# K06 — Building-performance ML example

- Publisher: Knauf Insulation / Knauf UK & Ireland (official case study)
- Source: [Trafford & Eccles Housing Project](https://knauf.com/en-GB/case-studies/knauf-insulation/trafford-eccles-housing-project-manchester)
- Published: not displayed. Accessed: 22 October 2026.
- Read: solution section directly.
- Evidence: pilots combined sensor measurements and machine learning.
- Use: do not assume the organisation is an AI beginner.
- Limit: company-reported pilots; no LLM economics, audited financial results or visitor ownership established.
- Evidence class: primary self-reported project description.