https://pmyogesh.com/ Essays and case studies on product growth, monetisation, fintech and SEO strategy — with the numbers attached. en-us Mon, 19 Oct 2026 13:19:24 GMT https://pmyogesh.com/case-study/carinfo-45m-mau https://pmyogesh.com/case-study/carinfo-45m-mau Building a programmatic SEO engine, engagement loops, and referral flywheel that scaled CarInfo to 45M+ MAU. Case Study: Growth Sun, 01 Mar 2026 00:00:00 GMT https://pmyogesh.com/case-study/insurance-funnel-1200-growth https://pmyogesh.com/case-study/insurance-funnel-1200-growth Rebuilding a broken insurance purchase funnel — from ₹14 lakh to ₹1.82 crore per month through 6 parallel interventions. Case Study: Growth Sun, 01 Mar 2026 00:00:00 GMT https://pmyogesh.com/case-study/crm-180k-transactions https://pmyogesh.com/case-study/crm-180k-transactions A complete architectural rebuild of a vehicle enforcement CRM that crashed at 22K transactions — rebuilt to handle 10× the load. Case Study: Product Sun, 01 Mar 2026 00:00:00 GMT https://pmyogesh.com/case-study/user-acquisition-cac-30 https://pmyogesh.com/case-study/user-acquisition-cac-30 Building channel-level attribution from scratch and reallocating spend from cheap-but-low-quality to expensive-but-high-LTV acquisition. Case Study: Growth Sun, 01 Mar 2026 00:00:00 GMT https://pmyogesh.com/case-study/ml-ux-growth-3x-conversion https://pmyogesh.com/case-study/ml-ux-growth-3x-conversion End-to-end conversion optimisation using ML intent scoring, UX redesign, and growth loops. Case Study: Machine Learning Sun, 01 Feb 2026 00:00:00 GMT https://pmyogesh.com/case-study/ai-recommendation-engine https://pmyogesh.com/case-study/ai-recommendation-engine Recommending financial products using AI personalisation and collaborative filtering. Case Study: Machine Learning Thu, 01 Jan 2026 00:00:00 GMT https://pmyogesh.com/case-study/programmatic-seo-calculators https://pmyogesh.com/case-study/programmatic-seo-calculators Scaling organic traffic using calculator-based programmatic page templates. Case Study: SEO Mon, 01 Dec 2025 00:00:00 GMT https://pmyogesh.com/case-study/rank-1-fintech-keywords https://pmyogesh.com/case-study/rank-1-fintech-keywords A systematic approach to winning top rankings for conversion-driving keywords. Case Study: SEO Sat, 01 Nov 2025 00:00:00 GMT https://pmyogesh.com/case-study/seo-moat-remittance https://pmyogesh.com/case-study/seo-moat-remittance Creating defensible, compounding SEO advantage in a competitive fintech niche. Case Study: SEO Wed, 01 Oct 2025 00:00:00 GMT https://pmyogesh.com/case-study/seo-0-to-100k https://pmyogesh.com/case-study/seo-0-to-100k Driving massive organic traffic using a programmatic SEO architecture. Case Study: SEO Mon, 01 Sep 2025 00:00:00 GMT https://pmyogesh.com/case-study/reduce-cognitive-load https://pmyogesh.com/case-study/reduce-cognitive-load Simplifying complex flows to drive significantly higher task completion rates. Case Study: Design Fri, 01 Aug 2025 00:00:00 GMT https://pmyogesh.com/case-study/microcopy-ctr-increase https://pmyogesh.com/case-study/microcopy-ctr-increase Improving CTR with precision UX writing — button labels, headlines, and nudges. Case Study: Design Tue, 01 Jul 2025 00:00:00 GMT https://pmyogesh.com/case-study/fintech-trust-ui-patterns https://pmyogesh.com/case-study/fintech-trust-ui-patterns Building credibility through design systems, visual hierarchy, and social proof. Case Study: Design Sun, 01 Jun 2025 00:00:00 GMT https://pmyogesh.com/case-study/ux-redesign-conversion-28 https://pmyogesh.com/case-study/ux-redesign-conversion-28 A full design audit and redesign cycle driven by heatmaps and user testing. Case Study: Design Thu, 01 May 2025 00:00:00 GMT https://pmyogesh.com/blog/reduce-customer-acquisition-cost https://pmyogesh.com/blog/reduce-customer-acquisition-cost Cutting spend doesn't move CAC. Changing who you acquire does. The four levers that took blended CAC down 30%+ on real products. Growth & SEO Sat, 12 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/programmatic-seo-guide https://pmyogesh.com/blog/programmatic-seo-guide Generate ten thousand pages and get deindexed, or build pages that earn their place. The architecture behind 0 to 100K monthly sessions. Growth & SEO Fri, 11 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/what-does-a-pm-actually-do https://pmyogesh.com/blog/what-does-a-pm-actually-do The job title is everywhere. The actual job is still wildly misunderstood. A ground-level look at what PMs really spend their days on. PM Career Thu, 10 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/outcome-driven-roadmaps https://pmyogesh.com/blog/outcome-driven-roadmaps A feature roadmap is a commitment to build things. An outcome roadmap is a commitment to change things. One of them works. Founder Notes Thu, 10 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/data-driven-product-management https://pmyogesh.com/blog/data-driven-product-management Data is not a substitute for judgment. But judgment without data is guessing. Here's how to use both. Experiments Thu, 10 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/ai-changing-product-management https://pmyogesh.com/blog/ai-changing-product-management AI is reshaping what PMs do, how they research, how they write, and how they make decisions. A ground-level assessment. AI & Product Thu, 10 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/growth-loops-product-management https://pmyogesh.com/blog/growth-loops-product-management Funnels leak. Loops compound. Here's a practical guide to the growth mechanics that actually scale. Growth & SEO Thu, 10 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/writing-effective-prds-guide https://pmyogesh.com/blog/writing-effective-prds-guide A PRD that engineers don't read is not a PRD. It's a liability. Here's how to write ones that actually get built correctly. PM Career Thu, 10 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/become-product-manager-india https://pmyogesh.com/blog/become-product-manager-india From CS grad to startup PM to FAANG — the realistic paths into product management in the Indian ecosystem. PM Career Thu, 10 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/evolution-of-product-management https://pmyogesh.com/blog/evolution-of-product-management How the PM role has been quietly redefined over the past decade — and what it means for your career. PM Career Wed, 09 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/how-to-build-winning-product-strategy https://pmyogesh.com/blog/how-to-build-winning-product-strategy Strategy is not a vision statement. It's a set of choices that exclude other choices. Here's how to make the right ones. Founder Notes Wed, 09 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/metrics-that-matter-product-managers https://pmyogesh.com/blog/metrics-that-matter-product-managers Not all metrics are created equal. Most dashboards measure activity, not impact. Here's how to tell the difference. Experiments Wed, 09 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/ai-tools-product-managers https://pmyogesh.com/blog/ai-tools-product-managers Not a list of hype. A practical breakdown of AI tools that actually change how PMs work — and which ones to skip. AI & Product Wed, 09 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/activation-metrics-product-growth https://pmyogesh.com/blog/activation-metrics-product-growth Users who don't activate don't stay. The window between signup and activation is where most products lose the game. Growth & SEO Wed, 09 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/agile-vs-scrum-vs-kanban https://pmyogesh.com/blog/agile-vs-scrum-vs-kanban The difference between frameworks — and why choosing the right one for your team context matters more than most PMs realize. Comparisons Wed, 09 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/product-manager-interview-questions https://pmyogesh.com/blog/product-manager-interview-questions Real questions from real PM interviews at top companies — with the frameworks and thinking behind strong answers. PM Career Wed, 09 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/core-skills-every-product-manager https://pmyogesh.com/blog/core-skills-every-product-manager Beyond frameworks and templates — the actual skills that separate good PMs from great ones. PM Career Tue, 08 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/prioritization-frameworks-every-pm https://pmyogesh.com/blog/prioritization-frameworks-every-pm RICE, ICE, MoSCoW, Kano — and when to throw all of them out and just use judgment. PM Career Tue, 08 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/north-star-metrics-how-to https://pmyogesh.com/blog/north-star-metrics-how-to A North Star metric should focus your entire team. Most don't. Here's why — and how to fix it. Experiments Tue, 08 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/ai-product-discovery-techniques https://pmyogesh.com/blog/ai-product-discovery-techniques AI can simulate user interviews, analyze feedback at scale, and find patterns no human analyst would catch. Here's how. AI & Product Tue, 08 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/retention-strategies-consumer-apps https://pmyogesh.com/blog/retention-strategies-consumer-apps The top apps in the world obsess over one metric above all others. Here's what their retention playbooks actually look like. Growth & SEO Tue, 08 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/sprint-planning-best-practices https://pmyogesh.com/blog/sprint-planning-best-practices Bad sprint planning wastes weeks. Good sprint planning sets up your team to actually finish what they start. PM Career Tue, 08 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/pm-skills-gap-analysis https://pmyogesh.com/blog/pm-skills-gap-analysis Run an honest inventory against the skills PM roles actually test for — then close the two or three gaps that are holding you back. PM Career Tue, 08 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/pm-vs-product-owner-vs-project-manager https://pmyogesh.com/blog/pm-vs-product-owner-vs-project-manager These three roles get confused constantly. Here's a clear, opinionated breakdown of how they actually differ. Comparisons Mon, 07 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/setting-strong-product-vision https://pmyogesh.com/blog/setting-strong-product-vision Most product visions are forgotten within 3 months. Here's what makes one actually stick. Founder Notes Mon, 07 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/funnel-analysis-product-managers https://pmyogesh.com/blog/funnel-analysis-product-managers Every user interaction is a funnel. Most PMs only look at the top and the bottom. Here's what you're missing. Experiments Mon, 07 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/ai-roadmap-planning https://pmyogesh.com/blog/ai-roadmap-planning Can AI help you build better roadmaps? Sort of. The truth is more nuanced than the demos suggest. AI & Product Mon, 07 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/monetization-models-digital-products https://pmyogesh.com/blog/monetization-models-digital-products Freemium, subscription, usage-based, marketplace — each model has a context where it wins and contexts where it fails. Growth & SEO Mon, 07 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/managing-cross-functional-teams https://pmyogesh.com/blog/managing-cross-functional-teams You have accountability but no authority. Here's how to make cross-functional teams work despite that impossible dynamic. PM Career Mon, 07 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/building-pm-portfolio https://pmyogesh.com/blog/building-pm-portfolio A PM portfolio is not a folder of screenshots. It is curated evidence that you can think, execute and move outcomes like a PM. PM Career Mon, 07 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/product-lifecycle-explained https://pmyogesh.com/blog/product-lifecycle-explained Introduction, growth, maturity, decline — and how smart PMs navigate each phase differently. PM Career Sun, 06 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/product-leadership-vs-management https://pmyogesh.com/blog/product-leadership-vs-management When you stop managing features and start managing direction. The shift is more disorienting than people tell you. Comparisons Sun, 06 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/ab-testing-product-decisions https://pmyogesh.com/blog/ab-testing-product-decisions A/B testing is easy to run wrong. Here's how to design tests that actually give you reliable answers. Experiments Sun, 06 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/ai-improve-product-analytics https://pmyogesh.com/blog/ai-improve-product-analytics Traditional analytics tells you what happened. AI analytics starts to tell you why — and what to do about it. AI & Product Sun, 06 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/pricing-strategy-framework https://pmyogesh.com/blog/pricing-strategy-framework Pricing is a product decision, not a finance decision. Here's how PMs should think about it. Growth & SEO Sun, 06 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/roadmap-planning-practical-guide https://pmyogesh.com/blog/roadmap-planning-practical-guide A roadmap is not a schedule. It's a communication tool. Here's how to use it to align teams without locking yourself in. PM Career Sun, 06 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/pm-career-path-complete-guide https://pmyogesh.com/blog/pm-career-path-complete-guide APM to CPO — what each level actually expects, how long each stage takes, and what accelerates the climb. PM Career Sun, 06 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/user-centric-product-thinking https://pmyogesh.com/blog/user-centric-product-thinking What it actually means to build for users — not what users ask for, but what they actually need. PM Career Sat, 05 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/strategic-thinking-senior-pm https://pmyogesh.com/blog/strategic-thinking-senior-pm What strategic thinking actually looks like in practice — not in MBA frameworks, but in daily product decisions. Founder Notes Sat, 05 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/product-analytics-improve-retention https://pmyogesh.com/blog/product-analytics-improve-retention Acquisition gets the headlines. Retention is where the business lives or dies. Here's how to use data to protect it. Experiments Sat, 05 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/generative-ai-writing-prds https://pmyogesh.com/blog/generative-ai-writing-prds I've been using AI to draft PRDs for six months. Here's what it's good at, where it falls flat, and what I've kept. AI & Product Sat, 05 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/product-led-growth-guide https://pmyogesh.com/blog/product-led-growth-guide PLG is not a sales strategy. It's an entire way of thinking about how your product acquires, activates, and retains users. Growth & SEO Sat, 05 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/how-pms-balance-business-tech-ux https://pmyogesh.com/blog/how-pms-balance-business-tech-ux The impossible triangle of product management. How experienced PMs actually navigate competing pressures. PM Career Fri, 04 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/long-term-vs-short-term-product-strategy https://pmyogesh.com/blog/long-term-vs-short-term-product-strategy The tension between quarterly goals and three-year vision. How to hold both without losing either. Founder Notes Fri, 04 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/data-driven-product-culture https://pmyogesh.com/blog/data-driven-product-culture Culture, not tools, is what makes an organization actually data-driven. Here's how to build it from inside. Experiments Fri, 04 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/ai-user-research https://pmyogesh.com/blog/ai-user-research AI can speed up research dramatically. It can also introduce bias at scale. Here's how to get the upside without the downside. AI & Product Fri, 04 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/balancing-growth-monetization https://pmyogesh.com/blog/balancing-growth-monetization Grow too fast and you burn cash. Monetize too early and you kill growth. How to find the right moment for each. Growth & SEO Fri, 04 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/product-management-misconceptions https://pmyogesh.com/blog/product-management-misconceptions What people outside the role get wrong. And honestly, what people inside the role get wrong too. PM Career Thu, 03 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/decision-making-frameworks-product-leaders https://pmyogesh.com/blog/decision-making-frameworks-product-leaders When data is incomplete, stakeholders disagree, and the clock is ticking — how senior PMs actually decide. Founder Notes Thu, 03 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/ai-copilots-for-pms https://pmyogesh.com/blog/ai-copilots-for-pms The framing of AI as a 'copilot' is either the most useful metaphor in tech or the most dangerous. Here's my honest take. AI & Product Thu, 03 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/building-ai-first-products https://pmyogesh.com/blog/building-ai-first-products What's actually different about building a product where AI is the core capability, not a feature bolted on. AI & Product Wed, 02 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/future-role-pms-ai-world https://pmyogesh.com/blog/future-role-pms-ai-world In 5 years, some of what PMs do today will be automated. What remains — and what expands — is worth planning for now. AI & Product Tue, 01 Apr 2025 00:00:00 GMT https://pmyogesh.com/case-study/mvp-in-7-days https://pmyogesh.com/case-study/mvp-in-7-days Rapid product development, validation, and first-user acquisition in one week. Case Study: Product Tue, 01 Apr 2025 00:00:00 GMT https://pmyogesh.com/blog/how-ai-is-changing-product-decisions https://pmyogesh.com/blog/how-ai-is-changing-product-decisions It's not about replacing PMs. It's about shifting from intuition-based bets to data-validated hypotheses at scale. AI & Product Sat, 15 Mar 2025 00:00:00 GMT https://pmyogesh.com/blog/product-frameworks-at-scale https://pmyogesh.com/blog/product-frameworks-at-scale Forget the textbook theory. These are the frameworks that survive the chaos of hypergrowth. PM Career Fri, 14 Mar 2025 00:00:00 GMT https://pmyogesh.com/blog/what-makes-product-scalable https://pmyogesh.com/blog/what-makes-product-scalable Scalability isn't just about backend code. It's about operational and design leverage. Growth & SEO Thu, 13 Mar 2025 00:00:00 GMT https://pmyogesh.com/blog/research-beyond-surveys https://pmyogesh.com/blog/research-beyond-surveys Surveys are biased. Here are 5 better ways to understand your market. Experiments Wed, 12 Mar 2025 00:00:00 GMT https://pmyogesh.com/blog/leadership-not-feature-ownership https://pmyogesh.com/blog/leadership-not-feature-ownership Moving from managing tickets to managing outcomes and teams. Founder Notes Tue, 11 Mar 2025 00:00:00 GMT https://pmyogesh.com/case-study/finance-calculator-app-retention https://pmyogesh.com/case-study/finance-calculator-app-retention Building a utility product with compounding daily retention loops. Case Study: Product Sat, 01 Mar 2025 00:00:00 GMT https://pmyogesh.com/case-study/scalable-notification-system https://pmyogesh.com/case-study/scalable-notification-system Designing a trigger-based push notification engine that drives action at scale. Case Study: Product Sat, 01 Feb 2025 00:00:00 GMT https://pmyogesh.com/blog/how-i-think-about-product-framework https://pmyogesh.com/blog/how-i-think-about-product-framework A senior product leader shares a practical product thinking framework built over 9 years of scaling real products across growth, monetisation, and operations. Founder Notes Wed, 15 Jan 2025 00:00:00 GMT https://pmyogesh.com/case-study/comparison-platform-india https://pmyogesh.com/case-study/comparison-platform-india Building a fintech comparison platform tailored for India's remittance landscape. Case Study: Product Wed, 01 Jan 2025 00:00:00 GMT https://pmyogesh.com/case-study/cab-fare-comparison-engine https://pmyogesh.com/case-study/cab-fare-comparison-engine Aggregating real-time fares across ride-hailing platforms at scale. Case Study: Product Sun, 01 Dec 2024 00:00:00 GMT https://pmyogesh.com/case-study/zero-cost-growth-engine https://pmyogesh.com/case-study/zero-cost-growth-engine Scaling growth to 50K users per month without any paid acquisition budget. Case Study: Growth Fri, 01 Nov 2024 00:00:00 GMT https://pmyogesh.com/case-study/funnel-dropoff-ux-optimization https://pmyogesh.com/case-study/funnel-dropoff-ux-optimization Reducing drop-offs at each funnel stage with targeted UX improvements. Case Study: Growth Tue, 01 Oct 2024 00:00:00 GMT https://pmyogesh.com/case-study/growth-loop-repeat-users https://pmyogesh.com/case-study/growth-loop-repeat-users Creating a viral retention loop that drives users back within two weeks. Case Study: Growth Sun, 01 Sep 2024 00:00:00 GMT https://pmyogesh.com/case-study/insurance-cta-2x-growth https://pmyogesh.com/case-study/insurance-cta-2x-growth Improving click-through rate using behavioural triggers and precision timing. Case Study: Growth Thu, 01 Aug 2024 00:00:00 GMT https://pmyogesh.com/case-study/scaling-moneyratefinder-growth https://pmyogesh.com/case-study/scaling-moneyratefinder-growth Scaling traffic and retention using compounding growth loops and organic SEO. Case Study: Growth Mon, 01 Jul 2024 00:00:00 GMT https://pmyogesh.com/case-study/ml-user-clustering-insurance https://pmyogesh.com/case-study/ml-user-clustering-insurance Clustering users to personalise offers and boost conversion rates. Case Study: Machine Learning Sat, 01 Jun 2024 00:00:00 GMT https://pmyogesh.com/case-study/predict-user-dropoff-churn-model https://pmyogesh.com/case-study/predict-user-dropoff-churn-model Using ML to predict churn and proactively retain users before they leave. Case Study: Machine Learning Wed, 01 May 2024 00:00:00 GMT https://pmyogesh.com/case-study/ml-reduce-cac-segmentation https://pmyogesh.com/case-study/ml-reduce-cac-segmentation Reducing acquisition cost using intelligent ML-driven segmentation. Case Study: Machine Learning Mon, 01 Apr 2024 00:00:00 GMT https://pmyogesh.com/case-study/real-time-intent-scoring-engine https://pmyogesh.com/case-study/real-time-intent-scoring-engine Designing a system to score user intent in real-time and improve conversions. Case Study: Machine Learning Fri, 01 Mar 2024 00:00:00 GMT https://pmyogesh.com/case-study/predict-high-ltv-users-ml https://pmyogesh.com/case-study/predict-high-ltv-users-ml Using behavioral ML to identify high-value users and optimize monetisation. Case Study: Machine Learning Thu, 01 Feb 2024 00:00:00 GMT https://pmyogesh.com/case-study/ml-insurance-prediction https://pmyogesh.com/case-study/ml-insurance-prediction Using predictive modeling to increase insurance conversions by 32% Case Study: Machine Learning Mon, 01 Jan 2024 00:00:00 GMT