{
  "unit": "companies",
  "snapshot": "2026-09-23",
  "query": "queries/staff.json",
  "note": "How the companies whose staff are counted in staff.json were chosen: read, the largest 150, those that are not companies, names screened out as shared, names that failed the id check, and the names kept. verdict_excluded are the G and N companies of the hand classification (queries/staff.json); unclassified are the names the classification run had already dropped (shared names over the 1.5 ratio, and Dify, which failed the id check), which are not joined.",
  "rows": [
    {
      "cohort": "class",
      "companies_read_count": 191,
      "top_count": 150,
      "not_companies_count": 9,
      "screened_out_count": 0,
      "failed_id_check_count": 0,
      "verdict_excluded_count": 22,
      "unclassified_count": 26,
      "kept_companies_count": 93,
      "labeling_companies_count": 5,
      "smallest_headcount_in_top": 68,
      "companies": [
        "Mistral AI",
        "Soul AI",
        "Flowmingo AI",
        "Base44",
        "Hippocratic AI",
        "Higgsfield AI",
        "MagicSchool AI",
        "Nexthop AI",
        "Ema Unlimited",
        "Jump - Advisor AI",
        "Adaptive Security",
        "Norm Ai",
        "Autonoma AI",
        "Airia - Enterprise AI Simplified",
        "Sakana AI",
        "Upscale AI",
        "Moonshot AI",
        "Lyzr AI",
        "DeepSeek AI",
        "BeatpulseLabs",
        "HappyRobot",
        "Demand AI",
        "Aivar Innovations",
        "Blueflame AI",
        "Nexaminds",
        "Moonvalley",
        "TensorWave",
        "Chemin AI",
        "Jeeva AI",
        "Emergence AI",
        "GC AI",
        "Rubick AI",
        "Liquid AI",
        "Salesforge 🔥",
        "Harmattan AI",
        "Hyperbots Inc.",
        "Retell AI",
        "Wordsmith AI",
        "InstaLILY AI",
        "Soft Robotics Inc.",
        "Xtract.io",
        "Maven AGI",
        "OneByZero",
        "WisdomAI",
        "smallest.ai",
        "Jeen.ai",
        "Black Forest Labs",
        "VinDynamics",
        "Atombit",
        "Sahara AI",
        "NC AI",
        "Tavily",
        "Diverger",
        "Louisa AI",
        "ProRata.ai",
        "Series Entertainment",
        "ThoughtMinds",
        "Glam AI",
        "Darwin AI",
        "Skild AI",
        "Peec AI",
        "Metafusion",
        "Skywork AI",
        "Techtics.AI",
        "Promtior",
        "throxy (yc x25)",
        "NeoSpace AI",
        "Whilter.AI",
        "Listen Labs",
        "Sola Security",
        "Persona AI Inc",
        "Elite Global AI",
        "Mihira AI",
        "JazzX AI",
        "Generative Bionics",
        "Fractional AI",
        "David AI",
        "Synthflow AI",
        "StackAI",
        "ShopOS",
        "Positron AI",
        "GreyLabs AI",
        "Code Metal",
        "Dropzone AI",
        "World Labs",
        "AIxBlock",
        "BLUESENSE",
        "IntelliAM AI PLC",
        "TWG AI",
        "Aurasell AI",
        "Clover Security",
        "NeuroDiscovery AI",
        "Harmonic Security"
      ],
      "labeling_companies": [
        "Soul AI",
        "BeatpulseLabs",
        "Chemin AI",
        "David AI",
        "AIxBlock"
      ],
      "verdict_excluded": [
        "UnifyApps",
        "Generative AI Tutorials, Prompts & Use Cases for Gemini, DeepSeek, Claude, OpenAI | ChatGPT Central",
        "AI CERTs®",
        "Technovert",
        "ITSOLERA PVT LTD",
        "INDUSTRIAL DESIGN & ANIMATIONS",
        "WP SEO AI",
        "Xcelore",
        "ProductSquads",
        "Holisticon Poland",
        "CyArt",
        "RepRally",
        "Dailoqa",
        "GrowthX AI",
        "Grexa AI",
        "MINDFULAI",
        "Ycotek",
        "Digital Nexus AI",
        "DataCrumbs",
        "Saras AI Institute",
        "BrandLovrs",
        "Clinizone Business Solutions"
      ],
      "unclassified": [
        "Generative AI",
        "Agency",
        "Decagon",
        "Librairie",
        "Humanoid",
        "Profound",
        "Cube",
        "Tomoro",
        "Dust",
        "Anon",
        "Nurix",
        "MEGA",
        "Decart",
        "Dify",
        "Veel",
        "Tidalwave",
        "Adapta",
        "OLIX",
        "Perle",
        "Aeon",
        "Amigo",
        "Lupa",
        "Lasso",
        "Exol",
        "AP Financial",
        "Sixfold"
      ]
    },
    {
      "cohort": "baseline",
      "companies_read_count": 195,
      "top_count": 150,
      "not_companies_count": 4,
      "screened_out_count": 0,
      "failed_id_check_count": 0,
      "verdict_excluded_count": 38,
      "unclassified_count": 21,
      "kept_companies_count": 87,
      "labeling_companies_count": 7,
      "smallest_headcount_in_top": 240,
      "companies": [
        "Scale AI",
        "Verkada",
        "SymphonyAI",
        "MathCo",
        "Metropolis Technologies",
        "Verbit.ai",
        "Glean",
        "Objectways",
        "Flock Safety",
        "Tenstorrent",
        "Snorkel AI",
        "Wayve",
        "Yellow.ai",
        "ConcertAI",
        "Synthesia",
        "Hugging Face",
        "Photoroom",
        "Particular Audience",
        "Graphcore",
        "Abridge",
        "DeepLearning.AI",
        "Detect Technologies",
        "TestMu AI",
        "Wirestock",
        "Wakeb_Data",
        "Labelbox",
        "Parloa",
        "WeRide.ai",
        "Replit",
        "Pixis",
        "Aera Technology",
        "Nfinite",
        "Rezolve Ai",
        "Horizon3.ai",
        "株式会社FLUX",
        "Qure.ai",
        "Omdena",
        "SambaNova Systems",
        "Buildots",
        "Snappr",
        "Draup",
        "Blackstraw.ai",
        "ParallelDots",
        "Krisp",
        "Proper AI",
        "Smartcat",
        "Vyro",
        "Observe.AI",
        "Clarity AI",
        "Aleph Alpha",
        "Groq",
        "Anota AI",
        "Lucidya | لوسيديا",
        "Shorthills AI",
        "Spyne",
        "Abaka AI",
        "Cast AI",
        "RandomTrees",
        "Viz.ai",
        "Weights & Biases",
        "Cognigy",
        "株式会社エクサウィザーズ/ExaWizards Inc.",
        "Rizzle",
        "Opporture",
        "Addo AI",
        "Aeva",
        "Music AI",
        "Pomvom [ TASE: PMVM ]",
        "isahit",
        "d-Matrix",
        "Auditoria.AI",
        "Leena AI",
        "Inspirit AI",
        "PathAI",
        "Infrrd",
        "5C Network",
        "Syntiant Corp.",
        "Aisera",
        "Crimson Phoenix",
        "MetaMap",
        "Bear Robotics",
        "AI Rudder",
        "Deepen AI",
        "Netomi",
        "AGNEXT",
        "Rad AI",
        "Silo AI"
      ],
      "labeling_companies": [
        "Scale AI",
        "Objectways",
        "Labelbox",
        "Omdena",
        "Abaka AI",
        "Opporture",
        "isahit"
      ],
      "verdict_excluded": [
        "Call Center Studio",
        "VAST Data",
        "Indodana",
        "Annova Solutions",
        "Techolas Technologies",
        "Rubixe -  AI Solutions Company",
        "Artlist",
        "NewVision Software",
        "Trenser Technology Solutions (P) Ltd.",
        "Armsoftech Private Limited",
        "SightSpectrum",
        "Starburst",
        "Accelirate Inc.",
        "NeuraFlash",
        "Meero",
        "Intellectt Inc",
        "Temporal Technologies",
        "Future Robot Technology/Edge Computing, Machine Vision, Motion Control",
        "Ritech International AG",
        "DATAECONOMY",
        "Globsyn-3rdLife",
        "IQGeo",
        "BOOM imagestudio",
        "Cloud Destinations",
        "Oooh",
        "Ditstek Innovations Pvt. Ltd. (DITS)",
        "Kopius, Inc.",
        "NucleusTeq",
        "Ganit Inc.",
        "Core Scientific",
        "Centelon Solutions",
        "IELEKTRON TECHNOLOGIES PVT. LTD.",
        "Workcog Inc",
        "Jarvis Consulting Group",
        "ManyMangoes 🥭",
        "FiftyFive Technologies",
        "Future WorkForce",
        "TOPS Infosolutions Pvt. Ltd."
      ],
      "unclassified": [
        "Proprio",
        "Cohere",
        "SAI",
        "Capacity",
        "Cresta",
        "Momenta",
        "Freelancer",
        "AI Digital",
        "Runway",
        "Plus",
        "Bragg",
        "Suki",
        "OpenSpace",
        "Qualified",
        "Xanadu",
        "Hailo",
        "Flawless",
        "Mission",
        "Pearl",
        "Ultimate",
        "Genies"
      ]
    }
  ]
}
