LLM

Your AI Visibility Score Says a Brand Showed Up, Not That It Should Have

A ground-truth benchmark for AI brand recommendations, built from Amazon's ESCI dataset where human raters labelled which brands are relevant to each query. Ranking brands by share …

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Princy Gandhi

ESCI Brand Study

A dashboard and benchmark that measures whether AI brand recommendations are correct, not just present, using Amazon's ESCI human relevance judgements as ground truth. Ranks brands …

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Princy Gandhi

Build Your Own AI-Powered IT Self-Service Portal

How to automate routine software access provisioning while keeping human review where it matters. The central design decision is that the language model never makes the access …

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Princy Gandhi

Top Five Factors That Change AI Visibility Results Between Chat Applications and APIs

Why AI visibility tools that query a model API don't measure what customers actually see in a chat app. A controlled experiment across seven brands found that turning search off …

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Princy Gandhi

AI Visibility Audit

Open-source tool that measures how brands appear in AI answer engines. Runs buyer-intent prompts across ChatGPT, Claude, Perplexity, and Gemini, then reports share of voice, …

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Princy Gandhi

Sentiment Analysis - LLM vs. Traditional ML

Comparative sentiment analysis of customer reviews using a Generative AI (LLM-based) model vs. a traditional ML pipeline in RapidMiner. GenAI outperformed on sarcasm and …

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Princy Gandhi

Access Desk

AI-powered IT self-service portal built on AWS Bedrock and Claude. Auto-grants or escalates software access requests based on job-level policy. LLM chat interface lets employees …

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Princy Gandhi