KLOUDY / data-centers
Less wasted work. A measurable ambition.
Kloudy’s environmental goal is to reduce unnecessary bot work before it reaches the data center: smaller KLDY cards, relevant tools and fewer repeated connections. In the stated example, a 70,000-token page divided by a 750-token card is about 93.3 times as much input, or 98.93% fewer input tokens. This is arithmetic, not a measured water or energy reduction. Water demand also depends on cooling, climate, electricity generation and other workloads. The campaign’s 90% water-saving target is not a verified Kloudy result. Explore the calculation and sources below. One CLI, one MCP, tools appear when needed.
Product overview. Public-page reading and KLDY preparation are available here. The connector, account actions and native apps described below are not connected to this site.
Inspect the token arithmetic
Berkeley Lab: US data-center electricity estimate and report ↗
Google researchers: measuring the full serving infrastructure ↗
Ask for Kloudy. One engine.
For IDEs and bots: one CLI, one MCP, tools appear when needed.
Find with SEO/GEO, read FHIR for medical data or KLDY for other information, then select one scoped Toolbox tool when action is needed.
Passive local reads use no model calls. Narrowing 100 candidate definitions to 10 would mean 90% fewer definition fetches in that example; this is an illustration, not measured token savings.
Measure the whole path
Compare equivalent tasks with the same model and completed result. Record input/output tokens, retries, elapsed time and actual energy; report the hardware, cooling method and time window before drawing a water conclusion.
Data centers and their surroundings
Berkeley Lab’s 2024 report estimates US data-center electricity use at 176 TWh in 2023. This is a sector estimate, not Kloudy usage. The report also models water consumption; the source is linked below.
Friction is a metaphor
Unnecessary computation uses energy and produces heat. Cooling can consume water, but not all facilities cool the same way. Token reduction alone cannot establish an equal percentage reduction in facility water use.