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 benchmark and dashboard that checks whether AI brand recommendations are correct, not just present, using Amazon's ESCI relevance judgements as ground truth.

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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 show up across ChatGPT, Claude, Perplexity, and Gemini, reporting share of voice, sentiment, and cited sources.

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Princy Gandhi

Sentiment Analysis - LLM vs. Traditional ML

Compares an LLM against a traditional ML pipeline on customer-review sentiment, benchmarking accuracy, auditability, and handling of sarcasm.

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Princy Gandhi

Access Desk

AI IT self-service portal on AWS and Claude that auto-approves or escalates software-access requests by policy, with a natural-language chat interface.

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Princy Gandhi