Skip to main content

txtai

This is the page you're already on — the Human View toggle above shows it in full.

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.

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/registry/",
      "name": "Registry",
      "position": 2
    },
    {
      "@type": "ListItem",
      "item": "https://decisioninsights.ai/projects/",
      "name": "Projects",
      "position": 3
    },
    {
      "@type": "ListItem",
      "item": "https://decisioninsights.ai/registry/neuml/",
      "name": "NeuML",
      "position": 4
    },
    {
      "@type": "ListItem",
      "item": "https://decisioninsights.ai/projects/txtai/",
      "name": "txtai",
      "position": 5
    }
  ]
}
SoftwareSourceCode
{
  "@context": "https://schema.org",
  "@id": "https://decisioninsights.ai/projects/txtai/#project",
  "@type": "SoftwareSourceCode",
  "additionalProperty": [
    {
      "@type": "PropertyValue",
      "name": "Related projects",
      "propertyID": "https://decisioninsights.ai/ns#relatedProjects",
      "value": [
        {
          "@id": "https://decisioninsights.ai/projects/apache-opennlp/#project",
          "@type": "SoftwareSourceCode",
          "mainEntityOfPage": "https://decisioninsights.ai/projects/apache-opennlp/",
          "name": "Apache OpenNLP"
        },
        {
          "@id": "https://decisioninsights.ai/projects/localai/#project",
          "@type": "SoftwareSourceCode",
          "mainEntityOfPage": "https://decisioninsights.ai/projects/localai/",
          "name": "LocalAI"
        },
        {
          "@id": "https://decisioninsights.ai/projects/apache-tika/#project",
          "@type": "SoftwareSourceCode",
          "mainEntityOfPage": "https://decisioninsights.ai/projects/apache-tika/",
          "name": "Apache Tika"
        },
        {
          "@id": "https://decisioninsights.ai/projects/xtts/#project",
          "@type": "SoftwareSourceCode",
          "mainEntityOfPage": "https://decisioninsights.ai/projects/xtts/",
          "name": "XTTS"
        },
        {
          "@id": "https://decisioninsights.ai/projects/text-generation-inference/#project",
          "@type": "SoftwareSourceCode",
          "mainEntityOfPage": "https://decisioninsights.ai/projects/text-generation-inference/",
          "name": "Text Generation Inference"
        },
        {
          "@id": "https://decisioninsights.ai/projects/apache-texen/#project",
          "@type": "SoftwareSourceCode",
          "mainEntityOfPage": "https://decisioninsights.ai/projects/apache-texen/",
          "name": "Apache Texen"
        },
        {
          "@id": "https://decisioninsights.ai/projects/civitai/#project",
          "@type": "SoftwareSourceCode",
          "mainEntityOfPage": "https://decisioninsights.ai/projects/civitai/",
          "name": "Civitai"
        },
        {
          "@id": "https://decisioninsights.ai/projects/tensorrt/#project",
          "@type": "SoftwareSourceCode",
          "mainEntityOfPage": "https://decisioninsights.ai/projects/tensorrt/",
          "name": "TensorRT"
        }
      ]
    },
    {
      "@type": "PropertyValue",
      "name": "Related organizations",
      "propertyID": "https://decisioninsights.ai/ns#relatedOrganizations",
      "value": [
        {
          "@id": "https://decisioninsights.ai/registry/hugging-face/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/hugging-face/",
          "name": "Hugging Face"
        },
        {
          "@id": "https://decisioninsights.ai/registry/rebellions/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/rebellions/",
          "name": "Rebellions"
        },
        {
          "@id": "https://decisioninsights.ai/registry/argilla/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/argilla/",
          "name": "Argilla"
        },
        {
          "@id": "https://decisioninsights.ai/registry/linux-foundation/pytorch/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/linux-foundation/pytorch/",
          "name": "PyTorch Foundation"
        },
        {
          "@id": "https://decisioninsights.ai/registry/anyscale/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/anyscale/",
          "name": "Anyscale"
        },
        {
          "@id": "https://decisioninsights.ai/registry/denvr-dataworks/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/denvr-dataworks/",
          "name": "Denvr Dataworks"
        },
        {
          "@id": "https://decisioninsights.ai/registry/explosion/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/explosion/",
          "name": "Explosion"
        },
        {
          "@id": "https://decisioninsights.ai/registry/laion/#organization",
          "@type": "Organization",
          "mainEntityOfPage": "https://decisioninsights.ai/registry/laion/",
          "name": "LAION"
        }
      ]
    }
  ],
  "author": {
    "@id": "https://decisioninsights.ai/registry/neuml/#organization",
    "@type": "Organization",
    "mainEntityOfPage": "https://decisioninsights.ai/registry/neuml/",
    "name": "NeuML"
  },
  "dateModified": "2026-08-27T03:10:35Z",
  "description": "txtai is an open-source semantic search and embeddings framework for building AI-powered unstructured data search and analysis applications.",
  "keywords": [
    "Open Source",
    "Enterprise",
    "Inference",
    "Natural Language Processing",
    "Open Source",
    "Orchestration",
    "Python",
    "Semantic Search",
    "Services",
    "Transformer"
  ],
  "knowsAbout": [
    {
      "@id": "https://decisioninsights.ai/term/ai-infrastructure/#definedterm",
      "@type": "DefinedTerm",
      "mainEntityOfPage": "https://decisioninsights.ai/term/ai-infrastructure/",
      "name": "AI infrastructure"
    },
    {
      "@id": "https://decisioninsights.ai/term/data-center/#definedterm",
      "@type": "DefinedTerm",
      "mainEntityOfPage": "https://decisioninsights.ai/term/data-center/",
      "name": "Data Center"
    },
    {
      "@id": "https://decisioninsights.ai/term/enterprise/#definedterm",
      "@type": "DefinedTerm",
      "mainEntityOfPage": "https://decisioninsights.ai/term/enterprise/",
      "name": "Enterprise"
    },
    {
      "@id": "https://decisioninsights.ai/term/inference/#definedterm",
      "@type": "DefinedTerm",
      "mainEntityOfPage": "https://decisioninsights.ai/term/inference/",
      "name": "Inference"
    },
    {
      "@id": "https://decisioninsights.ai/term/natural-language-processing-nlp/#definedterm",
      "@type": "DefinedTerm",
      "mainEntityOfPage": "https://decisioninsights.ai/term/natural-language-processing-nlp/",
      "name": "Natural Language Processing"
    },
    {
      "@id": "https://decisioninsights.ai/term/open-source/#definedterm",
      "@type": "DefinedTerm",
      "mainEntityOfPage": "https://decisioninsights.ai/term/open-source/",
      "name": "Open Source"
    },
    {
      "@id": "https://decisioninsights.ai/term/orchestration/#definedterm",
      "@type": "DefinedTerm",
      "mainEntityOfPage": "https://decisioninsights.ai/term/orchestration/",
      "name": "Orchestration"
    },
    {
      "@id": "https://decisioninsights.ai/term/python/#definedterm",
      "@type": "DefinedTerm",
      "mainEntityOfPage": "https://decisioninsights.ai/term/python/",
      "name": "Python"
    },
    {
      "@id": "https://decisioninsights.ai/term/semantic-search/#definedterm",
      "@type": "DefinedTerm",
      "mainEntityOfPage": "https://decisioninsights.ai/term/semantic-search/",
      "name": "Semantic Search"
    },
    {
      "@id": "https://decisioninsights.ai/term/services/#definedterm",
      "@type": "DefinedTerm",
      "mainEntityOfPage": "https://decisioninsights.ai/term/services/",
      "name": "Services"
    },
    {
      "@id": "https://decisioninsights.ai/term/transformer/#definedterm",
      "@type": "DefinedTerm",
      "mainEntityOfPage": "https://decisioninsights.ai/term/transformer/",
      "name": "Transformer"
    }
  ],
  "mainEntityOfPage": "https://decisioninsights.ai/projects/txtai/",
  "maintainer": {
    "@id": "https://decisioninsights.ai/registry/neuml/#organization",
    "@type": "Organization",
    "mainEntityOfPage": "https://decisioninsights.ai/registry/neuml/",
    "name": "NeuML"
  },
  "name": "txtai",
  "publisher": {
    "@id": "https://decisioninsights.ai/registry/neuml/#organization",
    "@type": "Organization",
    "mainEntityOfPage": "https://decisioninsights.ai/registry/neuml/",
    "name": "NeuML"
  },
  "url": "https://neuml.github.io/txtai/"
}
What we add

Topic graph

A wire service tags a release with a category, once. It doesn't maintain a durable graph over time. We connect them to a topic graph an agent can query.

AI infrastructure https://decisioninsights.ai/term/ai-infrastructure/ Data Center https://decisioninsights.ai/term/data-center/ Enterprise https://decisioninsights.ai/term/enterprise/ and 8 more

Counted facts

A protocol or open source project keeps no vendor list and publishes no figures of its own to check this against. This counts how it actually shows up across the graph -- articles that name it, the organizations named alongside it in those articles, similar projects, and organizations whose topic tags overlap with its own -- computed, not curated.

Related projects Apache OpenNLP, LocalAI, Apache Tika, XTTS, Text Generation Inference, Apache Texen, Civitai, TensorRT Related organizations Hugging Face, Rebellions, Argilla, PyTorch Foundation, Anyscale, Denvr Dataworks, Explosion, LAION