Caeliai

Independent research in ecommerce AI.

Published Research

Foundational benchmarks on AI model performance in ecommerce domains.

A Vision Benchmark for Fashion AI

Foundational benchmark on vision model performance in ecommerce — validated on fashion vertical.

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LLMs' Favorites

Mapping model aesthetic preferences in ecommerce domains — validated on fashion vertical.

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Upcoming Research

In progress and planned studies.

Case Study: UCP Integrations

Visibility on AI platforms.

Projects

Applied prototypes demonstrating cross-domain methodology.

Fashion AI Web Application

Fashion Domain

Proof of concept demonstrating ecommerce AI methodology in the fashion vertical. Validated approaches for conversational search, taste modeling, and personal aesthetic understanding — research methods designed to transfer across shopping domains.

Capabilities Explored

Natural language search converting conversational queries to shoppable picks
Personal taste understanding and style-aligned recommendations
Deep brand search for specific archival and runway references
Price analysis and quality-vs-brand value assessment

View Technical Architecture

This project validated research approaches and led to my role at Daydream.