{
  "slug": "tensorflow",
  "name": "Tensorflow",
  "description": "An open-source software project maintained on GitHub, focused on developing and enhancing a platform for numerical computation and machine learning, indicated by extensive code commits, folder structures like 'tensorflow', and discussions around kernels and tensors.",
  "url": "https://optimly.ai/brand/tensorflow",
  "websiteUrl": "https://github.com/",
  "logoUrl": "https://logo.clearbit.com/github.com",
  "baiScore": 45.8,
  "bai_tier_status": "active",
  "bai_score_status": "active",
  "archetype": null,
  "archetype_status": "active",
  "category": "Numerical Computing Libraries & Tools",
  "categorySlug": null,
  "keyFacts": [],
  "aiReadiness": [],
  "competitors": [],
  "competitorsProse": null,
  "inboundCompetitors": [],
  "aiAlternatives": [],
  "parentBrand": null,
  "subBrands": [],
  "updatedAt": "2026-09-17T10:47:27.400Z",
  "verifiedVitals": {
    "website": "https://github.com",
    "category": "Machine Learning Framework",
    "what_it_does": "TensorFlow is an open-source platform and library for numerical computation and large-scale machine learning and artificial intelligence, primarily used for training and inference of neural networks. It provides a comprehensive ecosystem of tools, libraries, and community resources for building, training, and deploying machine learning models across various platforms, including CPUs, GPUs, TPUs, mobile devices, web browsers, and embedded systems.",
    "primary_audience": "Its primary audience includes data scientists, software developers, machine learning developers, researchers, statisticians, businesses, startups, educators, and hobbyists.",
    "pricing_model": {
      "kind": "free",
      "detail": "TensorFlow is completely free and open-source software released under the Apache 2.0 license. There are no commercial plans, paid tiers, or per-call charges from the TensorFlow project itself. However, deploying TensorFlow models at scale often requires cloud computing resources (e.g., Google Cloud, AWS, or self-hosted GPUs), which come with associated costs."
    },
    "parent_ownership": "TensorFlow was developed by the Google Brain team for Google's internal use in research and production, and was later open-sourced by Google. It is owned by Google/Alphabet.",
    "named_competitors": [
      "PyTorch",
      "JAX",
      "Hugging Face",
      "MATLAB",
      "IBM Watson Studio",
      "Anaconda Core",
      "Azure Machine Learning",
      "DataRobot",
      "H2O.ai"
    ]
  },
  "intentTags": {
    "problemIntents": [
      "Need to build and deploy machine learning models",
      "Challenges with scalable numerical computation",
      "Optimizing deep learning performance",
      "Developing AI applications efficiently"
    ],
    "solutionIntents": [
      "Provides a comprehensive machine learning framework",
      "Offers tools for deep learning and AI development",
      "Enables numerical computation on various hardware",
      "Facilitates kernel management and optimization"
    ],
    "evaluationIntents": [
      "Evaluating machine learning frameworks",
      "Comparing AI development tools",
      "Assessing performance of computational libraries",
      "Reviewing open-source software for AI"
    ]
  },
  "businessProfileClaims": [],
  "timestamp": 1789767730893
}