Impact Score & Benchmarking

Know exactly where your product stands. Compare against the market with Monte Carlo simulations and real EPD data.

Impact Score with Monte Carlo histogram

A to E, clear and actionable

Based on your product's percentile within the simulated market distribution.

A
Excellent — Top 20%
< P20
B
Good
P20–P40
C
Average
P40–P60
D
Below average
P60–P80
E
Poor — Bottom 20%
> P80

From your report to score in ~60 seconds

1

Subcategory Classification

~3s

The system classifies your product into a functional subcategory (e.g., "t-shirt", "shampoo", "smartphone") to compare against equivalent products.

2

Real EPD Search

~10s

Searches for published Environmental Product Declarations (EPDs) on the web to calibrate the market distribution. Real data, not estimates.

3

Parameter Generation

~20s

Claude generates statistical parameters per lifecycle phase, calibrated with the EPDs found. All parameters are auditable.

4

Monte Carlo Simulation

~2s

10,000 iterations generate the complete market distribution. Your product is positioned in this distribution with a precise percentile.

5

A-E Score + Histogram

~5s

Final score with natural language explanation and distribution chart with your product marked. Exportable as image.

Why it's different

10,000
iterations

Monte Carlo

Not a static comparison point. It's a full statistical market distribution.

EPDs
real data

Real Calibration

Parameters are calibrated with published EPDs found via web search. Not made-up numbers.

Per phase
breakdown

Per-Phase Breakdown

Not just the total — see how each phase (materials, manufacturing, transport, use, EoL) contributes to the score.

Explore Our Published Benchmarks

Research reports with real data — Monte Carlo histograms, EPD comparisons, and per-phase breakdowns for products across industries.

Browse Industry Benchmarks

Ready to measure your impact?

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