Glossary

The language of catalog quality, defined.

Plain definitions for the terms behind independent measurement. Each links to the page that explains it in depth.

Core

Catalog quality

How complete, accurate, structured, and findable your product catalog data is, measured against recognized standards.

CatalogIQ Index

A single 0 to 100 score for catalog quality, across 13 dimensions in two sub-indices.

Catalog quality score

Your number on the CatalogIQ Index.

Independent measurement

Scoring done by a party that does not also sell you the fix, against published standards, so the result is auditable.

Continuous catalog quality

Measuring catalog quality over time rather than once, because catalogs change.

The model

Dimension

One of the 13 graded aspects of catalog quality.

Sub-index

A grouping of dimensions; CatalogIQ has two.

Sub-index A: Catalog Quality and Discoverability

The sub-index (tag A) covering the structural and content quality of catalog data and how findable it is.

Sub-index B: AI Commerce Readiness

The sub-index (tag B) covering how ready products are to be read and transacted by machines.

Return Risk signal

A derived signal reported beside the Index for information, not folded into the score.

Content truth

Whether the catalog data accurately describes the product.

Agent reachability

Whether an AI agent can actually read and act on the product data.

Agent Reachability Gap

The difference between what is on the page and what an agent can use.

Standards

ETIM

A classification standard for technical products, used in distribution.

ECLASS

A B2B classification and product-description standard for technical and industrial products.

UNSPSC

A global product and service classification standard.

GS1

GDSN plus GS1 identifiers, including GTINs: the global standards for product data and identification.

Google Product Taxonomy

Google's product category structure for shopping surfaces.

GPC

GS1's Global Product Classification.

Pricing & tiers

Snapshot

The free tier; a score on a sample of your catalog.

Monitor

The tracking tier; your score over time.

Benchmark

Full-catalog scoring, ranked gaps, peer benchmark, plus HVAC/R regulatory readiness.

Enterprise

Custom methodology, rules, and scope for large or complex catalogs.

Peer benchmark

Your score placed against a category peer set scored the same way.

Regulatory · HVAC/R, readiness framing

Regulatory readiness tools

Tools that flag where catalog data may not carry what a regulation requires. Readiness and gap detection, not a verdict on whether a product can be sold.

Readiness

Whether your catalog data carries what a regulation's data requirements call for. A signal about your data, not a verdict on your products.

EPA AIM Act [VERIFY]

A US regulation covering certain refrigerants. Verify scope before publishing.

DOE efficiency standards [VERIFY]

US Department of Energy efficiency requirements relevant to HVAC/R products.

Process

Remediations

A subscriber service that closes catalog data gaps, built from your designated trusted sources. Secondary to measurement.

Trusted source

The catalog data you designate for CatalogIQ to measure or enrich; CatalogIQ does not discover external data on its own.

needs_data flag

A marker that a measure could not be evaluated because required data was missing, with a structured explanation of what was missing.