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Verification

AI Assessment Engine

Material verification · Carbon calculation · Food recognition.

The technological foundation of every verification claim in the BangoPure ecosystem — producing a complete Digital Product Passport in seconds.

95.3%

Material recognition

R² 0.94

Carbon footprint

97.1%

Food recognition

Overview

What AI Assessment Engine does

The AI Assessment Engine is the technological foundation beneath every verification claim in the BangoPure ecosystem. It combines three core capabilities: material recognition — a ResNet-50 neural network trained on 500,000+ labelled images, classifying composition across 200 categories in under 80 milliseconds; carbon-footprint estimation — an XGBoost model on the Ecoinvent 3.8 lifecycle database achieving R² accuracy of 0.94; and food and organic-content recognition at 97.1% accuracy.

What makes it unprecedented is the integration of all three into a single workflow that produces a complete Digital Product Passport in seconds. An artisan uploads product photographs and declares materials; the AI verifies every claim, calculates the carbon footprint, and the result is anchored on-chain — marketplace-ready with credentials a procurement team can audit instantly.

The engine powers the entire ecosystem — the Eco Products Marketplace, Waste-to-Wealth verification, Corporate ESG supplier checks and the DPP platform — and is also available as a standalone B2B API. Industry-average material verification sits at 60–70% using manual methods; BangoPure delivers 95.3%.

Part of the BangoPure ecosystem

AI Assessment Engine runs on the same verified infrastructure as every BangoPure service — one account, one operating system for the circular economy.

Capabilities

What you get

ResNet-50 CNNXGBoost regressionEfficientNet-V2200 material categories2,500 food categories80ms inference

ResNet-50 computer vision — 200 material categories in under 80ms

XGBoost carbon modelling — R² 0.94 on Ecoinvent 3.8

EfficientNet-V2 food recognition across 2,500 categories

A full Digital Product Passport generated in seconds

Available as a standalone B2B verification API

Explore the ecosystem