Energy measurement tools for AI training and inference
How to assess tooling that measures energy and carbon per training run or inference request, and what the numbers can support.
5 tools · 6 criteriaRead scenario
Use cases
Scenarios for green AI and energy procurement
Each scenario starts from a buying situation rather than a product category: the decision to be made, the criteria that decide it, and the listings that fit. The same verified fields back every recommendation.
- Scenarios published
- 12
- Listings referenced
- 27
Battery storage management and dispatch tools
How owners and operators should evaluate monitoring, dispatch and degradation tooling for grid-connected battery storage assets.
2 tools · 6 criteriaRead scenario
Carbon-aware scheduling tools for shifting compute load
What to check before moving batch or online workloads to lower-carbon hours and regions, from signal latency to SLA limits.
5 tools · 6 criteriaRead scenario
CBAM compliance software for embedded emissions
What EU importers need from CBAM tooling now that the definitive regime applies, from supplier installation data to certificates.
4 tools · 6 criteriaRead scenario
Cloud carbon accounting tools for scope 2 and 3
How procurement and sustainability teams should assess cloud emissions tooling, from provider reports to allocation by service.
4 tools · 6 criteriaRead scenario
Carbon accounting software for CSRD reporting
How reporting teams should evaluate carbon accounting platforms under ESRS, from factor lineage to assurance readiness.
4 tools · 6 criteriaRead scenario
Data centre efficiency monitoring for EU reporting
How operators should evaluate PUE, water and energy monitoring tooling against EU data centre reporting rules and internal targets.
5 tools · 6 criteriaRead scenario
ESG reporting platforms for mid-market companies
What mid-market teams should check in ESG reporting software, from framework coverage and approvals to assurance-ready exports.
4 tools · 6 criteriaRead scenario
Open-source carbon and energy libraries for engineers
What engineering teams should verify before building carbon or energy calculations on open-source libraries and APIs.
5 tools · 6 criteriaRead scenario
Solar asset monitoring tools for operating PV fleets
How owners and asset managers should evaluate monitoring and analytics for operating PV plants, from meter data to performance loss.
2 tools · 6 criteriaRead scenario
PV yield forecasting and solar resource assessment
How to evaluate solar resource and production forecasting tools for project design, financing and day-ahead operations.
2 tools · 6 criteriaRead scenario
Supplier emissions data collection and engagement
How procurement and sustainability teams should evaluate supplier emissions programmes, from questionnaires to Scope 3 category mapping.
4 tools · 6 criteriaRead scenario