
AI Energy Savings Need a Defensible Counterfactual
Lower consumption is not proof that an algorithm caused the reduction.
1 Sept 2026 · Osmos Global Research & Knowledge Centre · 5 min read
Analysis
Evidence-led analysis for facility management, real estate and workplace leaders — what a finding means, and what it does not.

Lower consumption is not proof that an algorithm caused the reduction.
1 Sept 2026 · Osmos Global Research & Knowledge Centre · 5 min read

A model is valuable only if it improves the decision compared with a credible existing alternative.
1 Sept 2026 · Osmos Global Research & Knowledge Centre · 5 min read

Connected points need identities, context and a known level of trust before they can support decisions.
1 Sept 2026 · Osmos Global Research & Knowledge Centre · 5 min read

Analytics creates value through verified correction, not the number of faults displayed.
1 Sept 2026 · Osmos Global Research & Knowledge Centre · 5 min read

Vendor capability claims are not realised business outcomes
27 Aug 2026 · Osmos Global Research & Knowledge Centre · 1 min read

A commitment becomes credible only when it changes routine decisions
30 Aug 2026 · Osmos Global Research & Knowledge Centre · 3 min read

New standards cannot decarbonise assets that already operate today
30 Aug 2026 · Osmos Global Research & Knowledge Centre · 3 min read

A label is a starting point, not proof of persistent performance
30 Aug 2026 · Osmos Global Research & Knowledge Centre · 3 min read

Transition and physical risk are two views of the same asset future
30 Aug 2026 · Osmos Global Research & Knowledge Centre · 3 min read