilities, and reusable platform improvements that strengthen CLEAR1’s customer offerings. In this role, you’ll drive execution, technical direction, and team development across a high-leverage platform area, turning strategic partner and market needs into scalable, reliable capabilities that improve delivery quality and create long-term business value. What you’ll do: Lead, coach, and develop engineers through hiring, feedback, performance management, and career growth Drive roadmap execution by setting priorities, running strong planning cadences, and delivering against CLEAR1 business commitments Partner across Product, Design, Operations, and Engineering to translate partner and customer needs into scalable platform capabilities Lead delivery across work spanning partner integrations, healthcare-related workflows, identity and authentication capabilities, and reusable platform improvements for CLEAR1 Guide architecture, technical tradeoffs, and dependency management to improve reliability, speed, and long-term platform leverage How you’ll measure success: Improved roadmap predictability and delivery against planned commitments Clearer prioritization and stronger execution across competing demands and shared dependencies Better ownership clarity across partner-facing integrations, identity flows, and customer-facing platf

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

$325K – $500K/yr

Quick readStrong listing-quality and freshness signals

CLEAR is building THE secure identity company of the future. Our mission is to make experiences safer and easier—physically and digitally. With more than 43 million Members and a growing network of partners across the world, CLEAR's secure identity platform is transforming the way people live, work, and travel. Whether it’s at the airport, stadium, or throughout your everyday life, CLEAR unlocks the magic of frictionless experiences. We're looking for Staff Software Engineers to help build the next generation of CLEAR's identity platform. Beyond verifying identity, we're creating a secure, networked digital identity that enables seamless experiences across travel, enterprise, healthcare, financial services, and beyond. As a Staff Software Engineer, you'll own complex technical problems from design through deployment, partnering closely with Product, Design, Security, and Operations to deliver reliable, scalable solutions. We're looking for engineers with a strong builder mindset who thrive in ambiguity, take ownership, and enjoy turning ideas into production systems. Level and team matching (open roles across the three pillars that make up Technology at CLEAR: Core Identity, CLEAR1 , and CLEAR Travel ) will occur towards the end of our interview process. Tech stack overview: Java / Python / React / Typescript What Sets Staff Engineers Apart Staff Engineers at CLEAR operate beyond a single team. They influence technical strategy across multiple products, shape architectural direction, identify opportunities before they become problems, and drive alignment across organizations. They are trusted partners to Engineering and Product leadership, consistently delivering high-impact technical solutions while developing the engineers around them and raising the quality of execution across the organization. What you’ll do: Design, build, test, and deploy scalable full-stack applications that power CLEAR's identity platform. Own projects end-to-end from technical discovery and

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

$435K – $535K/yr

Quick readStrong listing-quality and freshness signals

CLEAR is building THE secure identity company of the future. Our mission is to make experiences safer and easier—physically and digitally. With more than 43 million Members and a growing network of partners across the world, CLEAR's secure identity platform is transforming the way people live, work, and travel. Whether it’s at the airport, stadium, or throughout your everyday life, CLEAR unlocks the magic of frictionless experiences. We are seeking a collaborative, strategic, and execution-focused engineering leader to shape the digital experiences that millions of people have with CLEAR. As a Director of Engineering, you will lead multiple engineering teams responsible for building and scaling our consumer products across the CLEAR mobile app, website, digital enrollment experiences, marketing technology, and Concierge platform. You'll partner closely with Product, Design, Marketing, and business leaders to create intuitive, high-performing experiences that drive acquisition, engagement, conversion, and member satisfaction. The ideal candidate combines strong technical leadership with a deep understanding of consumer product development, building high-performing teams that move quickly while maintaining quality, reliability, and operational excellence. What You'll Do: Lead and grow multiple engineering teams responsible for CLEAR's consumer experiences across mobile, web, marketing technology, and Concierge products. Define and execute the technical strategy for customer-facing applications, ensuring scalable, reliable, and performant experiences that delight millions of members. Partner closely with Product, Design, Marketing, and Business stakeholders to prioritize roadmaps that improve acquisition, conversion, engagement, retention, and member satisfaction. Drive engineering excellence by establishing best practices around architecture, delivery, quality, observability, and operational performance. Build highly collaborative relationships across Engineering, Pro

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

From $1.7M/yr

Quick readStrong listing-quality and freshness signals

CLEAR is building THE secure identity company of the future. Our mission is to make experiences safer and easier—physically and digitally. With more than 43 million Members and a growing network of partners across the world, CLEAR's secure identity platform is transforming the way people live, work, and travel. Whether it’s at the airport, stadium, or throughout your everyday life, CLEAR unlocks the magic of frictionless experiences. The Senior Manager, Operations Program Strategy will build and lead the operating system that enables CLEAR’s field organization and Aviation leadership team to execute consistently and scale effectively. You’ll own the standards, program governance, strategic planning, initiatives organization, and change management that connect Central Operations with the field—ensuring programs are ready before launch, priorities stay aligned, and change lands successfully across all Aviation programs. What you'll do: Drive Central Operations strategic planning and rhythms of business, including OKRs, program management, Monthly Business Reviews, annual planning and budgeting, and cross-functional strategic initiatives Build and lead CLEAR’s Operations change management and field communications framework, ensuring changes are thoughtfully planned, clearly communicated, appropriately sequenced, and consistently executed across a distributed field organization and leadership team Define and maintain CLEAR’s field operating standards, including SOPs, role expectations, quality assurance frameworks, and accountability measures across the field organization Lead program governance for Operations, establishing clear stage gates, readiness criteria, launch requirements, feedback loops, and field intake processes that enable successful execution of new programs and initiatives Serve as the integration point across Aviation programs, aligning cross-functional stakeholders and sequencing field-facing priorities to create a consistent operating experienc

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

$230K – $250K/yr

Quick readStrong listing-quality and freshness signals

OVERVIEW: The Insights product is an offering for Guidepoint's institutional investment and corporate clients, now in its 9 th year, that offers teleconferences, surveys, in-person events, and AI-facilitated data and content. The teleconferences live in an online library portal, which covers a wide of industries/topics that enables our clients to make informed decisions. All content features experts from Guidepoint’s proprietary global network and is conceptualized and hosted by former investment professionals (i.e. hedge fund analysts), sell-side equity research analysts, and industry professionals. This is a hybrid position based in our New York City office. What you'll do: Build and lead a high-caliber research team: Recruit, develop, and manage a group of analysts producing differentiated, investor-grade insights across the technology, media and telecom (TMT) space, with full ownership over research quality, agenda-setting, and output. Own the research strategy and content roadmap: Define what gets covered and why—shaping expert calls, thematic work, and proprietary content aligned with real-time public equity investor demand Drive business growth and AI-enabled innovation: Partner with commercial and product teams to launch new research offerings, leveraging AI to scale insight generation, enhance workflows, and create differentiated products for institutional investor clients. What you have: Bachelor’s degree or Master’s degree Minimum 10 years of sell-side or buy-side analyst experience Must follow bottoms-up, fundamental approach to investment research focusing on individual companies Has covered all parts of the global TMT sector (Enterprise Software, Hardware & Semis and Consumer Internet); candidates must be current on company/industry knowledge Ability to work in a fast-paced entrepreneurial environment Outgoing personality with the ability to speak with people at all professional levels Intellectual curiosity and desire

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

We are investing in agentic AI and need a Senior AI Engineer to lead the design and delivery of these systems. This is a foundational hire: you will own both the agent-facing workstreams — pipelines, orchestration, conversational interfaces — and the underlying context layer that makes them reliable, including memory management, knowledge graph integration, and retrieval infrastructure. You will work closely with data engineers, project leads, and client stakeholders, and play a key role in shaping how Lynx builds and ships AI solutions at scale. What This Involves: Lead the architecture and delivery of agentic AI systems end-to-end: agents, orchestration, tool use, and multi-step reasoning workflows. Own the context layer: design and implement memory architectures (episodic, semantic, working memory) and integrate GraphRAG and knowledge graph retrieval into agentic pipelines. Build robust RAG systems — including vector retrieval, graph traversal, and hybrid search — and ensure retrieval quality through evaluation frameworks. Translate client requirements into technical designs, presenting approaches and trade-offs to both technical and non-technical stakeholders. Define standards and reusable patterns for agentic AI development that other engineers at Lynx can build on. Set up observability, evaluation, and monitoring pipelines to ensure AI systems perform correctly in production. Requirements: 5–8 years of software or ML engineering experience, with at least 2–3 years building LLM-based or agentic AI systems in production. Deep hands-on experience with agentic frameworks (LangChain, LlamaIndex, AutoGen, CrewAI, or similar) and LLM APIs (OpenAI, Anthropic, etc.). Strong understanding of agent design patterns: ReAct, planning loops, tool use, multi-agent coordination, and memory architectures. Practical experience with GraphRAG or knowledge graph-based retrieval (e.g., Neo4j, Microsoft GraphRAG) and vector databases (Pinecone, Weaviate, Qdrant, etc.). Proficiency in

PythonReactDockerKubernetes
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📍 CA, United States· Full-time
✓ High-confidence listing

From $146.5K/yr

Quick readStrong listing-quality and freshness signals

WHAT IS BOX? Box (NYSE:BOX) is the leader in Intelligent Content Management. Our platform enables organizations to fuel collaboration, manage the entire content lifecycle, secure critical content, and transform business workflows with enterprise AI. We help companies thrive in the new AI-first era of business. Founded in 2005, Box simplifies work for leading global organizations, including JLL, Morgan Stanley, and Nationwide. Box is headquartered in Redwood City, CA, with offices across the United States, Europe, and Asia. By joining Box, you will have the unique opportunity to continue driving our platform forward. Content powers how we work. It’s the billions of files and information flowing across teams, departments, and key business processes every single day: contracts, invoices, employee records, financials, product specs, marketing assets, and more. Our mission is to bring intelligence to the world of content management and empower our customers to completely transform workflows across their organizations. With the combination of AI and enterprise content, the opportunity has never been greater to transform how the world works together and at Box you will be on the front lines of this massive shift. WHY BOX NEEDS YOU We are looking for a GTM Engineer to join our Marketing Technology team and help build the systems, processes, and data foundation that power modern go-to-market execution. In this role, you will design and scale the data, automation, and technology capabilities that enable more effective marketing and GTM programs. You will build reliable workflows that improve data quality, connect systems, streamline operations, and turn insights into timely action across the customer lifecycle. You will also help implement AI-powered solutions using platforms such as ChatGPT, Claude, and Gemini, including agents that improve research, automation, personalization, and team productivity. You will partner closely with Enterprise Systems, Data Science, Sal

AIGoExcelMarketing
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📍 San Francisco, California, United States· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Instawork is on a mission to create meaningful economic opportunities for skilled hourly professionals in communities around the globe. Our AI-powered labor marketplace helps local businesses scale, and enables global technology companies to push the frontiers of robotics and AI. Backed by world-class investors like Benchmark, Spark Capital, Craft Ventures, Greylock, Y Combinator, and others, we’re looking for exceptional talent to reimagine the way the world works. We are looking for a highly organized, thoughtful, and execution-focused People Operations Manager to join our People team. This is a manager-level individual contributor role responsible for owning and continuously improving the core People operations that support our employees throughout their lifecycle. As we invest in how AI can improve the way we work, we are looking for someone who brings an AI-enabled mindset to People Operations—constantly looking for ways to simplify work, automate processes, and build more scalable employee experiences. Key Responsibilities People Operations & Employee Lifecycle Own the end-to-end employee lifecycle, including onboarding, employee changes, leaves, and offboarding, ensuring a seamless and high-quality employee experience. Manage and continuously improve People Operations processes, workflows, documentation, and internal resources. Serve as a primary point of contact for employees on People-related questions, policies, benefits, leaves, and workplace resources. Partner with Finance, IT, Recruiting, Legal, and other teams to ensure People processes and employee changes are executed accurately and on time. HRIS, Data & Compliance Own the day-to-day administration and data integrity of our HRIS, including employee records, job and compensation changes, and organizational data. Conduct regular audits and maintain People reporting to ensure data is accurate, complete, and compliant and to identify trends and opportunities for improvement. Support HR compliance

RestAIGoRust
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Relocation support. Relocation assistance is stated. This does not establish visa sponsorship.
📍 San Francisco, California, United States· Full-time
✓ High-confidence listingCompany trend -83.9%
Quick readStrong listing-quality and freshness signals

About the Team The Product & Platform teams at OpenAI are responsible for delivering the company’s most impactful offerings—such as ChatGPT, our API platform, and new enterprise capabilities—to a global and diverse customer base. These systems must perform at scale and deliver exceptional experiences to developers, consumers, and businesses alike. The ChatGPT Multimodal team works across voice, image generation, and other multimodal experiences to turn frontier research capabilities into reliable products. The team connects product usage and failure patterns with research, evaluation, data, inference, capacity, and external partnerships so that model and product improvements translate into better experiences for users. About the Role We are seeking a Technical Program Manager to build the flywheel that helps ChatGPT multimodal products learn from real-world usage and improve quickly. You will lead programs spanning production-signal mining, evaluation and data pipelines, research-to-production parity, multimodal capacity planning, and complex cross-functional dependencies for voice and image-generation launches. You will work closely with product engineering, research, Human Data, inference and capacity teams, safety partners, and external vendors or product partners. Success requires technical depth, strong systems thinking, comfort with ambiguity, and the ability to turn fragmented or manual work into durable mechanisms that teams adopt. This role is based in San Francisco, CA. We use a hybrid work model of 3 days in the office per week and offer relocation assistance to new employees. In this role, you will: Build a system for mining production conversations and product signals to identify representative multimodal workflows, user needs, and failure modes. Establish and maintain evaluations for the highest-priority multimodal behaviors and use cases, with clear coverage, quality standards, and ownership. Package production signals into decision-ready data and

AWSRestMachine LearningAI
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