The Impact Engine

How NoviqAI translates data and AI into real-world sustainability insights.

What is the Impact Engine?

The Impact Engine is NoviqAI’s AI-powered system that calculates a product’s environmental footprint in real time — even when brands haven’t provided full data.

It draws on:

  • Lifecycle Assessment (LCA) data

  • AI-powered estimation models

  • Region-specific inputs

  • Verified brand + certification data

The result? A clear, instantly scannable Impact Score for every product.

AI-Powered Estimations

What happens when brands haven’t uploaded data?

If no verified data is available, NoviqAI estimates impact using:

  • Product category benchmarks

  • Region of sale and manufacturing

  • Typical transport modes and distances

  • Packaging material detection via image analysis (coming soon)

These estimates are labeled as:

  • AI Estimated

  • Low Confidence (for high-variability categories like multi-ingredient food)

The more data we gather, the smarter our AI becomes.

Verified vs Estimated Data

Clear labels, no confusion.

Every product scanned in NoviqAI is transparently tagged:

Label
What It Means

Verified

Brand or third-party has uploaded certified data

Partially Verified

Some fields verified; others AI-filled

Estimated

All data estimated by NoviqAI AI models

What Does the Impact Score Include?

Each product’s score is based on multiple impact factors:

  • Sourcing – Country of origin, farming inputs, raw materials

  • Ingredients – Biodegradability, environmental persistence

  • Manufacturing – Energy, water, emissions per unit

  • Shipping – Transport type, distance, emissions

  • Packaging – Recyclability, post-consumer materials

  • Retail Distribution – Cold storage, shelf life (where applicable)

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