Engineering & SourcinguVizion Platform

The Equivalence Engine

Reveals equivalents you overpaid for. Market alternatives you missed.

A single reasoning layer that surfaces and ranks alternatives across chemistry, electronics, and mechanical parts - with the substance, grade, and supply context behind every recommendation. Built for teams who want cross-references and the reasoning attached.

Headline
Alternatives across every domain you ship
Capabilities

What The Equivalence Engine does

Everything engineering & sourcing teams need to act on material intelligence - without leaving the platform.

Surfaces the same material hidden across your catalog under different SKUs and suppliers
Discovers market alternatives beyond your catalog with engines purpose-built per domain
Regulatory-difference signals (REACH, RoHS, GHS, ITAR scope) flagged for your review
Domain-specialized engines for electronics and mechanical. Purpose-built per domain, not a generic model
Specialized chemistry intelligence available via the Chemical Alternatives Intelligence Layer
Outcomes

Measurable wins from day one

5–15%
lower BOM cost via duplicate-spend recovery and market-validated substitutions
2–3×
qualified suppliers per part. Single-source risk reduced
Improved
lead time when primary supply breaks, via pre-vetted alternatives