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Understanding Production RAG Systems (Retrieval Augmented Generation)
1. What is RAG ? Retrieval Augmented Generation (RAG), is a method where you have a foundation model, and you have a library of personal documents – this can be unstructured data in any format. Now your goal is for answering some questions from your persona library of docs, with the help of LLM. Enter…
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The Product Bulb Podcast Ep. 05: AI Engineers to Product Leaders: The Path to PM | with Dr. Nancy Li
In this episode of the Product Bulb podcast, we sit down with the renowned Dr. Nancy Li, a product leader and mentor to thousands of aspiring product managers. Known for her expertise in helping professionals transition into product management roles, Dr. Li shares her unique insights on how AI engineers, data scientists, and technical professionals…
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KPIs for GTM | For AI Products
Key Performance Indicators (KPIs) for a Go-To-Market (GTM) strategy are essential for measuring the effectiveness of your approach and understanding whether the product is gaining traction in the market. These metrics will help evaluate how well the GTM strategy is working and identify areas for optimization. Here’s what you need to know about GTM KPIs…
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GTM examples from First Principles Framework
A Go-To-Market (GTM) strategy from a first principles framework involves breaking down the steps required to take a product to market into its most fundamental components. Applying this to AI products, or any technology, includes understanding the market, identifying the customer, defining the value proposition, and determining the optimal distribution and pricing models. To better…
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GTM Motions for AI Products
Go-To-Market (GTM) strategies for Generative AI (Gen AI) products need to account for the complexity, education, and the transformative potential of the technology. Modern Gen AI-based products, like AI models for content generation, image generation, or advanced NLP applications, often face challenges like trust, understanding, scalability, and integration. Below are some of the best GTM…
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Product Bulb Podcast : Ep. 01
Pricing Strategies for AI Products AI Generated Insights using Google’s NotebookLM This is wild..You can now input a podcast episode (like a Youtube Video link) to Google’s NotebookLM and get a summary podcast of 2 AI generated personas discussing your podcast !! Granted that it’s somewhat “too wordy” and one or both the personas try…
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The Product Bulb Podcast Ep. 03: The Topmate Tale – A window into building a thriving startup in India
India’s startup ecosystem has experienced exponential growth in recent years, emerging as one of the world’s most vibrant and dynamic landscapes for innovation and entrepreneurship. Fueled by a confluence of factors such as a burgeoning spending power and widespread digital adoption, the Indian startup scene has evolved into a hotbed of creativity, attracting talent, investment,…
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Guide to Generative AI Metrics and KPIs for AI Product Managers
Metrics and KPIs are fundamental parts of any product strategy. They require a whole another level of insight and granularity when it comes to the ever changing and growing world of applied Generative AI applications. Understanding Gen AI metrics and KPIs is crucial for AI product managers for several reasons: Let’s break down these metrics…
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Opportunity Assessment for Product Discovery
Even before you gear up to craft an effective product strategy, your first step as a Product Manager, in most cases 0-1 Product cases, is to work through Product Discovery. Product Discovery is the stage where you have multiple ideas coming from various sources, and you have to bring all the ideas from stakeholders, aligned…
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Managing Risks for 0-1 Product Launch
If you’re a Product Manager in a startup working on a 0-1 Product, here’s a useful framework for managing risks, that can be included in your Product Strategy. This guideline can also be used while managing your prioritization tasks in your roadmap. Here’s a downloadable sheet.
Product Bulb 