All Articles By Shivam Mitter

Turn Window Shoppers Into Buyers—Here's How We Built A System That Helps You Keep Customers Inside

Understanding shopper behaviour is key to boosting sales. We've built a powerful system that helps you do just that. By tracking foot traffic, analysing attention, and predicting customer behaviour, our system gives you real-time insights to improve store layouts, marketing strategies, and product placement. This blog has got you covered!

Shivam Mitter

April 1, 2024

How We Fine-Tuned an Embedding Model to Solve Retail Misclassification: A Complete Guide (Code Included)

Misclassifying products can hurt your sales, damage customer trust, and impact your bottom line. In this blog, I’ll walk you through how fine-tuning embedding models can help solve these problems. Plus, we’ve included the code, so you can see how we did it and apply it to your own solutions.

Shivam Mitter

April 1, 2024

Case Study: How We Analyzed Data from a Leading Multi-National Retail Brand & Ionio's Strategies to Reduce Churn

We studied customer behaviour patterns and key engagement signals from a leading multi-national retail brand’s data. Using advanced analysis and strategic insights, we identified why customers were leaving and implemented data-driven strategies to optimise loyalty programs. Here’s what we learned and how these strategies can help you build better, smarter loyalty programs too.

Shivam Mitter

April 1, 2024

How We Built an AI Pipeline to Reduce Hazards, Prevent Accidents, and Minimise Delays on Construction Sites — Here’s What We Discovered

From detecting hazards in real time to triggering alerts, how Ionio’s AI pipeline is reshaping construction site safety. A peek into how tech can truly make a difference where it matters most.

Shivam Mitter

April 1, 2024

How We Built a WhatsApp Bot That Watches & Summarises YouTube Videos So You Don't Have To — NioBot

A WhatsApp-integrated chatbot that summarizes YouTube videos and answers real-time questions using an LLM with internet access. Whether you’re looking for a quick video summary or chatting for information, NioBot keeps it simple, fast, and effective.

Shivam Mitter

April 1, 2024

Caching, Model Selection & Cost Strategies — How We Routinely Save Our Clients ~50% on OpenAI API💰

I’m sharing the exact strategies we use to cut OpenAI API costs by around 50%—and how you can do the same. From Prompt Caching to Predicted Outputs, I’ll walk you through how to optimise your API calls for speed and savings. You’ll learn how small tweaks in your prompt structure and model choices can make a big difference without compromising on performance.

Shivam Mitter

April 1, 2024

How to use KnowledgeGraph and GraphRAG for Investigative Research

Investigating complex cases can be challenging, but Knowledge Graphs (KGs) and GraphRAG make it easier. This guide highlights how these tools reveal hidden relationships and insights within tangled data, turning complicated questions into simple Cypher queries for graph databases like Neo4j. Check how they can transform the conventional approach.

Shivam Mitter

April 1, 2024

Building a Multi-Agent Framework with o1: A Complete Technical Guide to Developing a Financial Agent Use Case (Code Included)

Dive deep into the concept of Multi-Agent Systems (MAS) and explore how to build one using O1 and GPT-4o to tackle complex tasks that once required human labor.This hands-on guide explains the architecture and showcases an advanced Financial Analyst agent we built by leveraging the MAS framework.

Shivam Mitter

April 1, 2024

The Developer’s Guide to UI Testing Automation with Llama 3.2, Multimodal LLMs, and Gemini API

A hands-on guide to using multimodal AI for UI testing, complete with code examples. We look at how Llama 3.2-Vision and the Gemini API, along with an open-source multimodal large language model (MLLM), can generate accurate test cases from UI images and videos, making it easier for developers to streamline their testing processes.

Shivam Mitter

April 1, 2024

Automated Resume Analysis and Phone Screening for HR Processes

This blog discusses the use of AI in automating candidate selection. Utilizing advanced AI tools like GPT-3.5 and Bland.ai, we streamline resume screening and phone interviews, improving efficiency and candidate assessment in recruitment.

Shivam Mitter

April 1, 2024

A Comprehensive Guide on Merging Language Models

Combining LLMs with techniques like SLERP, TIES, DARE, and MoE boosts capabilities without excessive computational burden. Uploading merged models to the Hugging Face Hub demonstrates the efficiency of this approach.

Shivam Mitter

April 1, 2024

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Shivam Mitter

Turn Window Shoppers Into Buyers—Here's How We Built A System That Helps You Keep Customers Inside

How We Fine-Tuned an Embedding Model to Solve Retail Misclassification: A Complete Guide (Code Included)

Case Study: How We Analyzed Data from a Leading Multi-National Retail Brand & Ionio's Strategies to Reduce Churn

How We Built an AI Pipeline to Reduce Hazards, Prevent Accidents, and Minimise Delays on Construction Sites — Here’s What We Discovered

How We Built a WhatsApp Bot That Watches & Summarises YouTube Videos So You Don't Have To — NioBot

Caching, Model Selection & Cost Strategies — How We Routinely Save Our Clients ~50% on OpenAI API💰

How to use KnowledgeGraph and GraphRAG for Investigative Research

Building a Multi-Agent Framework with o1: A Complete Technical Guide to Developing a Financial Agent Use Case (Code Included)

The Developer’s Guide to UI Testing Automation with Llama 3.2, Multimodal LLMs, and Gemini API

Automated Resume Analysis and Phone Screening for HR Processes

A Comprehensive Guide on Merging Language Models

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