Avatar

Gary Constable AKA GhostFrog

Builder of AI Agents, Data Pipelines & Automation Systems

Building AI Tools to Help People Land UK Civil Service Roles

2025-11-25

I’ve spent a lot of time studying how Civil Service hiring works — STAR, Behaviours, sift checks, Success Profiles, scoring frameworks.
Then I realised something:

AI can help people navigate this better than anything currently available.

So I built:

1️⃣ Civil Service Interview Assistant

  • Generates STAR answers
  • Tailored to specific behaviours
  • Includes ‘what good looks like’ patterns
  • Helps users break down their own experience

2️⃣ Civil Service Job Matcher (Downloadable App)

This tool:

  • reads the user's CV
  • parses job listings
  • identifies behaviour gaps
  • suggests evidence
  • writes STAR drafts

It’s packaged as a standalone Flask app users can download directly from my site.

3️⃣ Civil Service Job Matcher Web Version

A browser-based experience using the same logic.

Why it matters

I want to help people get jobs they normally find impossible to access.
This has been one of the most meaningful projects I’ve built.

← Back to Blog