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Lead Industry Manager in San Francisco

564 active opportunities · Updated October 2026

Explore current lead industry manager jobs in San Francisco. Filter by work mode, employment type, experience, department, date posted and distance.

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📍 San Francisco, California, United States· Full-time
✓ High-confidence listingCompany trend -82%
Quick readStrong listing-quality and freshness signals

About the Team Safety Systems manages the complete lifecycle of safety efforts for OpenAI’s frontier models, ensuring our models are deployed responsibly and have a positive impact on society. Our work spans diverse research and engineering initiatives—from system-level safeguards and model training to evaluation and red-teaming—all aimed at mitigating misuse, misalignment, and maintaining our high bar for safety. We lead OpenAI's commitment to developing and deploying safe Artificial General Intelligence (AGI), fostering a culture of trust, responsibility, and transparency. Our goal is to continuously learn from deployments, distribute AI’s benefits widely, and ensure that powerful tools remain aligned with human values and safety considerations. About the Role We are hiring a Product Manager to focus on risk related to multimodal models. In this role, you will drive initiatives which ensure that OpenAI’s audio, image, and video deployments are safe, impactful, and aligned with user needs and technical innovation. You will clarify strategic priorities, develop safety-focused product roadmaps, and collaborate closely with AI researchers, software engineers, policy experts, and cross-functional partners. This role suits a proactive, technically skilled product manager adept at adversarial thinking and excited to tackle challenging, ambiguous problems through structured analysis and collaborative decision-making. This position is based in San Francisco, CA, with relocation assistance available. In this role, you will: Partner closely with AI research, engineering, data science, policy teams, and other stakeholders to embed safety throughout the development and deployment of multimodal AI models - such as GPT-Live and ChatGPT Images - as well as multimodal capabilities in frontier AI models. Develop comprehensive frameworks for understanding and mitigating deployment safety risks, drawing on data analysis, expert consultation, and adversarial assessments. Define strate

AWSRestAIGo
O
📍 San Francisco, California, United States· Full-time· Remote
✓ High-confidence listingCompany trend -82%
Quick readStrong listing-quality and freshness signals

About the role OpenAI is building a world-class global mobility and immigration program—agile, compliant, technology-enabled, and designed to help exceptional people work where they can have the greatest impact. In this role, you will lead high-impact strategic initiatives, including U.S. permanent residence strategy, M&A, organizational change, and global expansion. This is a senior individual-contributor role for a builder who can translate legal and operational complexity into clear, practical solutions. Reporting to the Head of Global Mobility & Immigration, you will partner with the broader team and lead through expertise and influence across Legal, Corporate Development, Recruiting, People, Finance, business teams, and external counsel to turn emerging business needs into scalable programs, policies, and durable controls. What you'll do Set the roadmap, principles, governance, and operating model for priority global mobility and immigration initiatives. Lead the U.S. permanent residence strategy, including PERM planning, controls, communications, compliance and continuous improvement. Own immigration and mobility workstreams for M&A, divestitures, restructurings, entity changes, and new-market entry—from diligence through integration. Lead global expansion strategy, ensuring work authorization, business travel, and compliance in rapidly growing international jurisdictions. Build reusable playbooks, decision frameworks, risk assessments, and change-management plans. Partner with Legal, Corporate Development, Recruiting, People, Finance, and business leaders to identify implications early and drive sound decisions. Establish dashboards and program-health measures covering compliance, cycle time, quality, cost, vendor performance, and employee experience. Manage external counsel and vendor partners through clear service levels, quality standards, budgets, and outcomes. Use systems, automation, and AI-enabled tools to improve case handling, documentati

AWSRestAgileAI
O
📍 San Francisco, California, United States· Full-time· Remote
✓ High-confidence listingCompany trend -82%
Quick readStrong listing-quality and freshness signals

About the Team OpenAI’s Communications team is responsible for helping people understand our mission, technology, and impact. The team works across the company to communicate clearly and thoughtfully with a wide range of audiences in a rapidly evolving environment. Within Communications, the Strategy & Systems team is building a new model for how communications organizations operate—combining strong strategic judgment, effective operating systems, and the growing capabilities of AI. We design the frameworks, tools, and ways of working that help the broader team focus on its highest-impact priorities and execute them effectively. About the Role We are looking for a Strategy & Operations Manager to help make this operating model real. You will translate priorities into action, lead high-impact initiatives from idea through implementation, and design better ways for the Communications team to work. You will take ownership of complex projects that require clear thinking, strong follow-through, and a willingness to challenge how work has traditionally been done. You will partner with senior leaders, technical builders, and cross-functional teams to bring structure to ambiguous problems, strengthen execution, and apply AI in practical ways that improve how the organization operates. This role is based in San Francisco, CA. We use a hybrid work model of three days in the office per week and offer relocation assistance to new employees. In this role, you will: Lead strategic initiatives and special projects across Communications, turning ambiguous opportunities into clearly defined problems, aligned plans, and successful implementation. Help shape how the team sets priorities, makes decisions, and follows through on its most important work—including launches, campaigns, reactive moments, and longer-term initiatives. Design an AI-forward approach to project and program management, building systems that maintain momentum, surface risks early, and make ownership and de

Artificial IntelligenceAI
O
📍 San Francisco, California, United States· Full-time· Remote
✓ High-confidence listingCompany trend -82%
Quick readStrong listing-quality and freshness signals

About the Role OpenAI is building a scalable global mobility tax program that enables employees and the business to move quickly while managing tax compliance, risk, and employee experience. As Global Mobility Tax Manager, you will own the strategy and operating model for mobility tax across international and domestic business travel, assignment planning, cross-border moves, and other priority mobility scenarios. This is a high-impact role for a builder who can translate complex tax requirements into clear policies, durable controls, and practical employee and business guidance. You will lead through expertise and influence across Payroll, Corporate Tax, Finance, Legal, People, business teams, and external advisors. In this role, you will: Set the global mobility tax framework, principles, governance, and service model in partnership with Corporate Tax teams. Build clear policies and decision frameworks for international and domestic business travel, assignment planning, cross-border transfers, and other mobility scenarios. Design the end-to-end operating model, including ownership, handoffs, controls, escalations, employee communications, and vendor responsibilities. Partner with Payroll, Corporate Tax, Finance, Legal, People, and business leaders to identify tax implications early and support sound workforce decisions. Establish reporting, dashboards, program health metrics, and issue-management routines that surface risk and drive timely remediation. Automate high-volume workflows and use AI-enabled tools to improve case handling, documentation, data quality, and employee support. Manage external tax advisors and vendor partners, service quality, and delivery against agreed standards, timelines, and outcomes. Monitor regulatory and business changes, assess program impact, and continuously strengthen policies and controls. You might thrive in this role if you: Bring 8+ years of experience in global mobility tax, expatriate tax, business-traveler compliance, or a c

Artificial IntelligenceAIFinancePayroll
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📍 San Francisco, California, United States· Full-time· Remote
✓ High-confidence listingCompany trend -80.4%
Quick readStrong listing-quality and freshness signals

ABOUT BASETEN Baseten powers mission-critical inference for the world's most dynamic AI companies, like Cursor, Notion, OpenEvidence, Abridge, Clay, Gamma and Writer. By uniting applied AI research, flexible infrastructure, and seamless developer tooling, we enable companies operating at the frontier of AI to bring cutting-edge models into production. We're growing quickly and recently raised our $1.5B Series F , led by Altimeter Capital, Conviction Partners, and Spark Capital. Join us and help build the platform engineers turn to to ship AI products. THE ROLE We're hiring a Sales Development Manager to lead the team of SDRs generating pipeline for our North American sales org. You'll own the day-to-day leadership of the team — coaching reps, aligning with AEs and sales leadership, holding a high bar on execution, hiring, and building the systems that make the team consistently productive. Our market is new and evolves by the day, and our buyers are hyper-technical. Prospecting at Baseten means earning credibility with that audience, and coaching a team to do it at scale. The right person for this role is a coach and a builder — someone who gets energy from developing people, is obsessive about execution, and wants to define what world-class pipeline generation looks like when the product, the buyers, and the sales motion are all AI-native. RESPONSIBILITIES Lead, coach, and develop a team of SDRs responsible for opening doors with the next wave of Baseten customers. Own the team's pipeline generation targets and drive consistent execution against weekly, monthly, and quarterly goals. Build and refine outbound strategies, messaging, and frameworks across a wide range of accounts, tuned to a technical audience. Run 1:1s, team meetings, training, and pipeline reviews that make reps measurably better week over week. Partner with AEs and sales managers on account strategy, lead quality, and handoff processes. Analyze pipeline data to identify what's working, diagnose wha

Machine LearningAIGoMarketing
O
📍 San Francisco, California, United States· Full-time
✓ High-confidence listingCompany trend -82%
Quick readStrong listing-quality and freshness signals

About the team The Partnerships team supports OpenAI’s mission by building and managing external relationships that expand product reach, accelerate adoption, strengthen strategic capabilities, and help the company scale responsibly. We partner across the organization to develop ecosystem strategy, create shared value, and support relationships that are critical to OpenAI’s growth. About the role We’re looking for a Partnerships Manager to lead high-impact relationships across technology, product, go-to-market, and operations. You’ll manage a portfolio of strategic external partners—including technology platforms, distribution channels, service providers, and other ecosystem partners—and work closely with internal teams to turn business needs into effective partnership strategies. This role combines relationship management, commercial judgment, and hands-on execution. You’ll help evaluate new partners, negotiate agreements, improve existing programs, and create the operating mechanisms needed to manage partnerships at scale. This role is based in San Francisco or New York in office 3 days a week. In this role, you will Own and deepen relationships with key strategic and ecosystem partners. Develop partnership strategies aligned with OpenAI’s product, go-to-market, and operational priorities. Source, evaluate, and onboard new partners and service providers. Lead commercial negotiations in partnership with Legal, Business Operations, Procurement, Security, and other stakeholders. Translate complex business requirements into clear partner selection criteria and operating plans. Establish performance metrics, governance processes, and regular business reviews for strategic relationships. Identify opportunities to improve economics, service quality, resilience, and scalability across the partner portfolio. Coordinate cross-functional initiatives involving Sales, Product, Engineering, Legal, Security, Marketing, Business Operations, and other partner-facing teams. Monitor

AWSRestAIGo
O
📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend -82%

About the Team OpenAI's Enterprise team builds AI-powered enterprise products and shared platform capabilities that help organizations put advanced AI to work securely and at scale. Our work spans enterprise workflows, agent experiences, integrations, identity, administration, security, governance, and deployment. About the Role As a Technical Program Manager on Enterprise, you will lead the technical strategy and execution behind the products and shared capabilities that make ChatGPT, Codex, and future OpenAI products useful, secure, and scalable for organizations. You will translate customer needs, competitive dynamics, and product priorities into actionable plans, influence architectural direction, and deliver durable capabilities across application, platform, and infrastructure layers. The role requires deep technical fluency, strong product judgment, and the ability to move between hands-on execution and broader enterprise strategy. 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: Drive technical strategy and execution for enterprise product and AI workflow initiatives, from design through implementation, launch, customer rollout, and iteration. Partner with engineering teams to influence architectural direction, interface definitions, and implementation tradeoffs across full-stack products, APIs, integrations, and shared platform systems. Translate enterprise customer requirements into actionable product priorities across AI-powered workflows, agent experiences, integrations, permissions, data access, evaluations, identity, security, governance, and deployment readiness. Represent the needs of enterprise buyers, IT administrators, security teams, business leaders, developers, and end users in product and technical decisions. Identify adoption barriers, competitive gaps, and opportunities to make OpenAI products easier for organizations

AWSRestAIGo
O
📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend -82%

About the Team OpenAI’s mission is to ensure that artificial general intelligence benefits all of humanity. Our product teams work across research, engineering, product, data, and design to bring OpenAI’s technology to people and businesses around the world. Design plays a critical role in making powerful AI intuitive, useful, and trustworthy. We hold a high bar for quality and build experiences that earn users’ confidence, while moving quickly and learning from real-world feedback. We favor early validation and continuous refinement over waiting until every detail is perfect. About the Role We’re looking for a Product Design Leader to shape how startups, small businesses, and growing teams discover, adopt, and unlock lasting value from Codex and ChatGPT. You’ll lead design across the B2B growth journey, creating experiences that turn the potential of AI into meaningful, everyday impact for this user base. This role is a mix of team leadership and hands-on design execution. You’ll lead and develop a small team of designers, contribute directly to high-impact projects, and help set the standard for impactful, simple, user-centric experiences. You balance exceptional craft with momentum, creating a culture where the team launches, learns, and improves quickly. You already use tools such as Codex to extend what you can build. As a leader, you help designers strengthen their judgment, confidence, and influence through clear and actionable feedback. You’re also a highly effective cross-functional partner who brings people together, navigates ambiguity, and builds alignment through clear communication and collaborative problem-solving. Codex is on an extraordinary trajectory, and this role offers a rare opportunity to work across both sides of the product: the consumer experiences through which people first discover and adopt our technology, and the business experiences that help teams use it together. You’ll bring a high bar for craft, strong product judgment, and comfor

AWSRestAIGo
O
📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend -82%

About the Team OpenAI’s mission is to ensure that artificial general intelligence benefits all of humanity. Safely delivering increasingly capable AI systems requires scalable technical safeguards, clear ownership of emerging risks, rigorous deployment readiness, and close coordination across research, engineering, product, operations, legal, policy, and external partners. Our Technical Program Managers lead complex, high-stakes initiatives that turn safety commitments into deployed systems and measurable outcomes. We work across model development, infrastructure, product, and operational response to help ensure our technology is deployed responsibly and cannot be used to cause serious real-world harm. About the Role We’re seeking Technical Program Managers to drive complex product, platform, and safety initiatives across ChatGPT, API, enterprise, and related deployment environments. These roles operate at the intersection of technical strategy and execution: you will turn safety and product priorities into actionable plans, influence architectural and operational decisions, and deliver durable capabilities across model, infrastructure, application, and platform layers. Depending on the role, you may enable sensitive or high-impact model deployments, integrate safeguards into cloud and API platforms, prevent violent misuse and other serious harms, improve detection and enforcement systems, create platform solutions for safety or establish new programs as risks evolve. You will partner deeply with engineers, researchers, product managers, and operational teams while communicating technical tradeoffs and program decisions to senior leadership. You bring technical fluency, product judgment, and a strong execution record. You’re comfortable navigating ambiguity, advocating for users and developers, balancing safety with model usefulness, and leading cross-functional work with urgency, rigor, and empathy. Specific focus areas and scope will vary by opening and level. Thi

AWSRestMachine LearningAI
B
📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend -80.4%

ABOUT BASETEN Baseten powers mission-critical inference for the world's most dynamic AI companies, like Cursor, Notion, OpenEvidence, Abridge, Clay, Gamma and Writer. By uniting applied AI research, flexible infrastructure, and seamless developer tooling, we enable companies operating at the frontier of AI to bring cutting-edge models into production. We're growing quickly and recently raised our $1.5B Series F , led by Altimeter Capital, Conviction Partners, and Spark Capital. Join us and help build the platform engineers turn to to ship AI products. THE ROLE Lead large-scale brand campaigns across digital, events, and out-of-home. Partner with engineering and product marketing on major product launches. Turn complex technical ideas into clear, compelling visual communication. Evolve the Baseten visual identity into a brand system that scales. Own projects end-to-end, from concept through launch, collaborating directly with marketing, product, engineering, and leadership. Shape our employer brand and help define how new hires experience Baseten. Raise the bar for craft across every customer touchpoint. ABOUT YOU You have a portfolio of exceptional work with outstanding visual craft and attention to detail. You care deeply about quality and sweat the details. You communicate ideas clearly and thrive in collaborative environments. You know when to build systems, not just execute on assets. You default to ownership and are comfortable leading highly cross-functional projects from concept through launch. You're excited by technical products and know how to make complex ideas feel consumable without oversimplifying them. You thrive in a fast-moving environment with a high bar for quality. You have strong opinions about design and can articulate why something works - and why it doesn't. BONUS Motion design and animation experience Experience designing for developers or highly technical audiences. BENEFITS Competitive compensation, including meaningful equity. 100% covera

GitMachine LearningAI
B
📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend -80.4%

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

DockerMachine LearningAIGo
B
📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend -80.4%

ABOUT BASETEN Baseten powers mission-critical inference for the world's most dynamic AI companies, like Cursor, Notion, OpenEvidence, Abridge, Clay, Gamma and Writer. By uniting applied AI research, flexible infrastructure, and seamless developer tooling, we enable companies operating at the frontier of AI to bring cutting-edge models into production. We're growing quickly and recently raised our $1.5B Series F , led by Altimeter Capital, Conviction Partners, and Spark Capital. Join us and help build the platform engineers turn to to ship AI products. THE ROLE We are seeking a Sales Manager to help lead a team of Strategic Account Executives. This person will be responsible for building and coaching a team of high-performing sales reps, driving revenue growth, and partnering closely with product and engineering to bring our cutting-edge AI infrastructure to customers. RESPONSIBILITIES Lead and mentor a team of Strategic Account Executives to consistently exceed pipeline and revenue goals. Help define and execution on go-to-market strategy for our fastest growing customer segment. Collaborate cross-functionally with Marketing, Product, and Engineering to align customer needs with Baseten’s product roadmap. Be deeply engaged with the product, enabling reps to have highly technical conversations with prospects and customers. Foster a culture of accountability, learning, and collaboration within the sales team. REQUIREMENTS 6+ years of closing sales experience, with 2+ years in management leading high-performing teams. Strong technical acumen, ideally with background in AI infrastructure, cloud infrastructure, or developer platforms. Comfortable operating in the weeds with technical products and guiding reps through complex deals. Proven track record of success in Strategic/Enterprise sales environments. Based in San Francisco or New York and open to coming in office at least 3 days per week (Tuesday-Thursday). BENEFITS Competitive compensation, including meaningful equ

Machine LearningAIGo
B
📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend -80.4%

ABOUT BASETEN Baseten powers mission-critical inference for the world's most dynamic AI companies, like Cursor, Notion, OpenEvidence, Abridge, Clay, Gamma and Writer. By uniting applied AI research, flexible infrastructure, and seamless developer tooling, we enable companies operating at the frontier of AI to bring cutting-edge models into production. We're growing quickly and recently raised our $1.5B Series F , led by Altimeter Capital, Conviction Partners, and Spark Capital. Join us and help build the platform engineers turn to to ship AI products. THE ROLE We are seeking a Sales Manager to help lead a team of Account Executives within our Startups segment. This hire will be responsible for building and coaching a team of high-performing sales reps, driving revenue growth, and partnering closely with product and engineering to bring our cutting-edge AI infrastructure to customers. RESPONSIBILITIES Lead and mentor a team of Startups Account Executives to consistently exceed pipeline and revenue goals. Help define and execution on go-to-market strategy for our fastest growing customer segment. Hire and scale the team by recruiting, interviewing, and onboarding top talent Collaborate cross-functionally with Marketing, Product, and Engineering to align customer needs with Baseten’s product roadmap. Be deeply engaged with the product, enabling reps to have highly technical conversations with prospects and customers. Foster a culture of accountability, learning, and collaboration within the sales team. REQUIREMENTS 4+ years of closing sales experience, with 2+ years in management leading high-performing teams. Strong technical acumen, ideally with background in AI infrastructure, cloud infrastructure, or developer platforms. Comfortable operating in the weeds with technical products and guiding reps through complex deals. Proven track record of success in high velocity sales environments. Based in San Francisco or New York City and open to coming in office at least 3 d

Machine LearningAIGo
B
📍 San Francisco, California, United States· Full-time
✓ Quality checkedCompany trend -80.4%

ABOUT BASETEN Baseten powers mission-critical inference for the world's most dynamic AI companies, like Cursor, Notion, OpenEvidence, Abridge, Clay, Gamma and Writer. By uniting applied AI research, flexible infrastructure, and seamless developer tooling, we enable companies operating at the frontier of AI to bring cutting-edge models into production. We're growing quickly and recently raised our $1.5B Series F , led by Altimeter Capital, Conviction Partners, and Spark Capital. Join us and help build the platform engineers turn to to ship AI products. THE ROLE As a Software Engineer at on the Training Infrastructure team, you'll architect and lead development of our training platform, supporting top tier research engineers and model developers. You'll make key technical decisions for the infrastructure enabling developers to deploy, scale, and monitor their workloads with high performance and reliability. You’ll own scheduling, storage, networking, reliability, and observability of technical systems in the training stack EXAMPLE INITIATIVES Take a look at what we’ve built so far: Overview of the product so far Training docs overview Story of the Training product Research we've done RESPONSIBILITIES Design and architect scalable infrastructure systems for our ML training platform (e.g. scheduling, storage, and networking) Partner closely with developers and research engineers to translate complex training requirements into technical solutions Design and architect a global training scheduler Design and architect reinforcement learning systems and continuous learning pipelines Drive long-term improvements to improve reliability of systems and velocity of development Partner closely with SRE and Capacity teams to unlock state of the art training infrastructure Make critical architectural decisions balancing performance with system reliability Lead technical discussions and mentor junior engineers on infrastructure best practices Contribute to long-term technical strateg

PythonAWSGCPKubernetes
V
📍 San Francisco, California, 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. Our GTM team is currently looking for a Manager, Sales Development to join us! As our Manager, Sales Development, you’ll lead and support a team of highly motivated and ambitious Sales Development Representatives during a period of rapid-growth at Vanta. These SDRs will be focused on the VMB, SMB and Enterprise segments of our NAMER business. You’ll be integral in shaping our sales organization as we continue to scale, move up market, and distinguish Vanta as best-in-class to prospects in our rapidly growing category of security automation, with Vanta having created the category of automated compliance. This role is hybrid in our San Francisco or New York City office 3 days per week. What you’ll do as a Manager, Sales Development at Vanta: Manage and mentor a growing team of high performing Sales Development Representatives, providing them the tools, coaching, and support needed to deliver results for the business Evolve Vanta’s prospecting playbook by developing and implementing new prospecting initiatives and strategies that will increase deal sizes, resolve complex use cases, and drive more revenue to the company Grow the Sales Development team at Vanta, through active involvement in recruitment, on-boarding and training of new Sales Development Representatives Create and establish strategic prospecting training, conduct weekly forecasting meetings, and mentor your direct reports on strategies that can help create pipeline Help to continually foster an inclusive Sales organization representing Vanta’s culture and values Ensure development plans are in place, adapted to each individual, and made useful in a way that ensures t

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