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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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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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Product Bulb Spotlight: No.1 | GUMLOOP
Sep 25, 2024 GUMLOOP https://www.gumloop.com/hub (Founders: Max Brodeur-Urbas, Rahul Behal) AI powered work-flow automation Gumloop is an AI-powered automation framework that allows businesses to create custom workflows and tools without any coding expertise. The platform offers a drag-and-drop interface, enabling users to connect various nodes (such as web scraping, data processing, and integration with Google…
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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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What’s LLM Observability ? Latest tools to look out for
2024 is looking to be the year where a lot of applied Large Language Models (LLMs) from enterprise companies, other than the creators of the foundation LLMs, are going to come out of the Proof of Concept (POC) phase to actually being used by their customers. It’s gonna be a year of trial and error,…
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LUMOS – Generative AI Product Pre-Checklist
If you are an AI/ML Product Manager and are looking to build a Generative AI Product / Feature, here’s a useful framework that’ll essentially work as a Pre-Checklist before even building a Product Strategy. I’m calling it the LUMOS Framework (I hear all the Potter heads’ applause in the back of my mind!). LUMOS FRAMEWORK…
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Generative AI Product Strategy Framework
If you are an AI/ML Product Manager and are looking for a boilerplate framework to get your Generative AI Product Strategy started, here’s a downloadable Product Strategy sheet, designed specifically with keeping in mind, the unique challenges while using the Gen AI technology. The steps include:
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