Evaluate hiring candidates against competency levels
From the linked report, they assembled a basic hiring agent in Copilot Pro and loaded it with their company’s competency definitions and levels through SharePoint as the knowledge base. The agent was used to analyze job descriptions, recommend which competencies were critical for a role, and generate behavioral and situational interview questions plus a scoring rubric; the human set it up in natural language and tested it a few times to make sure it worked correctly. The commenter says it was very simple, required no coding, and saved them lots of time.
- Agent or tool
- GitHub Copilot
- Topic
- Business & Startups
- Reported on
- Added
- 2026-10-15
Why it matters
Small teams wear many hats. Agents that pick up research, admin and operations let a founder spend more time on the work only they can do. It is one of 7 sightings filed under Business & Startups on Agent Sightings (number 1 by interest), and one of 5 involving GitHub Copilot.
How you could try it
Here is a reusable prompt, written by us in our own words, that captures the task. Paste it into GitHub Copilot or any similar agent and adjust the details to your situation.
Biz task: evaluate hiring candidates against competency levels. Break into steps, show intermediate output, and pause before irreversible or public actions.
Tip: Start small: run it once on a low-stakes example, read what the agent did, and only then let it run on real work.
Source
Read the original first-hand account on Reddit: https://www.reddit.com/r/humanresources/comments/1pol44d/ai_agent_use_cases_in_…. Our summary is a paraphrase; details are in the source.