Galatasaray University Pivony

Pivony walkthrough

Your LLM usage

LLM queries per month
Main model
Where it runs
Fine-tune
60%
15%
Electricity grid

LEWI score

Example
LEWI score gauge 0 out of 100
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Estimate, not an audit. Real energy per query depends on hardware, batching and prompt length.

–kWh wasted per year
–t CO₂e per year
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LEWI · LLM Energy Waste Index

Where the energy is wasted

The share of LLM energy spent above what each query needs.

Oversized

A smaller model would do.

Idle

GPUs on, no traffic.

Repeated

Could be cached.

Green-SLM

How we cut it: the Green-SLM loop

1

Audit

Compute LEWI on the firm’s own LLM logs.

2

Diagnose

Split the waste: oversized, idle, repeated.

3

Fix

Gated compact model; cache; idle GPUs off.

4

Verify

Re-measure LEWI; report CO₂e saved.

Continuous and per firm: every business asks different questions, so new logs retrain the compact model and re-run the audit.

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Your report

How the LEWI score is calculated