Example
Least-cost portfolio
Building Decarbonization
Commercial building portfolio with 6,000 MWh/year energy demand and science-based emissions targets, but limited capital and contractor capacity for retrofits.
Decision logic
Assemble the retrofit mix that hits the target at the lowest cost under rollout, budget, and contractor limits.
Decision question
Which retrofit portfolio hits the emissions target at the lowest cost under the rollout limits we have?
Model output
Recommended portfolioEfficiency + heat pumps + bridge green power
Minimum cost to target$1.08M/year
Rollout riskHeat-pump delays push abatement above $180/tCO₂
Active limits
- Efficiency retrofits exhausted
- Annual budget 87% used
Key insight
Efficiency does the cheap early work, electrification closes the hard remainder, and timing determines how expensive the last tons become.
Waiting on heat pumps raises the cost of the remaining 38% gap every quarter.
Starting electrification now locks in $180/tCO₂; waiting raises that number each quarter.
Green power can bridge the gap, but only while contractor capacity catches up.