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Data Preparation

  • 28 companies
Last updated August 24, 2026
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Human View is the term as people read it. Machine View is exactly what an AI agent receives.

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This is exactly what an AI agent receives. The same record, as JSON-LD, below.

Use this record in your app or agent

CLI 
di get-glossary --slug data-preparation
REST 
GET https://api.decisioninsights.ai/api/public/v1/glossary/19bebab6-9e5b-4d35-b983-c5613b205294
Test via MCP 
curl -X POST https://mcp.decisioninsights.ai/api/mcp-public \
  -H "content-type: application/json" \
  -H "accept: application/json, text/event-stream" \
  -d '{"id":1,"jsonrpc":"2.0","method":"tools/call","params":{"arguments":{"slug":"data-preparation"},"name":"di_get_term"}}'

The CLI command and the REST call for this record need a free account: run di login, or send your OAuth token. Over MCP it is free with none.

Connect your agent over MCP REST API and CLI docs

A green key on the record, left, is one Decision Insights added. It doesn't exist on the company's site or in a wire feed. The same key labels its row on the right, so you can match them directly. More on how DI enriches a record.

The record

This is what the machine sees: the exact JSON-LD an agent receives for this listing.

DefinedTerm 
{
  "@context": "https://schema.org",
  "@id": "https://decisioninsights.ai/term/data-preparation/#definedterm",
  "@type": "DefinedTerm",
  "additionalProperty": [
    {
      "@type": "PropertyValue",
      "name": "Organizations tagged",
      "value": 28
    },
    {
      "@type": "PropertyValue",
      "name": "Organizations",
      "propertyID": "https://decisioninsights.ai/ns#taggedOrganizations",
      "value": [
        {
          "@id": "https://decisioninsights.ai/registry/6pillars.ai/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/6pillars.ai/",
          "name": "6pillars.ai"
        },
        {
          "@id": "https://decisioninsights.ai/registry/anonos/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/anonos/",
          "name": "Anonos"
        },
        {
          "@id": "https://decisioninsights.ai/registry/bartels-system/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/bartels-system/",
          "name": "Bartels System"
        },
        {
          "@id": "https://decisioninsights.ai/registry/byos/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/byos/",
          "name": "Byos"
        },
        {
          "@id": "https://decisioninsights.ai/registry/cardlab/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/cardlab/",
          "name": "CardLab"
        },
        {
          "@id": "https://decisioninsights.ai/registry/cavero-quantum/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/cavero-quantum/",
          "name": "Cavero Quantum"
        },
        {
          "@id": "https://decisioninsights.ai/registry/coriolis/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/coriolis/",
          "name": "Coriolis"
        },
        {
          "@id": "https://decisioninsights.ai/registry/datahive/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/datahive/",
          "name": "DataHive"
        },
        {
          "@id": "https://decisioninsights.ai/registry/datium/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/datium/",
          "name": "Datium"
        },
        {
          "@id": "https://decisioninsights.ai/registry/deltafour/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/deltafour/",
          "name": "Deltafour"
        },
        {
          "@id": "https://decisioninsights.ai/registry/gigasheet/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/gigasheet/",
          "name": "Gigasheet"
        },
        {
          "@id": "https://decisioninsights.ai/registry/hunti-data/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/hunti-data/",
          "name": "Hunti Data"
        },
        {
          "@id": "https://decisioninsights.ai/registry/intellya.ai/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/intellya.ai/",
          "name": "intellya.ai"
        },
        {
          "@id": "https://decisioninsights.ai/registry/intensity-analytics/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/intensity-analytics/",
          "name": "Intensity Analytics"
        },
        {
          "@id": "https://decisioninsights.ai/registry/kanrays/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/kanrays/",
          "name": "Kanrays"
        },
        {
          "@id": "https://decisioninsights.ai/registry/kh-data-solutions/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/kh-data-solutions/",
          "name": "KH Data Solutions"
        },
        {
          "@id": "https://decisioninsights.ai/registry/konceptio-data-services-llc/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/konceptio-data-services-llc/",
          "name": "Konceptio Data Services LLC"
        },
        {
          "@id": "https://decisioninsights.ai/registry/kymatio/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/kymatio/",
          "name": "Kymatio"
        },
        {
          "@id": "https://decisioninsights.ai/registry/materialise/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/materialise/",
          "name": "Materialise"
        },
        {
          "@id": "https://decisioninsights.ai/registry/mobai/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/mobai/",
          "name": "Mobai"
        }
      ]
    },
    {
      "@type": "PropertyValue",
      "name": "Related terms",
      "valueReference": [
        {
          "@id": "https://decisioninsights.ai/term/data-preprocessing-pipeline/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/data-preprocessing-pipeline/",
          "name": "Data Preprocessing Pipeline"
        },
        {
          "@id": "https://decisioninsights.ai/term/data-cleansing/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/data-cleansing/",
          "name": "Data Cleansing"
        },
        {
          "@id": "https://decisioninsights.ai/term/data-profiling/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/data-profiling/",
          "name": "Data Profiling"
        },
        {
          "@id": "https://decisioninsights.ai/term/data-staging/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/data-staging/",
          "name": "Data Staging"
        },
        {
          "@id": "https://decisioninsights.ai/term/data-cleansing-pipeline/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/data-cleansing-pipeline/",
          "name": "Data Cleansing Pipeline"
        },
        {
          "@id": "https://decisioninsights.ai/term/data-transformation/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/data-transformation/",
          "name": "Data Transformation"
        },
        {
          "@id": "https://decisioninsights.ai/term/data-lake/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/data-lake/",
          "name": "Data Lake"
        },
        {
          "@id": "https://decisioninsights.ai/term/data-normalization/#definedterm",
          "@type": "DefinedTerm",
          "mainEntityOfPage": "https://decisioninsights.ai/term/data-normalization/",
          "name": "Data Normalization"
        }
      ]
    }
  ],
  "description": "Data preparation is the process of collecting, cleaning, transforming, and organizing raw data into structured, quality-controlled datasets for enterprise analytics and machine learning, enabling consistent, governed information use across data warehouses, data lakes, and other data-centric architectures.",
  "inDefinedTermSet": {
    "@id": "https://decisioninsights.ai/term/#termset",
    "@type": "DefinedTermSet",
    "url": "https://decisioninsights.ai/term/"
  },
  "name": "Data Preparation",
  "url": "https://decisioninsights.ai/term/data-preparation/"
}
WebSite 
{
  "@context": "https://schema.org",
  "@id": "https://decisioninsights.ai/#website",
  "@type": "WebSite",
  "name": "Decision Insights",
  "potentialAction": {
    "@type": "SearchAction",
    "target": {
      "@type": "EntryPoint",
      "urlTemplate": "https://decisioninsights.ai/search/?q={search_term_string}\u0026submit=1"
    }
  },
  "publisher": {
    "@id": "https://decisioninsights.ai/#organization"
  },
  "url": "https://decisioninsights.ai"
}
Organization 
{
  "@context": "https://schema.org",
  "@id": "https://decisioninsights.ai/#organization",
  "@type": "Organization",
  "contactPoint": {
    "@type": "ContactPoint",
    "contactType": "customer support",
    "email": "[email protected]"
  },
  "description": "Decision Insights is a Registry of technology companies, open source projects, and industry terms, built for people and for AI agents that need sourced, structured information.",
  "logo": {
    "@type": "ImageObject",
    "url": "https://wiretap-cdn-assets.nyc3.cdn.digitaloceanspaces.com/decision-insights/[email protected]"
  },
  "name": "Decision Insights",
  "parentOrganization": {
    "@type": "Organization",
    "name": "Wiretap Labs",
    "sameAs": [
      "https://www.linkedin.com/company/wiretap-labs",
      "https://www.crunchbase.com/organization/wiretap-labs"
    ],
    "url": "https://wiretaplabs.com"
  },
  "publishingPrinciples": "https://decisioninsights.ai/standards/",
  "sameAs": [
    "https://www.linkedin.com/company/decisioninsights"
  ],
  "url": "https://decisioninsights.ai"
}
BreadcrumbList 
{
  "@context": "https://schema.org",
  "@type": "BreadcrumbList",
  "itemListElement": [
    {
      "@type": "ListItem",
      "item": "https://decisioninsights.ai",
      "name": "Decision Insights",
      "position": 1
    },
    {
      "@type": "ListItem",
      "item": "https://decisioninsights.ai/term/",
      "name": "Glossary",
      "position": 2
    },
    {
      "@type": "ListItem",
      "item": "https://decisioninsights.ai/term/data-preparation/",
      "name": "Data Preparation",
      "position": 3
    }
  ]
}
CollectionPage 
{
  "@context": "https://schema.org",
  "@id": "https://decisioninsights.ai/term/data-preparation/",
  "@type": "CollectionPage",
  "dateModified": "2026-08-24T03:50:56Z",
  "description": "Data preparation is the process of collecting, cleaning, transforming, and organizing raw data into structured, quality-controlled datasets for enterprise analytics and machine learning, enabling consistent, governed information use across data warehouses, data lakes, and other data-centric architectures.",
  "isPartOf": {
    "@id": "https://decisioninsights.ai/#website"
  },
  "mainEntity": {
    "@id": "https://decisioninsights.ai/term/data-preparation/#definedterm"
  },
  "name": "Data Preparation",
  "sdDatePublished": "2026-08-24",
  "sdPublisher": {
    "@id": "https://decisioninsights.ai/#organization"
  },
  "url": "https://decisioninsights.ai/term/data-preparation/"
}
What we add

Counted facts

A dictionary definition doesn't say how often a term is actually used. This counts it across the graph -- articles that mention it, open source projects tagged with it, and the organizations tagged with it, listed here alongside the count. A term has no peer companies, and nothing here claims otherwise.

Organizations tagged 28 Organizations 6pillars.ai, Anonos, Bartels System, Byos, CardLab, Cavero Quantum, Coriolis, DataHive, Datium, Deltafour, Gigasheet, Hunti Data, intellya.ai, Intensity Analytics, Kanrays, KH Data Solutions, Konceptio Data Services LLC, Kymatio, Materialise, Mobai Related terms