Michal Kaszubskikaszub.ski

Work · Products · 04 / 07

A cooking assistant built on GPT, shaped by how people used it

ChefBotA GPT-based assistant that helps people make meals from sparse fridge or pantry inputs; I designed the retrieval, prompt logic and multi-step tool flows and iterated the experience from usage patterns and user feedback.

In brief

ChefBot is a cooking assistant built on GPT. It helps people make meals from sparse fridge or pantry inputs. I designed the retrieval, the prompt logic and the multi-step tool flows, and iterated the experience using usage patterns and user feedback. I did not train the underlying language model; the work is orchestration and product design on top of it.

Status

Pending verification

Live link and usage figures pending verification. On 15 September 2026 the public GPT page was not reachable when logged out, so no link and no conversation or rating figures are published here.

Placeholder

One or two conversation examples and a verified rating screenshot, to be supplied by Michal.

Placeholder: One or two conversation examples and a verified rating screenshot, to be supplied by Michal.

The full case study, covering the problem, my contribution, the technical decisions, the evidence, the limitations and what I learned, follows.