Ben Grime

Opportunity scanner

Where could AI save time in your organisation? Pick an industry, adjust the roles, and see where staff time goes. An agent maps your own job titles to UK occupations and stops to ask when it isn’t sure.

• LangGraph
• MCP
• evals
• AWS Lambda
• Terraform

AI exposure for every UK job

US research scores AI exposure task by task, but UK jobs are coded differently. I built the bridge between the two and a score for each of 412 UK job groups.

• Python
• LLM agents
• crosswalks
• pytest

Environmental summaries, drafted in Teams

Consultants drop a chapter into a Teams chat. The bot finds similar past chapters and drafts the plain-English summary in their style. Ten minutes instead of two hours.

• RAG
• Azure OpenAI
• Bot Service
• TF-IDF

Are AI-exposed jobs losing young UK workers?

A UK test of Stanford’s “canaries in the coal mine” result. The first chart said yes. The checks said not yet.

• ONS survey data
• regression
• bootstrap

The first AI tools at an engineering firm

An inspection app for 300 staff, training that got two non-technical teams building with AI, and a board demo of what agents could already do.

• Power Platform
• training
• agents
• board demo

GPTs are GPTs, re-rated for 2026

The 2023 study that labelled every US job task for AI exposure, run again on all 18,838 tasks in O*NET 31.0 with three of today’s models and an updated rubric.

• LLM labelling
• inter-rater agreement
• OpenRouter

AI and entry-level jobs

A talk at Altrincham Town Hall. The recording plays with the slides in sync.

The new era

Notes for a board talk on what language models are, how they learn, and where agents are heading.