AIforE's operating framework for making AI sustainable at scale.
We make AI ROI measurable — turning the return on AI investment from a guess into a number leadership can act on.
We build tools, tech, and frameworks to right-size AI solutions — matching model and infrastructure to the task, not the hype.
We promote and facilitate renewable energy — including SMRs and safe nuclear power alongside solar, wind, and other clean sources — helping AI run on clean power, not just more power.
We promote and facilitate recycled cooling, reclaimed water, and thermodynamics — turning waste heat and water into a resource, not a liability.
We remediate ecological harm — cutting greenhouse gases, mitigating extreme weather and erosion, restoring habitats, and advancing desalination and space-based solar power.
Spotlighting organizations and projects that are getting AI sustainability right.
Videos, podcasts, and articles that bring sustainable AI to a broad audience.
Specifications, tools, and technologies to benchmark AI sustainability — including new tokens-to-carbon-output citations.
Independent ratings that let organizations prove — and improve — their sustainability footprint.
A standards contributor for AI sustainability, contributing to IEEE and more.
Hands-on guidance to help organizations design and operate sustainable AI.
Connecting best practices, products, and services across our community.
A running news archive that also works to debunk AI sustainability misinformation.
Flagship events plus regional event kits so local communities can host their own.
Practical guidance grounded in real showcase examples, not theory.
Independent research backing each pillar of our framework.
Most AI investment still can't prove its return: How to Maximize AI ROI in 2026 (IBM) and AI ROI Statistics 2026 (Actigy).
Matching model size to the task is one of the biggest levers available: Small Changes in AI Models Can Produce Big Energy Savings (UNESCO / TechNewsWorld) and Right-Sized AI: Why Small Language Models Outperform Giants (CloudGeometry).
AI's power demand is colliding with the grid, and clean power is the release valve: Global Energy Demands within the AI Regulatory Landscape (Brookings) and 2026 Predictions: AI Sparks Data Center Power Revolution (Data Center Knowledge). We consider SMRs and safe nuclear power part of that clean-power mix alongside solar and wind.
Server heat doesn't have to be wasted — it can warm homes and communities: Thermal Energy Networks Turn Data Center Waste Heat into a Hot Commodity (EESI) and Data Center Heat Reuse: How to Make the Most of Excess Heat (TechTarget).
From removing greenhouse gases to harvesting solar power from orbit: Greenhouse Gas Removal (The Royal Society) and China Conducts First Experiments for Space-Based Solar Power Plants (pv magazine).
AI's resource cost is usually invisible to the person making a query. This calculator estimates the energy, water, and carbon behind a given number of AI queries, in plain units — a first step toward the tokens-to-carbon-output methodology in our Benchmark Framework v1.
We plan to publish our full methodology and sourcing alongside the tool so the numbers can be checked, not just trusted.
Illustrative estimates for demo purposes. Replace with sourced, methodology-backed figures before publishing.
Publish AIforE's first AI sustainability benchmark framework and tokens-to-carbon methodology.
Ship the rebuilt AIforE.org plus community tools like the token-cost calculator.
Host our first bi-annual event and launch the newsletter and weekly AI sustainability news.
Secure a formal contributor role with IEEE and allied AI sustainability standards efforts.
Grow the board toward 8 members, add part-time program leadership, and put D&O insurance in place.