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Global Operations Data And Ai Director in India

928 active opportunities · Updated October 2026

Explore current global operations data and ai director jobs across India. Filter by work mode, employment type, experience, department, date posted and distance.

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📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE As our International Treasury Manager, you will shape and safeguard Everpure's financial foundation across international entities. Partnering closely with Accounting, Tax, FP&A, Legal, Payroll and Accounts Payable, you will lead regional cash management, optimize intercompany liquidity, and scale high-impact banking infrastructure. You will leverage AI-enabled tools and automated workflows to transform cross-border financial operations into a seamless, high-performing growth engine. This role offers the unique opportunity to drive capital efficiency, mitigate risk, and directly fuel Everpure's global expansion. WHAT YOU'LL DO Optimize Global Liquidity & Capital: Mastermind regional cash optimization strategies and intercompany funding structures to maximize capital efficiency, execute short-term investments, and minimize idle liquidity across international entities. Lead Banking Relationships & Governance: Serve as the strategic operational lead for international financial institutions, managing account lifecycles, user access controls, and periodic KYC compliance to maintain robust financial governance. Build Predictive Cash Models & Trade Finance: Develop high-accuracy liquidity forecasts and deploy AI-assisted analytics to evaluate cash variance, while managing Letters of Credit (LCs) to ensure trade compliance and support business scale. Drive Cross-Functional Excellence & Compliance: Partn

AWSRestAIGo
P
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Why project44? At project44, we believe in better. We challenge the status quo because we know a better supply chain isn't just possible—it's essential. Better for our customers. Better for their business. Better for the world. With our Decision Intelligence Platform, Movement, we're redefining how global supply chains operate. By transforming fragmented logistics data into real-time, AI-powered insights, we empower companies to connect instantly, see clearly, act decisively, and automate intelligently. Our Supply Chain AI enhances visibility, drives smarter execution, and unlocks next-gen applications that keep businesses moving forward. Headquartered in Chicago, IL with a 2nd HQ in Bengaluru, India we are powered by a diverse global team that is tackling the toughest logistics challenges with innovation, urgency, and purpose. AI at project44 We expect every project44 team member, regardless of role or function, to actively leverage AI in their day-to-day work. Whether you're building product, serving customers, managing people, or running operations, AI is a tool you're expected to use with intent, curiosity, and judgment. We don't expect everyone to be a data scientist. We do expect everyone to be an intelligent user of AI: able to identify where it adds value, direct it effectively, evaluate outputs critically, and govern it responsibly. We invest in our team's AI fluency because we believe it's a competitive advantage for every person at project44, not just our engineers. If you're driven to solve meaningful problems, leverage AI to scale rapidly, drive impact daily, and be part of a high-performance team – we should talk. About the Role: We are seeking a Product Design Manager to lead and grow our Product Design team in Bengaluru. This is a player-coach role: you'll spend part of your time managing and developing a team of designers, and part of your time as a hands-on p

Machine LearningAIGoExcel
G
📍 India· Full-time
✓ Quality checkedCompany trend 0%

Location Details: India, Remote At GoDaddy the future of work looks different for each team. Some teams work in the office full-time; others have a hybrid arrangement (they work remotely some days and in the office some days) and some work entirely remotely.​ This is a remote position, so you’ll be working remotely from your home. You may occasionally visit a GoDaddy office to meet with your team for events or meetings. Join our team… We’re a high-impact, collaborative Order to Cash Revenue team that sits at the intersection of key teams within GoDaddy (Finance, Accounting, and Technology). Our mission is to ensure accurate, timely, and compliant revenue recognition while optimizing the end-to-end Order-to-Cash process to support GoDaddy’s global financial operations and enable informed business decisions. We support innovation by bridging the gap between technical capabilities and accounting requirements, enabling our teams to make data-driven decisions with confidence. Join us to make an impact! What you’ll get to do… Contribute to month-end close by preparing journal entries, account reconciliations, and account analysis in a timely manner. Support global billing for corporate customers, and perform research on billing discrepancies. Identify and actively provide solutions for automation and process improvement while ensuring daily responsibilities are completed with detail, accuracy, and timeliness. Support audit activities by maintaining and improving SOX compliance for accounting functions and participating in SOX documentation and testing. Partner with Accounting, Engineering, and Finance stakeholders across the globe to support system implementations and improvements across ERP, billing and revenue systems. Your experience should include… 3-5 years of relevant accounting experience. Bachelor’s degree or equivalent experience in Accounting, Finance, or a related field. Foundational understanding of accounting theory, knowledge of US GAAP and willingnes

SQLAIGoExcel
E
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE As the Manager of GTM Systems (Quote to Revenue), you will lead our core engineering team in Bangalore to architect and scale Everpure’s enterprise billing and revenue engine. You will serve as the critical technical bridge between US business stakeholders and our local engineering squad, embedding cutting-edge AI tools directly into the development lifecycle to drive unprecedented speed and automation. This hands-on leadership role puts you at the center of Everpure’s growth, directly impacting our lead-to-cash velocity and financial compliance across global markets. WHAT YOU'LL DO Lead and Scale AI-Accelerated Engineering: Direct a team of 5–8 cross-functional developers and QA engineers, integrating modern AI tools (such as Claude, Boomi AI, and Salesforce Agentforce) into daily workflows to drastically reduce code generation time, streamline unit testing, and elevate team performance. Architect End-to-End Quote-to-Revenue Solutions: Own the technical execution across Salesforce CPQ, Boomi middleware, and Zuora billing to optimize complex product catalogs, pricing waterfalls, automated quote generation, and subscription accounting. Bridge Global Stakeholder Alignment: Partner closely with US-based Product, Finance, and RevOps leaders to translate complex revenue operations and financial compliance goals into clear, scalable system designs and technical user stories. Ensure Platform Governan

AWSCI/CDRestAgile
E(
📍 India· Full-time
✓ Quality checkedCompany trend -94.4%

About Ema Ema is building the world’s leading Agentic AI platform to transform enterprise productivity. We enable organizations to delegate repetitive tasks to Ema, the Universal AI Employee, delivering 10x gains in workforce efficiency, across functions. Founded by former executives from Google, Coinbase, Flipkart, and Okta, our team includes engineers from premier tech companies and graduates of Stanford, MIT, UC Berkeley, CMU, and IITs. We are backed by industry leading investors including Accel, Naspers/Prosus, Section32, and angels like Sheryl Sandberg and Dustin Moskovitz. Headquartered in Silicon Valley and with offices in London, Bangalore and Vancouver, Ema is at the frontier of what Agentic AI can do in production — we ship real systems that run real business processes at scale. The Role We are looking for an Engineering Leader to manage and scale multiple product lines in the Voice, BPO, and Workforce Management space. This is a high-impact leadership role that sits at the intersection of real-time voice systems, operations research, and data-intensive platform engineering. You will report directly to the Head of Engineering and own the engineering organization that builds the infrastructure powering Ema’s Voice AI Employees, Agent QA, auto-learning pipelines, rich analytics, and workforce optimization capabilities — all operating as scalable, multi-tenant systems deployed across global geographies. You will collaborate with Product, ML/AI, and Go-to-Market teams to translate customer needs into production systems that handle high volumes of voice data, deliver real-time insights, and continuously improve through automated learning loops. As the owner of multiple product lines, you will balance roadmap priorities across Voice, BPO operations, and WFM (work force management) — ensuring each product evolves cohesively while meeting distinct customer needs. What You Will Do Scalable Multi-Tenant Systems Architect and build multi-tenant systems that serve ent

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📍 Chennai, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

WPP is the trusted growth partner for the world’s leading brands. We unite cutting-edge media intelligence and data solutions, world-class creativity, next-generation production, transformative enterprise solutions and expert strategic counsel in a single company – powered by exceptional talent and our agentic marketing platform, WPP Open, to help our clients navigate change, capture opportunity and deliver transformational growth. We work with the world's most valuable brands and have global reach across 100+ markets, with deep local expertise. Our people are the key to our success. We're committed to fostering a culture of creativity, belonging and continuous learning, attracting and developing the brightest talent, and providing exciting career opportunities that help our people grow. For more information, visit WPP.com. Why we're hiring: The Automation Engineer is responsible for designing, developing, and maintaining security automation solutions that enhance detection, response, workflow efficiency, and operational consistency across Operational Security. Working under the Automation Lead, this role builds high-quality SOAR playbooks, integrations, scripts, AI-assisted workflows, and orchestration pipelines to reduce manual workloads and support the Autonomic Security Operations (ASO) model. What you'll be doing: Core Responsibilities Automation Engineering & Development Develop SOAR playbooks, workflows, and automations for alert triage, enrichment, containment, and remediation. Build scalable, reusable automation components, scripts, and integrations. Implement high-quality scripting using Python, PowerShell, and REST APIs. Ensure appropriate version control, QA, testing, and documentation of automation artefacts. Maintain reliability of automations by monitoring performance, exceptions, and system behaviour. Platform Integration & Tooling Engineering Integrate SOAR with SIEM, EDR, TIP, cloud-native secur

PythonAzureGCPRest
T
📍 India· Remote
✓ Quality checkedCompany trend +42.9%

Who we are At Twilio, we’re shaping the future of communications, all from the comfort of our homes. We deliver innovative solutions to hundreds of thousands of businesses and empower millions of developers worldwide to craft personalized customer experiences. Our dedication to remote-first work , and strong culture of connection and global inclusion means that no matter your location, you’re part of a vibrant team with diverse experiences making a global impact each day. As we continue to revolutionize how the world interacts, we’re acquiring new skills and experiences that make work feel truly rewarding. Your career at Twilio is in your hands. . Hiring and how we work We use Artificial Intelligence (AI) to help make our hiring process efficient. That said, every hiring decision is made by real Twilions! Also, while we are a remote-first company, you may be asked to report in person on an ad-hoc basis for team gatherings, functional off-sites or customer meetings. . See yourself at Twilio Join the team as Twilio’s next Senior Accountant. About the job This position is needed to partner closely with cross-functional partners to ensure the accuracy of Twilio’s carrier COGS. You will leverage your experience in automation and data analysis to build and maintain robust processes for contract review, accruals and flux analysis, and provide real-time insights that improve the speed and accuracy of our monthly close. This role is a high-impact position requiring you to combine technical data sets, business acumen and financial reporting. Responsibilities In this role, you’ll focus on: Cross-Functional Partnership: Act as the dedicated Accounting partner to the Carrier Operations team, streamlining information flow and accelerating data integrity between systems. Carrier Contract Review: Read, analyze, and document the financial and accounting implications of complex carrier agreements. Ensure strict tracking of security deposits, minimum comm

PythonSQLArtificial IntelligenceAI
O
📍 India· Full-time
✓ Quality checkedCompany trend -71.1%

Secure Every Identity, from AI to Human Identity is the key to unlocking the potential of AI. Okta secures AI by building the trusted, neutral infrastructure that enables organizations to safely embrace this new era. This work requires a relentless drive to solve complex challenges with real-world stakes. We are looking for builders and owners who operate with speed and urgency and execute with excellence. This is an opportunity to do career-defining work. We're all in on this mission. If you are too, let's talk. Senior Data Analyst - Field Analytics As part of Okta’s Go-To-Market Strategy & Operations group, the Field Analytics team drives insight and scale within the global field organization. We serve as the core engine for the analytics and strategic analysis that enable our leaders to make data-driven decisions that determine the trajectory of Okta’s growth. You will be responsible for building high-impact technical assets, ranging from executive Tableau dashboards to standardized Snowflake datasets, while staying at the forefront of AI-driven analytics workflows. You will partner with US-based leadership and local team members to ensure our reporting framework is scalable, accurate, and deeply aligned with Okta’s global GTM strategy. Job Duties & Responsibilities: Analytics Delivery: Design, build, and maintain high-visibility Tableau dashboards and reporting assets that provide actionable insights to business partners across the global organization Data Set Engineering: Build and optimize production-grade data sets in Snowflake, ensuring that all field data (Pipeline, Bookings, Productivity) is clean, structured, and easily accessible for self-service analysis. Documentation & Governance: Take ownership of the technical documentation for all GTM reporting assets, ensuring data lineage, metric definitions, and logic are clearly defined and accessible. AI Implementation: Champion the use of Generative AI tools to accelerate the analytics lifec

PythonSQLAWSGit
E
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE As a Staff Security Operations Engineer , you will own and continuously mature capabilities across Attack Surface Management, Vulnerability Management, Zero Trust, Secrets and Credential Security, Detection Engineering, and Security Automation . This is a hands-on role requiring strong security engineering expertise combined with the ability to build teams, establish operating processes, measure outcomes, and drive remediation across Engineering, Cloud, Infrastructure, and Product organizations. You will partner closely with GISO leadership and global security teams to translate security strategy into measurable execution and risk reduction. WHAT YOU’LL DO Lead and mature enterprise Attack Surface and Vulnerability Management capabilities across cloud, infrastructure, endpoints, applications, and internet-facing environments. Drive risk-based vulnerability prioritization using asset criticality, exposure, exploitability, known exploitation, threat intelligence, and compensating controls. Establish operating processes, remediation SLAs, KPIs/KRIs, dashboards, and governance to measure and drive security risk reduction. Identify systemic security gaps and develop scalable technical and operational solutions. Provide technical leadership across Zscaler/Zero Trust, secrets and credential security, SIEM/detection engineering, EDR, cloud security, and security automation. Drive automation and integrations using APIs, sc

AWSAzureGCPCI/CD
E
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE As a Senior Security Operations Engineer – Attack Surface Management , you will help engineer, operate, and continuously improve our enterprise Attack Surface and Vulnerability Management capabilities. You will focus on discovering and understanding our attack surface, identifying vulnerabilities and exposures, prioritizing them based on real-world risk, and driving remediation across our global environment. The role spans Attack Surface Management, Vulnerability Management, Zero Trust, Secrets and Credential Security, SSPM, Deception, Detection Engineering and Security Automation. We are looking for engineers with strong ASM/Vulnerability Management fundamentals and deeper expertise in one or more adjacent security domains. WHAT YOU’LL DO Engineer and improve enterprise Attack Surface and Vulnerability Management across cloud, infrastructure, endpoints, applications, and internet-facing environments. Discover and correlate assets across security platforms and identify unknown, unmanaged, stale, and externally exposed assets. Drive risk-based vulnerability prioritization using asset criticality, exposure, exploitability, known exploitation, threat intelligence, and compensating controls. Establish remediation workflows and SLAs and partner with asset owners to drive measurable risk reduction. Operate and troubleshoot Zscaler ZIA/ZPA, including SSL inspection, access policies, connectivity, and Zero Trust controls.

PythonAWSAzureGCP
E
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE As a hands-on senior leader for our India SecOps team, you will shape and safeguard Everpure’s security posture at the intersection of detection engineering, threat hunting, attack surface management, and incident response. Positioned as a strategic cornerstone in Bangalore, you will empower an elite engineering team, optimize critical SecOps pipelines, and partner cross-functionally across global engineering and infrastructure groups. By driving execution excellence and high team morale, you ensure our enterprise platform and global telemetry remain resilient against evolving threats. WHAT YOU'LL DO Scale & Lead SecOps Operations: Architect, mentor, and grow the India SecOps team to foster an environment of high morale, technical excellence, and rapid execution across detection engineering and incident response. Proactively Manage & Remediate Attack Surface: Own end-to-end Attack Surface Management (ASM) across cloud environments, SaaS applications, endpoints, and secrets management to measurably minimize enterprise exposure and mitigate risk. Optimize Telemetry & Incident Response: Mature SIEM and SOAR automation pipelines to drastically reduce mean time to detect, contain, and respond (MTTD/MTTC/MTTR) while continuously elevating alert fidelity and signal confidence. Drive Cross-Functional Alignment & RCA Postmortems: Lead continuous validation through purple-teaming and incident postmortems alo

AWSAzureCI/CDRest
A
📍 India· Full-time
✓ Quality checkedCompany trend -68.2%

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. The Community you will join: The Enterprise Operations team is responsible for vetting and improving Homes, Services, Experiences and Hotels supply on Airbnb. Our team runs up to 30 programs at a time across 4 vendor teams. The agent work is a wide variety of data annotation, host outreach, AI assessment and listing vetting, with both permanent and short (2-4 week) initiatives. As a Vendor Performance Manager, you will be the primary operational owner for strategic vendor relationships critical to scaling and managing our quality and vetting programs. The difference you will make: You will be responsible for ensuring our vendors meet and exceed service level agreements (SLAs), drive continuous performance improvement, and maintain strict adherence to Airbnb’s quality standards. This role requires a strong blend of analytical rigor, negotiation skills, and a passion for operational excellence within a global vendor network. A Typical Day: Performance Management & Reporting KPI & SLA Oversight: Own the end-to-end performance of key operational vendors, developing, tracki

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📍 Bengaluru, KARNATAKA, India· Full-time
✓ Quality checked

Toradex is a global company strongly focused on engineering & technology. We’re powered by a diverse & uniquely gifted workforce. We pursue the best people to propel our innovative vision of embedded computing and IoT. If you’re interested in being a driving force at an agile technology company, engineering clever computing solutions & helping other companies bring their products to life, we should talk. Description We are looking for an Integration Platform Specialist to manage company-wide integrations using Workato. The role focuses on building reliable workflows, supporting API-based connections, and working with teams to automate business processes. The position requires strong knowledge of REST APIs, GraphQL, Postman, and the Workato platform. Experience with Workato MCP functionality and coding skills in Python, Ruby, or similar languages are preferred. About You You enjoy solving complex system and process problems with practical, scalable solutions. You can work independently and take ownership of integrations from discovery through deployment and support. You communicate clearly with both technical and non-technical stakeholders. You document your work well and create clear support material for future maintenance. You are curious, hands-on, and willing to investigate issues until you find the root cause. You care about reliability, data quality, security, and a good internal user experience. You are comfortable working across teams and balancing business priorities with technical constraints. Key Responsibilities Own the integration platform roadmap and day-to-day operation, ensuring business-critical automations are reliable, observable, and maintainable. Partner with business and application owners to turn process gaps into pragmatic integration designs and delivery plans. Build Workato recipes, custom connectors, and reusable patterns that reduce manual work and improve data flow between systems. Maintain and modernize existing integrations,

JavaScriptPythonJavaAWS
E
📍 Bengaluru, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE As a Hardware Manufacturing Test Engineer at Everpure, you will spearhead manufacturing test enablement for our next-generation enterprise hardware platforms from New Product Introduction (NPI) through high-volume production ramp. Operating with high autonomy, you will design robust test strategies and collaborate cross-functionally with Firmware, Diagnostics, and global factory teams to deliver market-ready, high-yield hardware infrastructure. Your expertise will directly optimize manufacturing throughput, improve release quality, and accelerate the global deployment of the industry-defining Everpure Platform. WHAT YOU'LL DO Own NPI & Sustaining Test Readiness: Drive end-to-end manufacturing test strategy, test sequence definition, and coverage validation for multiple hardware infrastructure variants to ensure seamless factory execution and build readiness. Lead Debug & Yield Optimization: Independently lead technical triage and resolve complex system-level test fallout during critical build phases, analyzing failure paretos to isolate root causes across hardware, firmware, and test infrastructure. Scale Test Architecture & Frameworks: Enhance and standardize the Design for Manufacturing (DFM) hardware test architecture by deploying reusable automation frameworks and consolidating test execution into shared platforms to minimize factory cycle times. Drive Vendor & Cross-Functional Alignment: Colla

PythonAWSRestAI
E

Everpure (NYSE: P) has evolved from storage pioneer to data platform, closing fiscal 2026 with $3.7 billion in revenue, its first billion-dollar quarter, and accelerating growth into FY27. Our strategic agenda spans the companies defining the next era of technology - hyperscalers, AI labs, the AI hardware supply chain, data platform providers, and the broader AI ecosystem. This type of work—work that changes the world—is what the tech industry was founded on. So, if you're ready to seize the endless opportunities and leave your mark, come join us. THE ROLE Everpure is seeking an experienced program manager to lead a high-visibility strategic initiative spanning across the tech ecosystem. Reporting to the Head of Business Operations, India, you will establish and run these programs to deliver local value and global visibility. WHAT YOU'LL DO 1. Build and scale the Everpure’s first Startup Engagement Initiative: Operationalize the initiative by collaborating across VCs and startup incubators Imagine and develop offerings to accelerate growth and adoption and innovate avenues for co-development Collaborate with Everpure’s Corporate VC team to identify partnership, investment, or acquisition opportunities. Lead founder relations, launch events, community programming, and all PR/comms related to these initiatives. 2. Run Customer Collaboration hub Operationalize a platform for global customer connects with Everpure’s product organization Own the engagement, including in-person forums, virtual progress check-ins, platform-topic sessions, roundtables, and targeted use-case deep dives. Drive for high quality results by coordinating structured pre-work with account teams and internal stakeholders to tailor agendas to customer priorities and business context. Manage membership commitments, renewal reviews, program-health reporting, privacy and transcription consent, and other operating controls. WHAT YOU BRING You are a highly self motivated individual with excep

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