Jobs in India

Ai Systems Engineer in India

3,988 active opportunities · Updated October 2026

Explore current ai systems engineer jobs across India. Filter by work mode, employment type, experience, department, date posted and distance.

MR
📍 India· Full-time
✓ High-confidence listing

From ₹9.2L/yr

Quick readStrong listing-quality and freshness signals

mthree Gradate Recruitment Program: Tech Roles About Us: mthree gives you a foot in the door to your dream career! We’ve helped 4,000 people start careers in technology, banking and business. For graduates and anyone starting their career, you’ll start with 6-12 weeks of training at our Academy. Then you’ll join one of our clients for 12-24 months (we work with investment banks and other big companies in industries from healthcare to aviation to insurance). You’re supported by us throughout, with pay rises every 12 months and an online learning plan to develop your skills. Afterwards, the majority continue their career with the client. At mthree, we believe in fairness from the start. We don’t lock you in with exit fees. You’ll never have to pay a thing. Join mthree to unlock your potential and go further than you thought possible. What you’ll do: If successful, you’ll work with one of our clients as an mthree Alumni designing, building, testing, and maintaining scalable and stable off-the-shelf applications or custom-built technology solutions. Also, working with a global team, you’ll help support systems including algorithmic trading engines and regulatory reporting. What you need: Degree in Computer Science, Technology, or related STEM subjects Academic aggregate of 60% or higher with no standing arrear Strong programming skills: Java/ Python/ C/ C++/ Others Competitive coding experience will be an added advantage Good troubleshooting and debugging skills Solid software engineering principles (data structures, OOPs, design patterns, multithreading) Understanding of the formal software development lifecycle (SDLC) Understanding of test-driven development How it works: Stage 1: Apply for the position Stage 2: Clear the first round of Aptitude & Coding assessment Stage 3: Clear communication Screening Stage 4: Clear Technical interview Stage 5: Clear Final interview Stage 6: Get selected to join the train

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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 an SAP SAC Consultant at Everpure, you will spearhead the modernization of enterprise analytics, planning, and reporting capabilities within our global Finance Systems ecosystem. Partnering closely with FP&A, Accounting, Data Engineering, and IT teams, you will architect and optimize scalable corporate financial models utilizing SAP Analytics Cloud (SAC) and SAP Datasphere. By delivering actionable executive dashboards, predictive forecasting frameworks, and unified data streams, you will directly empower leadership with trusted insights to accelerate business outcomes. WHAT YOU'LL DO Enterprise Planning Model Architecture: Own the design, build, and continuous optimization of SAP Analytics Cloud (SAC) Planning models for corporate budgeting, rolling forecasts, and complex what-if scenario planning to maximize global financial predictability. Design and optimize semantic models, dimensions, hierarchies, calculations, and KPIs to ensure consistent and trusted enterprise reporting. Executive Analytics & Dashboards: Develop and scale high-impact executive dashboards, KPI scorecards, and automated financial reports. Design and optimize semantic models, dimensions, hierarchies, calculations, and KPIs to ensure consistent and trusted enterprise reporting. transforming raw data into intuitive self-service intelligence. Develop reporting solutions supporting General Ledger (GL), Accounts Payable (A

AWSGitRestAI
I
📍 Bengaluru, KARNATAKA, India· 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. About IRL (Instawork Robotics Labs) Researchers at UC Berkeley have identified a “100,000-year data gap” - the gulf between what trained AI language models and what physical robots actually have to learn from. Closing that gap is the defining infrastructure challenge of the physical AI era. IRL is Instawork’s answer to it. We deploy skilled workers into real commercial and residential environments - kitchens, warehouses, hotel floors, homes - to capture the high-fidelity task data that the world’s leading Robotics labs use to train their foundation models. Read more here . Location: Bangalore Experience: 10+ years Industry: Automotive / Mobility / Robotics / Manufacturing About the Role Instawork Robotics creates the highest-quality, highest-diversity datasets for robotics and physical AI. We work with many of the most important robotics builders and research labs to solve the most important challenge in robotics - closing the data gap. We are looking for a Head of QA with 10+ years of experience in automotive, manufacturing, mobility, robotics, or a closely related industry. This person will own the end-to-end quality and data-labeling function across Quality Assurance, Quality Control, Visual Inspection, and process quality . This is a hands-on leadership role for someone who can build quality systems from the ground up, establish rigorous processes, lead teams, and drive a strong quality culture across operations and engineering. What You'll Do Own the QA/QC function: Build and lead the overall

RestMachine LearningAIGo
S
📍 Bengaluru, India· Full-time· Hybrid
✓ High-confidence listingCompany trend -61.5%
Quick readStrong listing-quality and freshness signals

For over 20 years, Smartsheet has empowered teams to manage work seamlessly and scale solutions smarter. Now, in our most ambitious chapter yet, we are uniting human teams with AI agents. By orchestrating the work agents do best, automating manual tasks and uncovering insights at scale, we create the space for people to focus on what truly matters: judgment, creativity, and big thinking. That is magic at work, and it’s what we show up for every day. Smartsheet is looking for a highly technical Sr. Manager to lead our India-based Service Desk and IT Automation operations. This is a working-manager role: you'll personally execute technical work — scripting, automation builds, escalated ticket resolution — while also leading a team. If you're looking for a purely strategic or delegation-only leadership role, this isn't it. You'll manage a team spanning Service Desk, Tier 1 SOC support, and IT Automation Engineering, driving the technical maturity of our global support infrastructure through automation, scripting, deep systems integration, and increasingly, AI-augmented workflows. This role reports to the Director of End User Systems, with close, day-to-day partnership across US-based Desktop Support managers. For the right candidate, this role has a clear path to Director as we continue scaling our India GCC — with growth into that level anticipated within 12–18 months. This is also a strong fit for a Director-level leader currently at a SaaS startup who's looking to move into a larger, enterprise SaaS organization — and who is open to a step down in title now in exchange for a step up in scale, platform, and long-term trajectory. You Will IT Automation & Architecture Drive the IT automation function, identifying repetitive Tier 1 tasks and owning their automation end-to-end — from scoping through build, testing, and measurement Evaluate and build AI-augmented automation where it meaningfully reduces toil (e.g. intelligent ticket triage, SOC alert summarisation, AI

PythonAWSAIExcel
C
📍 Hyderabad, India· Full-time
✓ High-confidence listingCompany trend -100%

From ₹8.2L/yr

Quick readStrong listing-quality and freshness signals

Ready to do the most impactful work of your career? At Coinbase , we are uncompromising on our mission to increase economic freedom. The bar is high, the environment is intense, and we like it that way. This isn't a place for complacency, it’s a place to be pushed past your perceived limits. If you're ready to build the future of finance alongside people who refuse to settle for "good enough," you belong here. Coinbase is a remote-first, but not remote-only company. Expect to get together quarterly for intense in-person working sessions called “surges.” learn more about working at Coinbase . Payments Risk Analyst II As a Payments Risk Analyst II on the Risk & Fraud team within the Consumer & Business group, you'll own the identification and mitigation of payments fraud across Coinbase's fiat payment rails, including ACH, wire, and card transactions. This team protects millions of customers and billions in transaction volume from chargebacks, unauthorized deposits, and account takeover schemes. You'll investigate escalated fraud cases, analyze risk patterns across multiple channels, and partner cross-functionally to strengthen detection systems across one of crypto's highest-volume retail platforms. What you'll do: Own end-to-end investigation and resolution of escalated payments fraud cases, including chargebacks, ACH returns, wire disputes, and account takeovers, across phone, messaging, and email channels. Analyze fraud trends and patterns across payment activities, synthesizing data into actionable recommendations that improve detection logic and reduce loss exposure. Handle premium and high-complexity customer cases, including CB1, HNWI, and executive escalations, using judgment to make risk decisions and coordinating with stakeholders to resolve issues. Partner cross-functionally with Product, Data Science, Risk ML, and Engineering to develop and iterate on risk management strategies, rule logic, and fraud prevention processes. Identify work

SQLAWSAIGo
S
📍 Bengaluru, INDIA, India· Full-time· Hybrid
✓ Quality checkedCompany trend -61.5%

For over 20 years, Smartsheet has empowered teams to manage work seamlessly and scale solutions smarter. Now, in our most ambitious chapter yet, we are uniting human teams with AI agents. By orchestrating the work agents do best, automating manual tasks and uncovering insights at scale, we create the space for people to focus on what truly matters: judgment, creativity, and big thinking. That is magic at work, and it’s what we show up for every day. Smartsheet is looking for a highly technical Sr. Manager to lead our India-based Service Desk and IT Automation operations. This is a hands-on, working manager role — you will be personally executing technical work (scripting, automation builds, escalated ticket resolution) and leading a team, not just overseeing one. If you're looking for a purely strategic or delegation-only leadership role, this isn't it. You will manage a team spanning Service Desk, Tier 1 SOC support, and IT Automation Engineering — driving the technical maturity of our global support infrastructure through automation, scripting, deep systems integration, and increasingly, AI-augmented workflows (e.g. intelligent ticket triage, SOC alert summarisation, AI-assisted knowledge base drafting). This role reports directly to the Director of End User Systems , with close, cooperative partnership with US-based Desktop Support managers. You Will IT Automation & Architecture Support the IT automation function, driving initiatives that reduce repetitive work and scale operations efficiently Identify repetitive Tier 1 tasks and drive end-to-end automation from identification through build, testing, and measurement Evaluate and build AI-augmented automation where it reduces toil — e.g. intelligent ticket triage, SOC alert summarisation, AI-assisted knowledge base drafting Mentor team on automation best practices and review technical designs before deployment Team Leadership & Execution Manage India-based Service Desk team with daily coordination with US

PythonAWSAI
S
📍 Bengaluru, INDIA, India· Full-time
✓ Quality checkedCompany trend -61.5%

For over 20 years, Smartsheet has empowered teams to manage work seamlessly and scale solutions smarter. Now, in our most ambitious chapter yet, we are uniting human teams with AI agents. By orchestrating the work agents do best, automating manual tasks and uncovering insights at scale, we create the space for people to focus on what truly matters: judgment, creativity, and big thinking. That is magic at work, and it’s what we show up for every day. Smartsheet is looking for a Sr. Principal Data Scientist to set the technical direction for the ML models and AI sub-agents that drive growth, monetization, efficiency, and retention across the customer lifecycle. You’ll architect the systems, define the modeling and evaluation standards, and shape the roadmap for how Smartsheet uses applied ML and agentic AI to serve millions of customers. The data is unusually rich: petabyte-scale execution data spanning two decades of how real work gets done. You are a recognized technical leader who moves fluidly between architecture, prototype, and production; raises the bar for the data scientists around you; and partners with senior product and engineering leaders to make decisions that compound across the org. You will work primarily with Product and Engineering and will be a part of Smartsheet’s Business Intelligence team. This full-time position reports to the Director of Data Science and is based in Smartsheet’s Bengaluru, India office. You Will: Set the technical direction for how Smartsheet uses applied ML and agentic AI across the customer lifecycle — what gets built, what doesn’t, and what good looks like Architect the systems behind the sub-agents: how they ground themselves in evidence, how risk and confidence are calibrated, how decisions are evaluated, and how all of it stays safe and trustworthy at scale Define the modeling, evaluation, and experimentation standards the team follows — from offline metrics to online rollout to production monitoring Personally ship the

PythonSQLAWSAI
R
📍 Gurugram, Haryana, India· Full-time
✓ Quality checkedCompany trend -94.1%

Every day, tens of millions of people come to Roblox to explore, create, play, learn, and connect with friends in 3D immersive digital experiences– all created by our global community of developers and creators. At Roblox, we’re building the tools and platform that empower our community to bring any experience that they can imagine to life. Our vision is to reimagine the way people come together, from anywhere in the world, and on any device. We’re on a mission to connect a billion people with optimism and civility, and looking for amazing talent to help us get there. A career at Roblox means you’ll be working to shape the future of human interaction, solving unique technical challenges at scale, and helping to create safer, more civil shared experiences for everyone. As our Senior Manager of Global Moderation Escalations, you aren't just managing a localized queue—you are the global architect of our crisis and escalation response. Leading highly specialized teams across the US, India, and beyond, you will transform real-time incident management into a proactive, insight-driven safety engine. By bridging Product, Engineering, and Executive Leadership, you will steer the strategy that protects millions of users daily. If you are ready to command a global front-line team and shape the future of online safety, come build with us. You will report to the Senior Manager, Moderation Operations. Build and drive a world-class global escalations and insights program, evolving our escalation systems from v0 into a sophisticated, industry-leading defect reduction engine. Command and align distributed teams across the US, India, and other global regions, establishing a seamless "Follow-the-Sun" operational model. Transition the program from transactional response to proactive prevention by identifying root causes of moderation errors and partnering with cross-functional teams to implement systemic fixes. Recruit, hire, and lead a specialized team for escalation and i

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

Want to be a bswifter? At bswift we’ve been transforming benefits administration since 1996, making it simpler, smarter, and more human. Our state-of-the-art, cloud-based technology and services empower employees to understand, manage, and love their benefits. From downtown Chicago, and remotely across the country, we serve thousands of companies and millions of people nationwide, reducing administrative burdens and freeing HR teams to focus on creating thriving, people-first workplaces. We’re looking for motivated and goal-driven individuals who share our passion for delivering excellence and creating solutions that make a difference. The reward is a fun, flexible and creative environment with ample opportunity for professional and personal growth. If you love the bswift values of pursue excellence, embrace accountability, deliver superior service, and be a great place to work, we want to hear from you! About bswift bswift is a leading benefits administration technology company, delivering modern, cloud-based solutions to employers and health plans across the United States. Our platform supports millions of employees and processes some of the most complex benefits transactions in the industry. As bswift continues to scale and modernize its data platform, we are building a world-class database engineering team — and our India team is a critical part of that vision. Position Summary We are seeking an experienced Database Administrator to join bswift’s growing India team. This is a high-impact, hands-on role that owns the health, performance, and reliability of our SQL Server and AWS database environments during the off-shift window — a critical coverage period for our production systems. You will join bswift’s India engineering team and partner closely with both local engineering colleagues and the US-based database architecture and engineering team. This is not just a maintenance role — you will actively contribute to platform modernizati

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

Senior Data Scientist (FullStack Machine Learning) About Team Myntra Data Science team delivers a large number of data science solutions for the company which are deployed at various customer touch points every quarter. The models create significant revenue and customer experience impact. The models involve real-time, near-real-time and offline solutions with varying latency requirements. The models are built using massive datasets. You will have the opportunity to be part of a rapidly growing organization and gain exposure to all the parts of a comprehensive ecommerce platform. You’ll also get to learn the intricacies of building models that serve millions of requests per second at sub second latency. The team takes pride in deploying solutions that not only leverage state of the art machine learning models like graph neural networks, diffusion models, transformers, representation learning, optimization methods and bayesian modeling but also contribute to research literature with multiple peer-reviewed research papers. Roles and Responsibilities Design, develop and deploy machine learning models and algorithms to solve complex business problems for Myntra Recsys, Search, Vision, SCM, Pricing, Forecasting, Trend and Virality prediction, Gen AI and other areas. Theoretical understanding and practice of machine learning and expertise in one or more of the topics, such as, NLP, Computer Vision, recommender systems and Optimisation. Implement robust and reliable software solutions for model deployment. Set up and maintain CI/CD pipelines for automated testing and deployment. Maintain machine learning pipelines, contributing to tasks like data cleaning, feature extraction and basic model training. Collaborate with Platforms and Engineering to make sure the ML models built are deployed and integrated into the systems. Working with the Data Platforms teams for understanding and collecting the data. Write clean, maintainable and efficient code. Conduct performan

PythonSQLAWSCI/CD
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17 days ago
📍 Bengaluru, KARNATAKA, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Senior Data Scientist (FullStack Machine Learning) About Team Myntra Data Science team delivers a large number of data science solutions for the company which are deployed at various customer touch points every quarter. The models create significant revenue and customer experience impact. The models involve real-time, near-real-time and offline solutions with varying latency requirements. The models are built using massive datasets. You will have the opportunity to be part of a rapidly growing organization and gain exposure to all the parts of a comprehensive ecommerce platform. You’ll also get to learn the intricacies of building models that serve millions of requests per second at sub second latency. The team takes pride in deploying solutions that not only leverage state of the art machine learning models like graph neural networks, diffusion models, transformers, representation learning, optimization methods and bayesian modeling but also contribute to research literature with multiple peer-reviewed research papers. Roles and Responsibilities Design, develop and deploy machine learning models and algorithms to solve complex business problems for Myntra Recsys, Search, Vision, SCM, Pricing, Forecasting, Trend and Virality prediction, Gen AI and other areas. Theoretical understanding and practice of machine learning and expertise in one or more of the topics, such as, NLP, Computer Vision, recommender systems and Optimisation. Implement robust and reliable software solutions for model deployment. Set up and maintain CI/CD pipelines for automated testing and deployment. Maintain machine learning pipelines, contributing to tasks like data cleaning, feature extraction and basic model training. Collaborate with Platforms and Engineering to make sure the ML models built are deployed and integrated into the systems. Working with the Data Platforms teams for understanding and collecting the data. Write clean, maintainable and efficient code. Conduct performan

PythonSQLAWSCI/CD
W
📍 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: WPP ET is undergoing a significant transformation to modernise ways of working, shift to cloud-based and micro-service architectures, increase automation, and digitise colleague and client experiences. Within this context, the Software Developer plays a key delivery role within the Chase Media Central programme, helping to build and maintain the technical foundation required for a successful multi-market rollout. The focus of this role is to design, develop, and support application components - particularly integrations, data-movement logic, and platform services - that allow Media Central (Microsoft Dynamics 365 Business Central) to interoperate smoothly with surrounding media and finance systems. While integrations form a central part of the scope, the role remains broad: you contribute to platform enhancements, application workflows, user-facing features, debugging, release readiness, and cross-team engineering practices. You will translate business and technical requirements into clear, maintainable code, prepare technical design documents, participate in code reviews, and troubl

SQLAzureGitRest
W
📍 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: WPP ET is undergoing a significant transformation to modernise ways of working and adopt cloud-based, micro-service architectures, automation, and digitised user experiences. Within this transition, the Lead Developer plays a strategic engineering role in the Chase Media Central programme, ensuring the platform’s custom extensions, integrations, data flows, and application components are built to enterprise standards and remain stable as the programme scales across regions. This is a hands-on technical leadership role: you provide architectural direction for integration patterns, lead development work, guide developers through complex technical problems, and define coding standards and engineering best practices. You act as the technical authority for integrations and platform components, ensuring that all custom code interacting with Business Central, local applications, and market-specific systems is reliable, scalable, and maintainable. You work closely with Product, QA, Implementation, Data, BI, and market teams to ensure code, interfaces, and workflows align with business requir

SQLAzureCI/CDGit
PE
📍 Uttar Pradesh, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Technical Lead - Backend About Us: Paytm is India's leading mobile payments and financial services distribution company. Pioneer of the mobile QR payments revolution in India, Paytm builds technologies that help small businesses with payments and commerce. Paytm’s mission is to serve half a billion Indians and bring them to the mainstream economy with the help of technology. About the role: We are looking for a Tech Lead for the Gold Tech team to drive technical direction, architecture, and delivery of Paytm Digital Gold — a high-scale bullion platform serving consumer and merchant use cases at lakhs+ rpm. This role combines hands-on engineering with technical leadership — you will architect solutions, unblock the team, own critical money-path reliability, and partner with Product and Engineering leadership on roadmap and execution. We are building reliable, high-availability financial products and need a Tech Lead who can own modules end-to-end, raise the bar on code quality, and mentor junior engineers. Key Responsibilities: ● Define and evolve technical architecture for Gold services — scalability, reliability, security, and maintainability. ● Lead design and implementation of high-availability, high-volume transactional systems. ● Own end-to-end delivery of major initiatives — breakdown, estimation, risk management, and production rollout. ● Set engineering standards: code quality, review practices, testing strategy, observability, and incident response. ● Drive cross-service integration design. ● Guide the team on Kafka event design, scheduler orchestration, CDC pipelines, and data consistency patterns. ● Mentor and grow engineers (SSE and below); conduct reviews, pair on complex problems, and build team capability. ● Contribute hands-on to critical modules; unblock the team on complex bugs, performance issues, and production fires. ● Represent Gold Tech in architecture reviews, tech debt prioritization, and platform-wide initiatives. Skills Required: ●

JavaNode.jsSQLMySQL
PE
📍 India· Full-time
✓ Quality checked

About Us Paytm is India’s leading payments Super App, offering consumers and merchants a wide range of financial services. A pioneer of the mobile QR payments revolution, Paytm’s mission is to bring half a billion Indians into the mainstream economy through technology-led financial inclusion. Paytm Money is the wealth-tech arm of Paytm, enabling users to invest in mutual funds, equities, and derivatives seamlessly. Owned by One97 Communications, founded by Vijay Shekhar Sharma, the company is headquartered in Noida and backed by leading global investors. Role Overview We are looking for a strategic, business-oriented, and AI-forward Analytics Leader to drive data-led and AI-powered decision-making for Paytm Money across equities, mutual funds, and derivatives. This role will define and lead the analytics vision across user growth, trading behavior, portfolio analytics, customer lifecycle, monetization, and product experience, while partnering closely with Product, Growth, Business, Risk, and Engineering teams to scale Paytm Money’s wealth platform. The ideal candidate will bring deep expertise in financial markets, broking platforms, and investment products, along with strong experience in building scalable analytics functions. In addition, this leader should have worked intensively on AI-led modeling, predictive decision systems, AI adoption across analytics workflows, and data models designed for advanced analytics and machine learning use cases. This is not just a reporting or dashboarding role. It is a leadership role focused on building a proactive, predictive, and AI-enabled analytics engine that helps the business make faster, sharper, and more scalable decisions. Key Responsibilities 1. Analytics Strategy, AI Vision & Business Impact · Define and own the analytics and decision intelligence roadmap aligned with Paytm Money’s growth, engagement, and revenue goals. · Translate business problems across acquisition, activation, trading behavior, retention,

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