All work

Growth · Structure

AI phrase-categorisation script becomes a new deal-closing service

AI-Augmented Workflows · Service & Offer Packaging

AI phrase-categorisation script becomes a new deal-closing service

Categories

Growth · Structure

Subcategories

AI-Augmented Workflows · Service & Offer Packaging

Metric categories

  • Efficiency & Time Savings
  • Process/Tool Adoption

At a glance

AI phrase-categorisation script becomes a new deal-closing service

A ChatGPT-based script, later rebuilt in Python, categorised 170,000 phrases on a tight deadline, winning the deal and becoming a standing automated service.

170,000 phrases categorised on deadline

capability reused as a recurring service

Background

A previously lost customer returned as an opportunity with a request to categorise 170,000 phrases (by travel-related type versus non-travel) on a tight deadline.

Illustration of an overwhelming manual phrase-classification task under deadline pressure

Goal

Complete the large categorisation task before the start of the next week to impress the customer and seal the deal.

The Work

Built a ChatGPT-based script to categorise the phrases automatically and merge the results into sheets, later converting it into a Python (pandas) tool for faster upload and merging.

Illustration of an AI processor sorting language cards into travel and non-travel categories

Outcome

The task was delivered on time, the deal was won, and the capability was turned into a standing service offering used with other customers whose teams disliked this kind of tedious work, helping convert demos and seal further deals.