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Guide to LLM Cost Estimation: How to Calculate RAG Chatbot Costs

Learn how AI Product Managers estimate LLM, embedding, RAG, and human-support costs—and build a business case for an AI customer-support chatbot.

Context Engineering for AI Product Managers: RAG, Prompt Engineering and Fine-Tuning

Learn context engineering for AI product management, including RAG, vector embeddings, prompt engineering, fine-tuning, and how to choose the right approach.

Types of APIs Explained for AI Product Managers

Learn the major types of APIs—Open, Partner, Internal, and Composite—and API architectures such as REST, SOAP, and RPC, with practical guidance for AI Product Managers.

How LLM Inference Works: A Practical Guide for AI Product Managers

Understand how LLM inference works, from tokenization and embeddings to self-attention, logits, sampling, and detokenization.

Confusion Matrix in Machine Learning: A Simple Guide

Learn what a confusion matrix is, how to interpret TP, TN, FP, and FN, and why it matters when evaluating machine learning classification models.

Embeddings and Tokenization for AI Product Managers: A Practical Guide

Learn how tokenization, vector embeddings, dimensions, semantic search, and AI model inputs work—and why AI Product Managers should understand them.

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Written by Bedanta Gogoi — Product Manager with 6+ years across SaaS, Quick Commerce, and PropTech. Read more about me →