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From Certainty to Ambiguity: The PM's Art of Navigating the Unknown
Linkedin
January 17, 2026
Last week, I came across an article about Googleyness—a mix of curiosity, bold thinking, and collaborative problem-solving—and it made me pause. It reminded me of how I’ve grown as a product manager over the past decade, evolving from mastering roadmaps and deadlines to thriving in ambiguity and driving innovation. It also sparked a question: What will the next decade of AI products demand from us? As I reflect on my journey and look to the future, one thing is clear—building AI products isn’t just about technology; it’s about shaping experiences that redefine human potential.
When Work Moves at Machine Speed, Civility Becomes the Superpower
Linkedin
December 24, 2025
Every December, I sit down to write my performance review—my own, my peers’, my team’s. After 15 years in leadership, I thought I knew the rhythm. But this year, something changed.
Tags: Future of Work, Leadership, Product Management
What Happens if the Present Can Change the Past?
Linkedin
March 26, 2025
Can Today's Choices Change the Past? Your Brain Thinks So - Especially While Shopping.
In the strange world of quantum physics, there's a famous idea called the Delayed-Choice Experiment. It suggests that a particle’s behavior in the past isn’t truly determined until you observe it in the present. The outcome depends on what you do now, which somehow reshapes what happened before.
Success Has Many Fathers, but Failure Is an Orphan
Linkedin
February 03, 2025
Product management is a team sport, and success is often a shared celebration. When things go well, there’s a collective sense of achievement—leadership acknowledges the impact, sales teams highlight it in conversations with customers, and engineering teams take pride in what they’ve built.
Tags: Business Strategy, Leadership, Product Management
From Certainty to Ambiguity: The PM's Art of Navigating the Unknown
Linkedin
January 17, 2025
Last week, I came across an article about Googleyness—a mix of curiosity, bold thinking, and collaborative problem-solving—and it made me pause. It reminded me of how I’ve grown as a product manager over the past decade, evolving from mastering roadmaps and deadlines to thriving in ambiguity and driving innovation. It also sparked a question: What will the next decade of AI products demand from us? As I reflect on my journey and look to the future, one thing is clear—building AI products isn’t just about techno
Tags: Future of Work, Leadership, Product Management
Building for All Ages: The surprising strategy behind LEGO’s success.
Linkedln
January 14, 2025
Last weekend, my son and I headed to the Lego Store, expecting a fun but routine trip. Little did I know, this visit would not only spark joy but also deliver unexpected lessons on innovation, customer psychology, and community engagement—lessons any product manager could apply.
From Paper to Precision: The OCR Revolution
Linkedln
January 09, 2025
In my earlier career, I witnessed firsthand how operational bottlenecks could disrupt workflows in industries reliant on manual document processing. Back then, our operations teams were buried under stacks of Mark Sheets, Degree Certificates, and Employment Letters. These documents had to be digitized and processed to trigger RPA (Robotic Process Automation) workflows for order fulfillment. But the tools at our disposal were far from perfect.
The Dance Between Instinct and Algorithms
Linkedln
January 06, 2025
I found myself staring at two dashboards. One showed a perfectly aligned dataset on hiring trends across industries, while the other revealed glaring anomalies that seemed to defy logic. As the Director of Product Management for a research automation initiative, I was tasked with steering our AI-powered insights platform toward delivering precise, actionable intelligence for our clients.
The Day I Stopped Skipping Ads—and Started Mastering My Pitch
Linkedin
December 28, 2024
I used to hate ads. Like everyone else, I didn’t just skip them—I despised them. Ads were an annoyance, a five-second obstacle between me and the content I actually wanted to watch. Clicking “Skip” wasn’t just a reflex; it was my rebellion against wasted time.
The Day AI Model Spoke Back
Linkedin
December 19, 2024
The room was silent—except for the sound of shifting chairs and awkward coughs. I was leading a high-stakes presentation along with other students for my final Master’s Project submission at the University of Toronto, showcasing the results of our new AI-powered risk assessment model. The metrics were impressive: improved accuracy, faster decisions, and increased profitability.
Epistemic Dissonance in Product Management
Linkedln
December 10, 2024
In the digital age, product management isn’t just about building features—it’s about managing expectations, perceptions, and beliefs. Enter Epistemic Dissonance, a psychological state where a gap exists between what users think they know and what actually is true. This gap influences how users experience, evaluate, and engage with products.
When a Crisis Turned Me Into a True Product Owner
Linkedln
December 08, 2024
Some lessons in product management aren’t learned in conference rooms or through best practices—they are earned in moments of crisis, where the stakes are high, and the margin for error is razor-thin. December 21st, 4 PM—that date is etched in my memory, not for holiday celebrations, but for a defining moment in my career.
To Sell Is Human: A Product Manager’s Perspective
Linkedin
December 05, 2024
’d recently picked up To Sell Is Human by Daniel Pink, a book that kept popping up in conversations and recommendations from colleagues. I decided to finally dive in, curious but not expecting much beyond some standard business advice.
The Next Era of Market Research is Here: Explainable AI (XAI) is Changing the Game.
Linkedln
November 22, 2024
Market research has always been about insights. But in a world driven by AI/ML, we’re not just uncovering insights—we’re reimagining how decisions are made.
Explainable AI (XAI) changes the game in market research
Linkedln
November 19, 2024
In the age of AI, data-driven decisions are no longer optional—they’re essential. But here’s the catch: trust is the currency of decision-making, and trust comes from understanding. That’s where Explainable AI (XAI) changes the game in market research.
The Gen-Z Approach: From AI Experiments to Everyday Solutions
Linkedln
November 12, 2024
Every journey in AI is different, and mine has been filled with both product insights and, oddly enough, a bit of French homework. You see, it all started last September when school reopened. My son came home one evening, full of energy and...French homework. Now, as an immigrant from India, I can proudly say I’m multilingual—I speak five languages! But French? Definitely not in the lineup. Yet here I was, expected to help him with his conjugations and grammar like it was no big deal.
The Plateau of a Citizen Data Scientist: Turning Data into Decisions
Linkedln
November 11, 2024
Two years ago, I started down the path of becoming a “citizen data scientist.” Like many product managers, I’d felt the pressure to adapt to an increasingly data-driven world, and my early successes in applying AI to ID verification only fuelled my enthusiasm. I learned the basics of analytics, took on small AI projects, and began to see myself as a data-savvy product manager.
Citizen Data Science in Product Management
Linkedln
November 10, 2024
When I first began my journey as a Product Manager, ID verification was just another task on the checklist. It was essential, of course, but I didn’t see its potential as an innovation driver. We implemented traditional identity checks, and while they met our needs at the time, my focus wasn’t on transforming this process with the latest advancements. I believed in its potential but hadn’t yet explored AI’s power in reshaping its efficiency and security.
The Art of Product Prioritization: A Story of Focus and Clarity with the MoSCoW Technique
Linkedin
November 09, 2024
A product in chaos
Liam, a product manager known for his clear vision and meticulous execution, found himself in a spiraling mess. His team at Horizon Tech had been given the green light to build an AI-driven platform, a project with the potential to redefine their industry. Everyone was pumped. Developers, designers, and stakeholders were eager to start shaping the future.
Survey on - Airplane food gets an upgrade
Linkedin
August 15, 2018
Airlines are working to keep up with the shifting diets of their passengers. A recent survey found on-board services and boarding policies are important to people when picking flights. Some airlines have hired celebrity chefs, expanded gluten-free and vegan options, ditched common allergens like peanuts and started using better ingredients, according to CNBC. United even started offering a meal designed for people who are vegetarian and eat fish and eggs. Airlines seem willing to make the various options available as they enjoy healthy profits.
Is your Scrum Master: a Watch Man or a Gate Keeper
Linkedin
August 05, 2015
(Who am I / Naan Yaaru..?)
Does it sound weird..? Many times we come across different questions from Management that – Scrum Master is the Watchman to the team. He is the Gatekeeper for the product quality. He is the only non-corrupted police in the society called agile teams. I started wondering how come a scrum master can play these many roles…. (Watchman for the Agile Team / Gatekeeper for the Quality / Non-Corrupted Policeman / a Preacher / a Motivator / an Evangelist / a cross trainer / a cook book writer / an IC / Project Coordinator / a Consultant / Master in Art of Living / what else and what not..?)
The Shelf Just Lost the First Moment of Truth
Linkedin
June 10, 2026
The promotion now has to convince something before it convinces someone.
For twenty years, retail has run on one idea: the First Moment of Truth P&G's name for the few seconds at the shelf where a shopper takes in the options and decides.
Win that moment, win the sale.
That moment just moved. And the shelf isn't where it happens anymore.
Three months from now, a shopper may never see your flyer. Not because they ignored it, because an AI agent read it first.
For the first time in retail history, a promotion has to convince something before it convinces someone.
To see where this goes, look outside retail, at publishing.
Head of Product / Director | RetailTech • Martech • Personalization • Agentic Commerce
TC Transcontinental
December 01, 2025
Driving product strategy for AI-native retail platforms spanning promotional intelligence, content management, digital merchandising, retail media, and Omnichannel commerce, helping retailers create more relevant experiences and making everyday life more affordable for Canadians.
- Defined the multi-year product vision for an AI-native Retail Promotion Operating System, aligning investment, technology, and commercial strategies across the organization.
- Own product strategy and roadmap execution across retail technology and martech platforms supporting millions of consumer interactions annually.
- Reduced promotional production cycle times by 30%+ through platform modernization, workflow optimization, and AI-assisted automation.
- Delivered 40% operational efficiency gains by transforming manual content creation and campaign management processes into scalable digital workflows.
- Established a product-led onboarding framework that reduced enterprise implementation timelines by over 50% and accelerated customer time-to-value.
- Launched digital promotion and personalization capabilities that increased consumer engagement by 20–35% while improving promotional relevance and effectiveness.
- Developed business cases for AI, digital commerce, and content intelligence initiatives, identifying multi-million-dollar revenue growth and cost optimization opportunities.
- Created executive measurement frameworks linking promotional investments to measurable outcomes including engagement, campaign performance, and promotional ROI.
- Led cross-functional teams across Product, Engineering, UX, Data Science, and Commercial functions to increase platform adoption, improve customer retention, and reduce delivery risk.
- Regularly advise executive stakeholders on AI, retail media, personalization, and digital transformation strategies shaping the future of retail marketing.
Director of Product Management - SaaS, GenAI Chatbots, AI Powered Digital Transformation
Gartner
August 01, 2023
I drive the end-to-end product lifecycle for a $40M/year portfolio of AI-powered analytics and Decision Intelligence tools, delivering real-time, actionable insights to Fortune 500 enterprises. My focus is building scalable SaaS solutions that transform how organizations make data-driven decisions in AI Adoption, Competitive Strategy, and Digital Transformation.
Key Achievements:
- Grew global client base by 15% YoY to 500 plus, boosting enterprise adoption across consulting, technology, and legal services.
- Increased user engagement by 40% and client satisfaction by 25% through self-service insights portals and GenAI chatbot advisory.
- Reduced operational turnaround time by 80% with end-to-end AI-driven automation, cutting costs by 30%.
- Built a GenAI chatbot answering L1 & L2 queries monthly—enabling real-time advisory for clients.
Scope & Responsibilities:
- Product Strategy & Vision: Define long-term roadmap for AI/ML platforms delivering Predictive Analytics, Decision Intelligence, and Market Research automation at scale.
- AI/ML Innovation: Architect tools leveraging Generative AI, NLP, and ML to process 16M+ daily data points from 50K+ global sources, powering insights in workforce planning, compensation, skills, and market competition.
- Leadership & Delivery: Oversee a global Agile team of 45 across product, engineering, QA, DevOps, and design—accelerating delivery cycles, quality, and adoption.
- Scalability & Governance: Ensure platform security, compliance (GDPR/CCPA/PII), and cloud optimization, partnering with Legal and Operations to stay ahead of regulatory and technical shifts.
- Client & Market Engagement: Align roadmaps with insights from Sales, Operations, and Client Success. Regularly brief executives, run client workshops, and translate feedback into features that drive adoption and renewal.
Tags: AI, Digital Transformation, Product Management
Director of Product Management - SaaS, API Integrations and UX
First Advantage
March 01, 2018
- Created a $2M+ annual revenue stream by implementing cloud-based Digital Badges.
- Spearheaded a groundbreaking AI/ML-driven Digital Trust application that increased Know Your Client (KYC) compliance efficiency by 30% and reduced identity fraud by 40%.
- Pioneered integration of image recognition technology with ML algorithms, revolutionizing traditional identity verification processes and improving authentication accuracy by 35%.
- Launched the AI/ML-enabled Digital Trust product in both the UK and US markets, achieving a remarkable 50% increase in market adoption to effectively meet stringent
- Oversaw a hybrid team of 70 cross-functional professionals using Agile for the end-to-end development of AI/ML tools that enhanced compliance, reduced fraud, and
- Expanded product offerings in APAC and India with digital ID verification, reducing hiring approval time from 7-10 days to minutes while cutting staffing needs from 20
- Defined product vision and strategy through collaboration with stakeholders at Home Depot, Lowe's, and Amazon; leveraged data analytics for informed product decisions.
- Drove revenue growth via strategic new product launches, enhancements, impactful demos at HR events, and fostering long-term partnerships to strengthen brand loyalty.
- Increased employee retention through targeted recruiting and strong development programs.
- Improved candidate experience with an intuitive app that simplified ID input processes.
- Creatively leveraged databases like Plaid to enhance fraud detection capabilities.
Tags: Digital Transformation, HR, Product Management
2 Manager / Directors
Product Manager
Altisource
June 01, 2015
- Surpassed growth targets 50%+ year-over-year via amplifying adoption rates by contributing significantly to go-to-market strategies and marketing communications.
- Achieved 20% cost reduction through strategic collaboration with Engineering, DevOps, and Operations on AWS Cloud migration, optimizing resource allocation efficiently.
- Drove a robust Scrum team of 30 to efficiently develop a suite of advanced iOS and Android Real Estate Marketplace apps, significantly enhancing the experience for discerning users.
- Championed a data-driven Product Management model within Agile frameworks by conducting market research with U.S. leaders to refine product-market fit and define app features.
- Revamped user interfaces and optimized performance using advanced analytics derived from observed user behavior and system operations to enhance overall application efficiency.
- Formulated meticulously Agile-based project timelines that ensured consistent on-time delivery across multiple simultaneous projects while maintaining high-quality standards.
- Managed the end-to-end product lifecycle for India's first on-demand streaming service, "Everywhere TV," for Tata Sky.
- Led a 14-member Agile team to deliver a cross-device OTT experience, achieving 100% feature compliance and customer sign-off from Tata Sky.
- Implemented weekly KPI reviews and optimized onboarding funnels, resulting in a 25% increase in daily active users and 15% reduction in user churn within the first six months of launch.
- Drove Agile sprint planning, backlog grooming, and continuous delivery using JIRA, delivering feature velocity improvements of 30% over four major releases.
Tags: Customer Experience, Digital Transformation, Product Management
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Habit is the highest form of loyalty.
From Certainty to Ambiguity: The PM's Art of Navigating the Unknown
When Work Moves at Machine Speed, Civility Becomes the Superpower
What Happens if the Present Can Change the Past?
Success Has Many Fathers, but Failure Is an Orphan
From Certainty to Ambiguity: The PM's Art of Navigating the Unknown
Building for All Ages: The surprising strategy behind LEGO’s success.
From Paper to Precision: The OCR Revolution
The Day I Stopped Skipping Ads—and Started Mastering My Pitch
The Day AI Model Spoke Back
Epistemic Dissonance in Product Management
When a Crisis Turned Me Into a True Product Owner
To Sell Is Human: A Product Manager’s Perspective
The Next Era of Market Research is Here: Explainable AI (XAI) is Changing the Game.
Explainable AI (XAI) changes the game in market research
Explainable AI (XAI) changes the game in market research
The Gen-Z Approach: From AI Experiments to Everyday Solutions
The Plateau of a Citizen Data Scientist: Turning Data into Decisions
Citizen Data Science in Product Management
The Art of Product Prioritization: A Story of Focus and Clarity with the MoSCoW Technique
Is your Scrum Master: a Watch Man or a Gate Keeper
Eventile: Event Management with Agile
Habit is the highest form of loyalty.
The Shelf Just Lost the First Moment of Truth
How a 40-Year Shopping Habit Changed
Head of Product / Director | RetailTech • Martech • Personalization • Agentic Commerce
Director of Product Management - SaaS, GenAI Chatbots, AI Powered Digital Transformation
Director of Product Management - SaaS, API Integrations and UX
Product Manager
Product Owner
