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Ai Research Scientist in India

3,705 active opportunities · Updated October 2026

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

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

General Summary CSA I Provides first-line support within the Customer Support Center, assisting GHX's important customers with inquiries and basic system usage. Develops foundational knowledge of the GHX B2B exchange, support resources, and tools, utilizing guidelines to ensure efficient and quality support. Handles diverse issues requiring logical diagnostic skills and a developing understanding of EDI-X12. Job description Roles & Responsibilities Acts as a primary point of contact at GHX for customers reaching out via email, and the GHX Community Web Portal. Works directly with customers to help meet their needs and solve their problems, including systems, specific products, and general information and the GHX Community Web Portal. Works directly with customers to help meet their needs and solve their problems, including systems, specific products, and general information. Works cooperatively with other team members and departments to develop effective and timely solutions for customers. Utilizes the Customer Relationship Management System ‘Salesforce’ to record and research customer information and to record all the customer's questions, problems, and solutions. Uses the Customer Support Knowledge Base to assist customers and provide immediate resolution to their problems. Contributes to the Customer Support Knowledge Base in order to provide symptom and resolution information about new issues and update information for known issues. Understands the roles and skillsets of peers and extended departments in order to effectively escalate issues to CSA II & CSA IIIs that cannot be resolved at base level. 6+ Months Experience, with relevant Customer Service Experience GHX: It's the way you do business in healthcare Global Healthcare Exchange (GHX) enables better patient care and billions in savings for the healthcare community by maximizing automation, efficiency and accuracy of business processes. GHX is a healthcare business and data automation compan

AISalesforcePatient CareSupply Chain
E
📍 Bengaluru, India· Full-time
✓ High-confidence listing
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About Eudia Eudia is a high-growth AI startup on a mission to transform legal work through Augmented Intelligence—pairing advanced AI with human expertise to supercharge legal teams. Our platform helps Fortune 500 corporate legal departments move faster, manage risk, and transform the legal function from a cost center into a strategic advantage. Eudia is trusted by some of the world’s most demanding organizations, including Cargill, ServiceNow, DHL, Bayer, Duracell, Dolby, Indeed, OpenAI, the U.S. Air Force, Best Buy, Asana, Dropbox, LinkedIn, Citi, Etsy, Novelis, Pure Storage, Del Monte, Cox, PetSmart, Udemy, and many more across regulated and high-stakes industries. Backed by General Catalyst (Hemant Taneja, Marc Bhargava), Floodgate (Mike Maples), Sierra Ventures (Tim Guleri), and leading individual investors including Gokul Rajaram and Prof. Chris Ré (Stanford), Eudia is building deeply technical AI platforms for risk-sensitive environments where accuracy, security, and trust are non-negotiable. We believe the future of legal work lies in AI augmenting human expertise, not replacing it, and we are assembling a world-class team to make that future a reality. About the Role We are looking for a Product Manager to own the end-to-end user experience of Eudia’s core application. This role defines how corporate legal teams interact with AI across workflows such as contract review, diligence, compliance analysis, and advisory research. You will translate powerful AI capabilities into intuitive, trustworthy, and scalable application experiences that align with how legal professionals work. This is a senior role with full ownership of application-layer strategy, workflow design, and enterprise adoption, working closely with AI, platform, design, engineering, and customer teams. What You’ll Own End-to-end product strate

AIGoRustExcel
WH
📍 Noida, Uttar Pradesh, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

ABOUT THE INSTRUCTIONAL DESIGNER ROLE: WIN is looking for experienced Instructional Designers to create engaging, practical, and impactful learning experiences for our franchise owners, external partners, team members, customers, and other stakeholders to support our growth in the U.S. and internationally. You will work closely with subject matter experts and cross-functional teams to transform complex business processes, product knowledge, and operational concepts into engaging and effective learning experiences. From e-learning modules and videos to instructor-led sessions, onboarding programs, job aids, assessments, and product training, you will help determine the right learning approach for different audiences and needs. We are looking for team members who are curious, creative, and passionate about how peoplelearn. You should be excited to experiment, leverage AI, and continuously improve learning content faster and more effectively. KEY RESPONSIBILITIES: Design and develop engaging learning experiences including e-learning modules, instructor-led training, videos, onboarding programs, product training, job aids, SOPs, assessments, quizzes, and other learning resources. Manage learning content from concept through development, review, launch, and continuous improvement. Create learning journeys, course outlines, storyboards, scripts, activities, simulations, and assessments aligned with specific learning objectives. Utilize innovation and AI tools to accelerate research, content development, storyboarding, visual creation, video and voice production, assessments, and rapid prototyping of learning experiences. Design learning experiences for U.S. audiences with strong attention to language, context, examples, and cultural relevance. Collaborate with Product, Operations, Marketing, Technology, and other teams to develop training for new products, processes, systems, and initiatives. Maintain and update existing training programs and learning resources as product

AIExcelMarketingHR
A
📍 Gurugram, India· Full-time
✓ High-confidence listingCompany trend -61.1%

From ₹5L/yr

Quick readStrong listing-quality and freshness signals

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: As a member of the Airbnb Customer Support team, you'll play a vital role as a Resolution Specialist within the volume tiers. Resolution Specialists serve as our initial point of contact, addressing community inquiries and concerns. Our community relies on us for: Accessible support that’s easy to find Faster resolution, preferably first time A team that’s there for them in times of urgent need Support that’s built around them The Difference You Will Make: Provide courteous and efficient service to the worldwide Airbnb community Be a first point of contact to handle and resolve customer complaints Respond professionally to inbound and outbound phone calls, emails, messages, including any urgent situations Identify and escalate issues appropriately Compose thoughtful and accurate messages or customize prepared responses to customer emails Utilize available resources to research and troubleshoot problems effectively Investigate from the existing knowledge resources to provide resolution Mediate situations between users with empathy and fairness Monitor and control numerous concurrent tasks in tandem Be ambassadors embodying knowledge, empathy, and accountability Proactively strive to meet targets and goals independently A Typical Day: Job Family : Operations (Resolutions) Inbound and outbound calling process, messages and email support Resolving customer queries in a timely manner 24x7 shifts with rotational week offs, primarily supporting North America time zones Navigate competing priorities in all kinds of environment Job location: Gurgaon Your Expertise: Graduate with

AIGoExcelRecruitment
S
📍 Bengaluru, KARNATAKA, India· Full-time
✓ Quality checkedCompany trend -81.8%

At Snowflake, we are powering the era of the agentic enterprise. To usher in this new era, we seek AI-native thinkers across every function who are energized by the opportunity to reinvent how they work. You don’t just use tools; you possess an innate curiosity, treating AI as a high-trust collaborator that is core to how you solve problems and accelerate your impact. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset — who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results. At Snowflake, your role isn't just to execute a function, but to help redefine the future of how work gets done. Sales Development Representative (Outbound) — Commercial At Snowflake, we are building the future of the data-driven enterprise. We are looking for a Sales Development Representative (Outbound) who thrives on the hunt — someone who creates pipeline from nothing, works at high volume, and knows how to qualify fast and move faster. This is a pure outbound role targeting the commercial segment. There is no inbound queue to rely on. You will prospect cold, build your own account list when needed, and generate a consistent volume of high-quality meetings and opportunities for Account Executives. If you are motivated by the challenge of opening doors that aren't already open, this role is built for you. The person we are looking for combines relentless outbound drive with sharp commercial judgement. You know how to find the right accounts, reach the right people, and quickly determine whether there's a real opportunity — or move on. AS A SALES DEVELOPMENT REPRESENTATIVE (OUTBOUND) AT SNOWFLAKE, YOU WILL: Generate pipeline through high-volume outbound prospecting — cold calling, cold email, LinkedIn, and multi-channel sequencing Build and maintain your own target account lists using online research, intent signals, firmographic data, and competitive intelligence — with or without

AISalesforceCRM
D
📍 India· Full-time
✓ High-confidence listingCompany trend -66.7%
Quick readStrong listing-quality and freshness signals

As an Account Executive on our Mid-Market Sales team (targeting customers 1,000 to 5,000 employees in size), you will assist in Datadog’s overall business growth by strategically engaging and closing net-new customers across mid-to-large size organizations. Sellers follow a well-defined methodology, collaborate with internal stakeholders & partner ecosystem, identify the customer's unique needs, and clearly convey the value of the Datadog solution. Mid-Market AE’s have the opportunity to grow their careers in Sales and continue contributing to Datadog team success. At Datadog, we place value in our office culture - the relationships and collaboration it builds and the creativity it brings to the table. We operate as a hybrid workplace to ensure our Datadogs can create a work-life harmony that best fits them. What You’ll Do: Focus entirely on net-new logo acquisition Manage the full sales cycle, including negotiations and on-site technical demonstrations Identify robust set of business drivers behind all opportunities Develop a deep comprehension of customer's business Strategically prospect into Chief Technology Officers, Engineering/IT Leaders, and technical end users (SRE, DevOps, DevSecOps) Multi-thread into different departments of a complex organization Collaborate with Sales Development Representatives, Partners, & Marketing to drive top of funnel activity Apply modern sales strategy with real time signals and research using tools Sales Navigator & Demandbase Datadog values people from all walks of life. We understand not everyone will meet all the above qualifications on day one. That's okay. If you’re passionate about technology and want to grow your experience, we encourage you to apply. Who You Are: Curious and motivated to understand emerging technologies and how they intersect with core business drivers. Experienced in hunting, strategically mapping and breaking into net new logos Strong Pipeline Generation skills, bold in front of customers

AIGoRustDevOps
E(
📍 India· Full-time
✓ Quality checkedCompany trend -93.7%

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. Join Ema Unlimited, a pioneering company at the forefront of Generative AI technology. We are seeking a talented Product Designer to contribute to the development of Ema, our Universal AI Employee. In this role, you will design user experiences that simplify complex workflows and enhance productivity for enterprises globally. About Ema Ema is building the next generation AI technology to empower every employee in the enterprise to be their most creative and productive. Our proprietary tech allows enterprises to delegate most repetitive tasks to Ema, the AI employee. We are founded by ex-Google, Coinbase, Okta executives and serial entrepreneurs. We’ve raised capital from notable investors such as Accel Partners, Naspers, Section32 and a host of prominent Silicon Valley Angels including Sheryl Sandberg (Facebook/Google), Divesh Makan (Iconiq Capital), Jerry Yang (Yahoo), Dustin Moskovitz (Facebook/Asana), David Baszucki (Roblox CEO) and Gokul Rajaram (Doordash, Square, Google). Our team is a powerhouse of talent, comprising engineers from leading tech companies like Google, Microsoft Research, Facebook, Square/Block, and Coinbase. All our team members hail from top-tier educational

E(
📍 India· Full-time
✓ Quality checkedCompany trend -93.7%

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

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

At Dscout, we’re building the most flexible and powerful UX research platform on the market—trusted by the world’s top brands in finance (JP Morgan Chase, Intuit, Charles Schwab, PayPal), healthcare (Aya, Headspace), consumer goods (Keen, Verizon, Target, Northface), and tech (Google, Amazon, Facebook, Meta, Spotify, AirBnB). Our tools help teams deeply understand the humans behind their products, so they can build better ones. We are expanding our smart and driven team and would love for you to join us. Building AI-native products is a different problem than building deterministic software: the same input won't always produce the same output. Good product engineering here means designing experiences that stay useful, trustworthy, and easy to understand even when the AI underneath doesn't behave the same way twice — and knowing when that's a product design problem, not just a model problem. We're looking for a Software Engineer with 2-7 years of experience who thinks like a product owner, not just an implementer. You're comfortable being handed a vague, half-formed problem and figuring out what's actually worth building. You default to empathy for the researcher or participant on the other end of the screen, and you'd rather ship something real and learn from it than wait for a perfect spec. You're fluent enough with modern LLM-based systems to build good product experiences on top of them, even if tuning the model itself isn't your job. What you'll do Own end-to-end delivery of product features — from an ambiguous problem statement to shipped, working software real researchers and participants use Partner directly with Product and Design to help define what should be built, not just how to build it Use our design system to make sound, independent calls on smaller UX and interaction decisions, and know when a change is big enough to loop Design in Build the product surfaces (web app flows, dashboards, in-product controls) that make AI-driven behavior understand

RestAIGoRust
AI
📍 India· Full-time· Remote
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About AlphaSense: The world’s most sophisticated companies rely on AlphaSense to remove uncertainty from decision-making. With market intelligence and search built on proven AI, AlphaSense delivers insights that matter from content you can trust. Our universe of public and private content includes equity research, company filings, event transcripts, expert calls, news, trade journals, and clients’ own research content. The acquisition of Tegus by AlphaSense in 2024 advances our shared mission to empower professionals to make smarter decisions through AI-driven market intelligence. Together, AlphaSense and Tegus will accelerate growth, innovation, and content expansion, with complementary product and content capabilities that enable users to unearth even more comprehensive insights from thousands of content sets. Our platform is trusted by over 6,000 enterprise customers, including a majority of the S&P 500. Founded in 2011, AlphaSense is headquartered in New York City with more than 2,000 employees across the globe and offices in the U.S., U.K., Finland, India, Singapore, Canada, and Ireland. Come join us! About the Role: As a Staff Quality Engineer on the Content Portfolio team, you will own and drive test strategy, build automation frameworks, and embed a culture of quality ownership across the engineering organization. Your deep expertise in automation, cloud services, Kubernetes, and modern programming languages will directly shape how we test, release, and deliver reliable software at scale. You will partner closely with developers, product managers, and platform teams to define test requirements, architect quality infrastructure, and ensure AlphaSense ships with confidence at velocity. You will: Lead the development of test automation frameworks across UI, API, and GraphQL layers, focusing on reliability, maintainability, and speed Design and integrate AI evaluation frameworks to assess accuracy, consistency, and reliability of LLM-powered features L

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

Role Overview Build the software services that power products, platforms, and better business decisions. As a Software Engineer II, you’ll develop scalable backend applications, APIs, integrations, and AI-enabled features using Python and cloud technologies. You’ll contribute to solutions from design through production, helping improve reliability, performance, security, and developer productivity. This is an opportunity to solve meaningful engineering challenges, grow your technical ownership, and collaborate with experienced engineers across the development lifecycle. Here’s a breakdown of what you’ll do (not all of it, just the important stuff) Design and build scalable backend services, REST APIs, integrations, and reusable software components using Python and, where relevant TypeScript. Develop data ingestion, transformation, service-to-service communication, and automation capabilities that support reliable product experiences. Contribute to AI-enabled features and use AI development tools responsibly to improve coding, testing, research, documentation, and delivery. Apply sound engineering practices across architecture, performance, security, testing, debugging, and maintainability. Deploy and operate services using AWS and CI/CD workflows, contributing to monitoring, troubleshooting, documentation, and continuous improvement. Partner with engineers and cross-functional colleagues through design discussions, code reviews, technical problem-solving, and knowledge sharing. These are the essentials you’ll need to get an interview 3–5 years of professional experience building and delivering production software in an agile environment. Strong hands-on experience with Python and backend development, including APIs, integrations, or service-oriented applications. Experience working with cloud platforms, preferably AWS, and familiarity with deployment or CI/CD practices. Working knowledge of software design principles, testing, debugging, performance optimization, an

TypeScriptPythonReactSQL
O
📍 Bengaluru, India
✓ High-confidence listingCompany trend -68.5%
Quick readStrong listing-quality and freshness signals

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. Device Identity and Access Organization The Device Identity and Access organization is at the forefront of Okta’s Zero Trust vision. As a foundational pillar within Okta Research and Development (ORD), our mission is to transform the device itself into a secure, trusted, and effortless identity factor. We are the teams responsible for ensuring users can seamlessly interact with their work from any endpoint, anywhere in the world. Our organization is composed of engineers who thrive at the intersection of deep client-side platform engineering and massive-scale distributed systems. The work we do secures millions of enterprise endpoints globally, prevents modern identity attacks, and fundamentally changes how people work by making world-class security completely invisible to the end user. Opportunity We seek a highly impactful and influential Software Engineer to join our Device Authenticators engineering team. The ideal candidate will leverage their deep expertise in Apple (macOS and iOS) client software development to architect, build, and scale the critical software and services at the heart of our security and identity platform. This is a high-visibility, hands-on opportunity to define the architectural vision, pioneer new capabilities, and drive the technical strategy to solve complex, company-wide challenges and shape the future of Okta's device identity ecosystem. You will act as a key technical leader—a player-coach and force multiplier—by sett

Machine LearningArtificial IntelligenceAISwift
AI
📍 India· Remote
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About AlphaSense: The world’s most sophisticated companies rely on AlphaSense to remove uncertainty from decision-making. With market intelligence and search built on proven AI, AlphaSense delivers insights that matter from content you can trust. Our universe of public and private content includes equity research, company filings, event transcripts, expert calls, news, trade journals, and clients’ own research content. The acquisition of Tegus by AlphaSense in 2024 advances our shared mission to empower professionals to make smarter decisions through AI-driven market intelligence. Together, AlphaSense and Tegus will accelerate growth, innovation, and content expansion, with complementary product and content capabilities that enable users to unearth even more comprehensive insights from thousands of content sets. Our platform is trusted by over 6,000 enterprise customers, including a majority of the S&P 500. Founded in 2011, AlphaSense is headquartered in New York City with more than 2,000 employees across the globe and offices in the U.S., U.K., Finland, India, Singapore, Canada, and Ireland. Come join us! About the Team: The Content organization is responsible for identifying, creating, licensing and integrating best-in-class unstructured and structured data that is both self-sourced and from third party content providers. The Content teams report to the Chief Content Officer and have strategy, product management, content operations and support responsibilities for each Content vertical. We have been experiencing a rapid growth cycle across all content sets, including Transactions and Funding Rounds. We value and uphold transparency, trust and accountability in our relationships within the team and with external and internal stakeholders. Responsibilities: Functional ownership of components of the Transactions content pipeline (e.g. M&A deals, Rounds of Funding) overseeing key aspects of content generation and integration: initial business requirement

SQLAIRecruitment
CH
📍 Hyderabad, Telangana, India
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

Opportunity Overview We are seeking an exceptional Sr Product Designer to join our stellar design team. The ideal candidate for this role is an experienced digital product designer who excels in highly collaborative environments, is proficient in modern design tools (we're a Figma-first organization), and consistently delivers high-quality experiences in complex problem spaces. You enjoy taking ownership of ambiguous and challenging problems, shaping them into thoughtful and intuitive experiences that make a meaningful difference for users. In this role, you will design end-to-end experiences that help healthcare professionals navigate complex workflows with confidence and efficiency. You'll partner closely with product managers, engineers, researchers, data teams, and operations to transform customer needs into elegant, scalable solutions that deliver measurable impact. We are also looking for designers who embrace AI as part of their craft. You use AI-powered tools to accelerate research, explore concepts, create prototypes, improve workflows, and strengthen collaboration with engineering. You're curious about emerging capabilities and continuously adapt your design practice as new tools become available. Most importantly, people who succeed here are empathetic teammates who are candid, kind, and caring—and embody our core values and principles. We believe that diverse and inclusive teams produce the most impactful work. Cohere is deeply committed to creating a supportive and growth-oriented environment that works for everyone. What you will do Lead end-to-end design for complex product areas—from framing problems through polished delivery and iteration Create user flows, wireframes, high-fidelity designs, and interactive prototypes that communicate ideas and validate solutions Partner closely with product managers, engineers, researchers, data teams, and operations throughout discovery, delivery, and iteration Design intuitive, accessible, and visually poli

WH
📍 Noida, Uttar Pradesh, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

ABOUT THE PRODUCT SUPPORT SPECIALIST ROLE: WIN is looking for Product Support Specialists to provide exceptional support to users of our cloud-based applications and digital products. You will develop a deep understanding of our products, business processes, and user needs to help users navigate features, troubleshoot issues, configure applications, and get the most value from our technology. We are looking for people who are curious, resourceful, and highly user-focused. You should enjoy solving problems, learning how products work, and explaining solutions in a simple and empathetic way. You will also be expected to embrace AI and modern productivity tools to research issues faster, improve documentation, identify patterns, and make support more efficient and scalable. KEY RESPONSIBILITIES: Develop deep product and business knowledge to become a Subject Matter Expert across WIN's cloud-based applications, websites, and internal platforms. Support users by understanding their needs, answering product questions, explaining features, and helping them effectively navigate and utilize applications. Troubleshoot product and application issues, identify root causes, and provide timely and practical resolutions. Configure cloud-based applications and product settings based on user and business requirements. Manage and prioritize requests through the ticketing system, ensuring timely follow-up, accurate resolution, and a positive user experience. Use AI and modern productivity tools to accelerate issue research, summarize information, troubleshoot efficiently, and improve the quality and speed of support. Identify recurring questions, issues, and user pain points and use these insights to recommend improvements to products, processes, and support resources. Create and maintain clear product guides, FAQs, troubleshooting instructions, knowledge-base articles, and issue-resolution documentation. Leverage AI to help organize and improve knowledge content, while ensuring infor

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