--- title: Continuous Catalog Quality, Measured | CatalogIQ description: CatalogIQ scores your B2B catalog 0-100 against the standards AI and marketplaces read. Get an independent catalog quality score. image: https://magnetlabs.ai/hubfs/logos/catalogiq-logo-on-light.png --- [![CatalogIQ](https://magnetlabs.ai/hubfs/logos/catalogiq-logo-on-light.png)](https://magnetlabs.ai/?hsLang=en) [Platform ▼](https://magnetlabs.ai/platform?hsLang=en) [The CatalogIQ IndexOne number, two sub-indices](https://magnetlabs.ai/platform?hsLang=en)[FrameworkTwo views from one crawl](https://magnetlabs.ai/platform/catalog-quality-framework?hsLang=en)[FeaturesWhat the score turns into](https://magnetlabs.ai/platform/features?hsLang=en)[RemediationsMeasurement first, then the fix](https://magnetlabs.ai/platform/catalog-enrichment?hsLang=en) [Catalogs ▼](https://magnetlabs.ai/industries/hvac-distribution?hsLang=en) [HVAC/R DistributionCatalog quality & regulatory readiness](https://magnetlabs.ai/industries/hvac-distribution?hsLang=en)[B2B Complex CatalogsDeep, multi-system catalogs](https://magnetlabs.ai/industries/b2b-distribution?hsLang=en)[B2C Consumer CatalogsReady for AI shopping agents](https://magnetlabs.ai/industries/b2c-retail?hsLang=en) [Methodology](https://magnetlabs.ai/methodology?hsLang=en)[Pricing](https://magnetlabs.ai/pricing?hsLang=en)[Company](https://magnetlabs.ai/company?hsLang=en) [Login](https://ciq.magnetlabs.ai) [Request your assessment](https://magnetlabs.ai/tools/catalog-scoring?hsLang=en) Continuous catalog quality # Continuous catalog quality, measured. CatalogIQ scores your catalog the way search engines and AI agents read it, from 0 to 100, then keeps the answer true as your catalog changes. [Request your assessment →](https://magnetlabs.ai/tools/catalog-scoring?hsLang=en) [See how the score works](https://magnetlabs.ai/platform?hsLang=en) We run your score and walk you through the gaps. 0/100 DEVELOPING A**54** B**49** Peer median **37** Continuous, not one-time # A score is a snapshot. Quality keeps moving. Your catalog changes every day, so a one-time audit is stale the day after. CatalogIQ tracks your score over time. That is what continuous catalog quality means, and what the subscription keeps true. [Request your assessment →](https://magnetlabs.ai/tools/catalog-scoring?hsLang=en) [Why continuous](https://magnetlabs.ai/methodology?hsLang=en) Your CatalogIQ Index over time 100500 JanFebMarAprMayJun The preview score tells you where you stand today. The assessment tells you what its costing. The subscription keeps both answers true. Independent measurement # Measured against the standard, not our opinion. We measure against published standards with the method open so you can check it. A fix only counts when the re-score confirms it, including our own work. That is what makes the number independent. [Request your assessment →](https://magnetlabs.ai/tools/catalog-scoring?hsLang=en) [Read the methodology](https://magnetlabs.ai/methodology?hsLang=en) ACatalog Quality & Discoverability54 / 100 BAI Commerce Readiness49 / 100 ETIMECLASSUNSPSCGS1GoogleAmazon Published standards. Weights are public. And when you are ready # Fix what the score finds. Remediations is the subscriber service that closes the gaps measurement finds, built from your trusted sources. Secondary to the score, and proven by a re-score, never just marked done. [Request your assessment →](https://magnetlabs.ai/tools/catalog-scoring?hsLang=en) [About remediation](https://magnetlabs.ai/platform/catalog-enrichment?hsLang=en) **Voltage rating** on a sample SKU• Re-score confirmed Baseline not present score **40** → Current 24V AC coil score **61**+21 **Proven, not claimed.** The lift is what the re-score confirmed. Catalog quality The reframe ## Catalog quality used to be a vague worry. Now it is a number you can act on. For years, "our data could be better" was a feeling no one could size. CatalogIQ reads every product the way a machine does and turns it into a single score, with the gaps ranked by impact, so you can stop guessing and start sequencing the fix. Diagnostic · live reading catalog… SKU 4471-A✓ readable SKU 8820-C× missing GTIN SKU 1195-B⚠ thin desc SKU 6634-D× no attributes SKU 2207-A✓ readable SKU 9810-F⚠ uncategorized SKU 4471-A✓ readable SKU 8820-C× missing GTIN SKU 1195-B⚠ thin desc SKU 6634-D× no attributes 0 gaps found 0 / 100 CATALOGIQ INDEX Who it is for ## Find the path built for your catalog. ### [HVAC/R Distributors judged on data they never built to be read. Score your catalog against the standards distributors are measured on, and flag where it may fall short of refrigerant and efficiency rules. For HVAC/R distributors →](https://magnetlabs.ai/industries/hvac-distribution?hsLang=en) ### [B2B Deep, complex catalogs where gaps are too large to see by eye. Independent measurement for distributors and manufacturers with hundreds of thousands of SKUs across multiple systems. For B2B distributors →](https://magnetlabs.ai/industries/b2b-distribution?hsLang=en) ### [B2C Catalogs built for shoppers, invisible to the machines that send them. Measure how ready your consumer catalog is for AI shopping agents and marketplaces, scored against Google, Amazon, and GS1. For B2C catalogs →](https://magnetlabs.ai/industries/b2c-retail?hsLang=en) The independence moat ## Measured against the standard, not our opinion. A vendor that sells you the fix has every reason to inflate the problem. CatalogIQ scores against published standards, with the method open for anyone to check. That separation is the whole point, and it is why the number means something. [Read the methodology →](https://magnetlabs.ai/methodology?hsLang=en) What measurement reveals ## Catalogs that looked fine, hiding gaps no one could see by hand. ![Your Pet Connection](https://magnetlabs.ai/hubfs/logos/your-pet-connection.png) Your Pet ConnectionB2C pet products · ~5,000 SKUs 470% more indexed pages 7× organic clicks, in 45 days The team believed their problem was copy formatting. Scoring showed the real issue was **structural**: nearly all products lacked structured metadata, with many categories at 0% attribute coverage. [See how we measured it →](https://magnetlabs.ai/industries/b2c-retail?hsLang=en) ![The Outdoor Kitchen Store](https://magnetlabs.ai/hubfs/logos/outdoor-kitchen-store.png) B2C outdoor cooking, grills & kitchen 35 to 50 categories, one fragmented attribute model Products were present and well merchandised, but **attribute definitions were inconsistent** from category to category, quietly limiting filtering, comparison, and discovery across the catalog. [See how we measured it →](https://magnetlabs.ai/industries/b2c-retail?hsLang=en) ## The preview score tells you where you stand today. The assessment tells you what it's costing you. The subscription keeps both answers true. See your number, your sub-indices, and the gaps that matter most, against the standards AI and marketplaces actually read. [Request your assessment →](https://magnetlabs.ai/tools/catalog-scoring?hsLang=en) [See pricing](https://magnetlabs.ai/pricing?hsLang=en) [![CatalogIQ](https://magnetlabs.ai/hubfs/logos/catalogiq-logo-on-light.png)](https://magnetlabs.ai/?hsLang=en) The independent measurement layer for B2B catalog quality. Built by Magnet Labs. [Request your assessment →](https://magnetlabs.ai/tools/catalog-scoring?hsLang=en) Platform [CatalogIQ Index](https://magnetlabs.ai/platform?hsLang=en)[Framework](https://magnetlabs.ai/platform/catalog-quality-framework?hsLang=en)[Features](https://magnetlabs.ai/platform/features?hsLang=en)[Remediations](https://magnetlabs.ai/platform/catalog-enrichment?hsLang=en) Catalogs [HVAC/R Distribution](https://magnetlabs.ai/industries/hvac-distribution?hsLang=en)[B2B Complex Catalogs](https://magnetlabs.ai/industries/b2b-distribution?hsLang=en)[B2C Consumer Catalogs](https://magnetlabs.ai/industries/b2c-retail?hsLang=en) Resources [Methodology](https://magnetlabs.ai/methodology?hsLang=en)[Glossary](https://magnetlabs.ai/glossary?hsLang=en)[Compare](https://magnetlabs.ai/compare?hsLang=en)[The Problem No One Owns](https://magnetlabs.ai/resources/catalog-quality-problem?hsLang=en)[Assessment kit](https://magnetlabs.ai/tools/catalog-assessment?hsLang=en)[Blog](https://magnetlabs.ai/beyond-the-catalog?hsLang=en) Company [About Magnet Labs](https://magnetlabs.ai/company?hsLang=en) [Contact us](https://magnetlabs.ai/contact?hsLang=en)[Trust & data handling](https://magnetlabs.ai/security/data-handling?hsLang=en)[Pricing](https://magnetlabs.ai/pricing?hsLang=en) © 2026 Magnet Labs. CatalogIQ is a product of Magnet Labs. [Privacy Policy](https://magnetlabs.ai/privacy-policy?hsLang=en)[Data handling](https://magnetlabs.ai/security/data-handling?hsLang=en) ```json { "@context" : "https://schema.org", "@type" : "Organization", "brand" : { "@type" : "Brand", "name" : "CatalogIQ" }, "founder" : { "@type" : "Person", "name" : "Rob Desmarais", "sameAs" : [ "https://www.linkedin.com/in/robdesmarais/" ] }, "foundingDate" : "2024", "logo" : "https://magnetlabs.ai/hubfs/logos/catalogiq-logo-on-light.png", "name" : "Magnet Labs", "sameAs" : [ "https://www.linkedin.com/company/magnet-labs-catalogiq/" ], "url" : "https://magnetlabs.ai/" } ``` ```json { "@context" : "https://schema.org", "@type" : "WebPage", "about" : { "@type" : "Organization", "name" : "Magnet Labs", "url" : "https://magnetlabs.ai/" }, "description" : "CatalogIQ scores your B2B catalog 0-100 against the standards AI and marketplaces read. Get an independent catalog quality score. 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