Research workspaceLifecycle Dashboard
Synthetic data
ENVIRONMENTAL INTELLIGENCE

Lifecycle Dashboard

Understand the footprint of intelligence. Design a more sustainable robot.

Synthetic research demonstrator — not ABB or SimaPro results.Annual assessment · 4,000 operating hours
Active scenario
100 robots / 7B model
Carbon footprint
8.65 t CO₂e

Lifecycle greenhouse gas emissions

Energy demand
18.45 MWh

Operational + embodied energy

Water consumption
39.3

Operational + embodied water

Impact per robot-task
0.018 g CO₂e

480 million robot-tasks / year

Where impact happens

Lifecycle contribution · kg CO₂e

Hybrid
TOTAL FOOTPRINT8.65t CO₂e / year
Data preparation0.1%
Model training1.2%
Hardware manufacturing70.7%
Storage & transfer2.9%
Sensing10.4%
AI inference11.6%
Cooling2.3%
End-of-life0.8%

Deployment comparison

Same fleet. Four ways to deploy intelligence.

Shared Foundation Model has the lowest carbon footprint under these assumptions.
RESEARCH INSIGHT

Hardware manufacturing is your largest hotspot.

It contributes 70.7% of modeled emissions. Test renewable electricity and longer hardware lifetimes to see what changes.

Your operating assumptions