{
  "unit": "companies",
  "snapshot": "2026-09-23",
  "query": "queries/themes.json",
  "note": "Share of each founding year's AI companies whose tags name the theme (share), and the same inside the loose population, any of the nine loose terms with the same type exclusion (loose_share). Themes overlap. Four themes are also entry terms of the definition, so compare their movement, not their level.",
  "rows": [
    {
      "year": 2016,
      "group": "generative-ai",
      "count": 428,
      "ai_count": 1860,
      "share": 0.2301,
      "loose_count": 520,
      "loose_base_count": 11668,
      "loose_share": 0.0446
    },
    {
      "year": 2016,
      "group": "llm",
      "count": 77,
      "ai_count": 1860,
      "share": 0.0414,
      "loose_count": 200,
      "loose_base_count": 11668,
      "loose_share": 0.0171
    },
    {
      "year": 2016,
      "group": "agents",
      "count": 101,
      "ai_count": 1860,
      "share": 0.0543,
      "loose_count": 360,
      "loose_base_count": 11668,
      "loose_share": 0.0309
    },
    {
      "year": 2016,
      "group": "computer-vision",
      "count": 639,
      "ai_count": 1860,
      "share": 0.3435,
      "loose_count": 757,
      "loose_base_count": 11668,
      "loose_share": 0.0649
    },
    {
      "year": 2016,
      "group": "nlp",
      "count": 458,
      "ai_count": 1860,
      "share": 0.2462,
      "loose_count": 546,
      "loose_base_count": 11668,
      "loose_share": 0.0468
    },
    {
      "year": 2016,
      "group": "machine-learning",
      "count": 1062,
      "ai_count": 1860,
      "share": 0.571,
      "loose_count": 4375,
      "loose_base_count": 11668,
      "loose_share": 0.375
    },
    {
      "year": 2016,
      "group": "robotics",
      "count": 130,
      "ai_count": 1860,
      "share": 0.0699,
      "loose_count": 505,
      "loose_base_count": 11668,
      "loose_share": 0.0433
    },
    {
      "year": 2016,
      "group": "data-analytics",
      "count": 580,
      "ai_count": 1860,
      "share": 0.3118,
      "loose_count": 2848,
      "loose_base_count": 11668,
      "loose_share": 0.2441
    },
    {
      "year": 2016,
      "group": "saas",
      "count": 209,
      "ai_count": 1860,
      "share": 0.1124,
      "loose_count": 1220,
      "loose_base_count": 11668,
      "loose_share": 0.1046
    },
    {
      "year": 2016,
      "group": "health",
      "count": 214,
      "ai_count": 1860,
      "share": 0.1151,
      "loose_count": 1231,
      "loose_base_count": 11668,
      "loose_share": 0.1055
    },
    {
      "year": 2016,
      "group": "fintech",
      "count": 75,
      "ai_count": 1860,
      "share": 0.0403,
      "loose_count": 613,
      "loose_base_count": 11668,
      "loose_share": 0.0525
    },
    {
      "year": 2016,
      "group": "cybersecurity",
      "count": 67,
      "ai_count": 1860,
      "share": 0.036,
      "loose_count": 688,
      "loose_base_count": 11668,
      "loose_share": 0.059
    },
    {
      "year": 2016,
      "group": "developer-tools",
      "count": 21,
      "ai_count": 1860,
      "share": 0.0113,
      "loose_count": 132,
      "loose_base_count": 11668,
      "loose_share": 0.0113
    },
    {
      "year": 2016,
      "group": "voice",
      "count": 87,
      "ai_count": 1860,
      "share": 0.0468,
      "loose_count": 222,
      "loose_base_count": 11668,
      "loose_share": 0.019
    },
    {
      "year": 2016,
      "group": "ai-infrastructure",
      "count": 44,
      "ai_count": 1860,
      "share": 0.0237,
      "loose_count": 89,
      "loose_base_count": 11668,
      "loose_share": 0.0076
    },
    {
      "year": 2017,
      "group": "generative-ai",
      "count": 517,
      "ai_count": 2453,
      "share": 0.2108,
      "loose_count": 607,
      "loose_base_count": 14374,
      "loose_share": 0.0422
    },
    {
      "year": 2017,
      "group": "llm",
      "count": 135,
      "ai_count": 2453,
      "share": 0.055,
      "loose_count": 248,
      "loose_base_count": 14374,
      "loose_share": 0.0173
    },
    {
      "year": 2017,
      "group": "agents",
      "count": 162,
      "ai_count": 2453,
      "share": 0.066,
      "loose_count": 493,
      "loose_base_count": 14374,
      "loose_share": 0.0343
    },
    {
      "year": 2017,
      "group": "computer-vision",
      "count": 788,
      "ai_count": 2453,
      "share": 0.3212,
      "loose_count": 893,
      "loose_base_count": 14374,
      "loose_share": 0.0621
    },
    {
      "year": 2017,
      "group": "nlp",
      "count": 566,
      "ai_count": 2453,
      "share": 0.2307,
      "loose_count": 665,
      "loose_base_count": 14374,
      "loose_share": 0.0463
    },
    {
      "year": 2017,
      "group": "machine-learning",
      "count": 1429,
      "ai_count": 2453,
      "share": 0.5826,
      "loose_count": 5449,
      "loose_base_count": 14374,
      "loose_share": 0.3791
    },
    {
      "year": 2017,
      "group": "robotics",
      "count": 153,
      "ai_count": 2453,
      "share": 0.0624,
      "loose_count": 668,
      "loose_base_count": 14374,
      "loose_share": 0.0465
    },
    {
      "year": 2017,
      "group": "data-analytics",
      "count": 751,
      "ai_count": 2453,
      "share": 0.3062,
      "loose_count": 3463,
      "loose_base_count": 14374,
      "loose_share": 0.2409
    },
    {
      "year": 2017,
      "group": "saas",
      "count": 269,
      "ai_count": 2453,
      "share": 0.1097,
      "loose_count": 1429,
      "loose_base_count": 14374,
      "loose_share": 0.0994
    },
    {
      "year": 2017,
      "group": "health",
      "count": 260,
      "ai_count": 2453,
      "share": 0.106,
      "loose_count": 1524,
      "loose_base_count": 14374,
      "loose_share": 0.106
    },
    {
      "year": 2017,
      "group": "fintech",
      "count": 96,
      "ai_count": 2453,
      "share": 0.0391,
      "loose_count": 789,
      "loose_base_count": 14374,
      "loose_share": 0.0549
    },
    {
      "year": 2017,
      "group": "cybersecurity",
      "count": 86,
      "ai_count": 2453,
      "share": 0.0351,
      "loose_count": 850,
      "loose_base_count": 14374,
      "loose_share": 0.0591
    },
    {
      "year": 2017,
      "group": "developer-tools",
      "count": 52,
      "ai_count": 2453,
      "share": 0.0212,
      "loose_count": 169,
      "loose_base_count": 14374,
      "loose_share": 0.0118
    },
    {
      "year": 2017,
      "group": "voice",
      "count": 102,
      "ai_count": 2453,
      "share": 0.0416,
      "loose_count": 267,
      "loose_base_count": 14374,
      "loose_share": 0.0186
    },
    {
      "year": 2017,
      "group": "ai-infrastructure",
      "count": 65,
      "ai_count": 2453,
      "share": 0.0265,
      "loose_count": 123,
      "loose_base_count": 14374,
      "loose_share": 0.0086
    },
    {
      "year": 2018,
      "group": "generative-ai",
      "count": 633,
      "ai_count": 2772,
      "share": 0.2284,
      "loose_count": 740,
      "loose_base_count": 16043,
      "loose_share": 0.0461
    },
    {
      "year": 2018,
      "group": "llm",
      "count": 156,
      "ai_count": 2772,
      "share": 0.0563,
      "loose_count": 308,
      "loose_base_count": 16043,
      "loose_share": 0.0192
    },
    {
      "year": 2018,
      "group": "agents",
      "count": 156,
      "ai_count": 2772,
      "share": 0.0563,
      "loose_count": 552,
      "loose_base_count": 16043,
      "loose_share": 0.0344
    },
    {
      "year": 2018,
      "group": "computer-vision",
      "count": 897,
      "ai_count": 2772,
      "share": 0.3236,
      "loose_count": 1026,
      "loose_base_count": 16043,
      "loose_share": 0.064
    },
    {
      "year": 2018,
      "group": "nlp",
      "count": 584,
      "ai_count": 2772,
      "share": 0.2107,
      "loose_count": 718,
      "loose_base_count": 16043,
      "loose_share": 0.0448
    },
    {
      "year": 2018,
      "group": "machine-learning",
      "count": 1547,
      "ai_count": 2772,
      "share": 0.5581,
      "loose_count": 5936,
      "loose_base_count": 16043,
      "loose_share": 0.37
    },
    {
      "year": 2018,
      "group": "robotics",
      "count": 176,
      "ai_count": 2772,
      "share": 0.0635,
      "loose_count": 693,
      "loose_base_count": 16043,
      "loose_share": 0.0432
    },
    {
      "year": 2018,
      "group": "data-analytics",
      "count": 830,
      "ai_count": 2772,
      "share": 0.2994,
      "loose_count": 3782,
      "loose_base_count": 16043,
      "loose_share": 0.2357
    },
    {
      "year": 2018,
      "group": "saas",
      "count": 277,
      "ai_count": 2772,
      "share": 0.0999,
      "loose_count": 1563,
      "loose_base_count": 16043,
      "loose_share": 0.0974
    },
    {
      "year": 2018,
      "group": "health",
      "count": 288,
      "ai_count": 2772,
      "share": 0.1039,
      "loose_count": 1621,
      "loose_base_count": 16043,
      "loose_share": 0.101
    },
    {
      "year": 2018,
      "group": "fintech",
      "count": 106,
      "ai_count": 2772,
      "share": 0.0382,
      "loose_count": 824,
      "loose_base_count": 16043,
      "loose_share": 0.0514
    },
    {
      "year": 2018,
      "group": "cybersecurity",
      "count": 97,
      "ai_count": 2772,
      "share": 0.035,
      "loose_count": 956,
      "loose_base_count": 16043,
      "loose_share": 0.0596
    },
    {
      "year": 2018,
      "group": "developer-tools",
      "count": 46,
      "ai_count": 2772,
      "share": 0.0166,
      "loose_count": 159,
      "loose_base_count": 16043,
      "loose_share": 0.0099
    },
    {
      "year": 2018,
      "group": "voice",
      "count": 117,
      "ai_count": 2772,
      "share": 0.0422,
      "loose_count": 316,
      "loose_base_count": 16043,
      "loose_share": 0.0197
    },
    {
      "year": 2018,
      "group": "ai-infrastructure",
      "count": 66,
      "ai_count": 2772,
      "share": 0.0238,
      "loose_count": 134,
      "loose_base_count": 16043,
      "loose_share": 0.0084
    },
    {
      "year": 2019,
      "group": "generative-ai",
      "count": 651,
      "ai_count": 2500,
      "share": 0.2604,
      "loose_count": 760,
      "loose_base_count": 15263,
      "loose_share": 0.0498
    },
    {
      "year": 2019,
      "group": "llm",
      "count": 137,
      "ai_count": 2500,
      "share": 0.0548,
      "loose_count": 275,
      "loose_base_count": 15263,
      "loose_share": 0.018
    },
    {
      "year": 2019,
      "group": "agents",
      "count": 140,
      "ai_count": 2500,
      "share": 0.056,
      "loose_count": 538,
      "loose_base_count": 15263,
      "loose_share": 0.0352
    },
    {
      "year": 2019,
      "group": "computer-vision",
      "count": 808,
      "ai_count": 2500,
      "share": 0.3232,
      "loose_count": 921,
      "loose_base_count": 15263,
      "loose_share": 0.0603
    },
    {
      "year": 2019,
      "group": "nlp",
      "count": 465,
      "ai_count": 2500,
      "share": 0.186,
      "loose_count": 564,
      "loose_base_count": 15263,
      "loose_share": 0.037
    },
    {
      "year": 2019,
      "group": "machine-learning",
      "count": 1360,
      "ai_count": 2500,
      "share": 0.544,
      "loose_count": 5123,
      "loose_base_count": 15263,
      "loose_share": 0.3356
    },
    {
      "year": 2019,
      "group": "robotics",
      "count": 128,
      "ai_count": 2500,
      "share": 0.0512,
      "loose_count": 553,
      "loose_base_count": 15263,
      "loose_share": 0.0362
    },
    {
      "year": 2019,
      "group": "data-analytics",
      "count": 683,
      "ai_count": 2500,
      "share": 0.2732,
      "loose_count": 3190,
      "loose_base_count": 15263,
      "loose_share": 0.209
    },
    {
      "year": 2019,
      "group": "saas",
      "count": 234,
      "ai_count": 2500,
      "share": 0.0936,
      "loose_count": 1467,
      "loose_base_count": 15263,
      "loose_share": 0.0961
    },
    {
      "year": 2019,
      "group": "health",
      "count": 304,
      "ai_count": 2500,
      "share": 0.1216,
      "loose_count": 1669,
      "loose_base_count": 15263,
      "loose_share": 0.1093
    },
    {
      "year": 2019,
      "group": "fintech",
      "count": 78,
      "ai_count": 2500,
      "share": 0.0312,
      "loose_count": 681,
      "loose_base_count": 15263,
      "loose_share": 0.0446
    },
    {
      "year": 2019,
      "group": "cybersecurity",
      "count": 113,
      "ai_count": 2500,
      "share": 0.0452,
      "loose_count": 883,
      "loose_base_count": 15263,
      "loose_share": 0.0579
    },
    {
      "year": 2019,
      "group": "developer-tools",
      "count": 37,
      "ai_count": 2500,
      "share": 0.0148,
      "loose_count": 146,
      "loose_base_count": 15263,
      "loose_share": 0.0096
    },
    {
      "year": 2019,
      "group": "voice",
      "count": 91,
      "ai_count": 2500,
      "share": 0.0364,
      "loose_count": 251,
      "loose_base_count": 15263,
      "loose_share": 0.0164
    },
    {
      "year": 2019,
      "group": "ai-infrastructure",
      "count": 61,
      "ai_count": 2500,
      "share": 0.0244,
      "loose_count": 120,
      "loose_base_count": 15263,
      "loose_share": 0.0079
    },
    {
      "year": 2020,
      "group": "generative-ai",
      "count": 761,
      "ai_count": 2632,
      "share": 0.2891,
      "loose_count": 919,
      "loose_base_count": 17045,
      "loose_share": 0.0539
    },
    {
      "year": 2020,
      "group": "llm",
      "count": 163,
      "ai_count": 2632,
      "share": 0.0619,
      "loose_count": 320,
      "loose_base_count": 17045,
      "loose_share": 0.0188
    },
    {
      "year": 2020,
      "group": "agents",
      "count": 188,
      "ai_count": 2632,
      "share": 0.0714,
      "loose_count": 708,
      "loose_base_count": 17045,
      "loose_share": 0.0415
    },
    {
      "year": 2020,
      "group": "computer-vision",
      "count": 720,
      "ai_count": 2632,
      "share": 0.2736,
      "loose_count": 813,
      "loose_base_count": 17045,
      "loose_share": 0.0477
    },
    {
      "year": 2020,
      "group": "nlp",
      "count": 472,
      "ai_count": 2632,
      "share": 0.1793,
      "loose_count": 596,
      "loose_base_count": 17045,
      "loose_share": 0.035
    },
    {
      "year": 2020,
      "group": "machine-learning",
      "count": 1282,
      "ai_count": 2632,
      "share": 0.4871,
      "loose_count": 5063,
      "loose_base_count": 17045,
      "loose_share": 0.297
    },
    {
      "year": 2020,
      "group": "robotics",
      "count": 142,
      "ai_count": 2632,
      "share": 0.054,
      "loose_count": 604,
      "loose_base_count": 17045,
      "loose_share": 0.0354
    },
    {
      "year": 2020,
      "group": "data-analytics",
      "count": 720,
      "ai_count": 2632,
      "share": 0.2736,
      "loose_count": 3300,
      "loose_base_count": 17045,
      "loose_share": 0.1936
    },
    {
      "year": 2020,
      "group": "saas",
      "count": 286,
      "ai_count": 2632,
      "share": 0.1087,
      "loose_count": 1692,
      "loose_base_count": 17045,
      "loose_share": 0.0993
    },
    {
      "year": 2020,
      "group": "health",
      "count": 287,
      "ai_count": 2632,
      "share": 0.109,
      "loose_count": 1855,
      "loose_base_count": 17045,
      "loose_share": 0.1088
    },
    {
      "year": 2020,
      "group": "fintech",
      "count": 93,
      "ai_count": 2632,
      "share": 0.0353,
      "loose_count": 665,
      "loose_base_count": 17045,
      "loose_share": 0.039
    },
    {
      "year": 2020,
      "group": "cybersecurity",
      "count": 99,
      "ai_count": 2632,
      "share": 0.0376,
      "loose_count": 957,
      "loose_base_count": 17045,
      "loose_share": 0.0561
    },
    {
      "year": 2020,
      "group": "developer-tools",
      "count": 36,
      "ai_count": 2632,
      "share": 0.0137,
      "loose_count": 172,
      "loose_base_count": 17045,
      "loose_share": 0.0101
    },
    {
      "year": 2020,
      "group": "voice",
      "count": 91,
      "ai_count": 2632,
      "share": 0.0346,
      "loose_count": 266,
      "loose_base_count": 17045,
      "loose_share": 0.0156
    },
    {
      "year": 2020,
      "group": "ai-infrastructure",
      "count": 61,
      "ai_count": 2632,
      "share": 0.0232,
      "loose_count": 157,
      "loose_base_count": 17045,
      "loose_share": 0.0092
    },
    {
      "year": 2021,
      "group": "generative-ai",
      "count": 902,
      "ai_count": 2546,
      "share": 0.3543,
      "loose_count": 1066,
      "loose_base_count": 15734,
      "loose_share": 0.0678
    },
    {
      "year": 2021,
      "group": "llm",
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      "ai_count": 2546,
      "share": 0.0805,
      "loose_count": 392,
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      "loose_share": 0.0249
    },
    {
      "year": 2021,
      "group": "agents",
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      "ai_count": 2546,
      "share": 0.0719,
      "loose_count": 712,
      "loose_base_count": 15734,
      "loose_share": 0.0453
    },
    {
      "year": 2021,
      "group": "computer-vision",
      "count": 657,
      "ai_count": 2546,
      "share": 0.2581,
      "loose_count": 732,
      "loose_base_count": 15734,
      "loose_share": 0.0465
    },
    {
      "year": 2021,
      "group": "nlp",
      "count": 423,
      "ai_count": 2546,
      "share": 0.1661,
      "loose_count": 512,
      "loose_base_count": 15734,
      "loose_share": 0.0325
    },
    {
      "year": 2021,
      "group": "machine-learning",
      "count": 1089,
      "ai_count": 2546,
      "share": 0.4277,
      "loose_count": 4338,
      "loose_base_count": 15734,
      "loose_share": 0.2757
    },
    {
      "year": 2021,
      "group": "robotics",
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      "ai_count": 2546,
      "share": 0.042,
      "loose_count": 473,
      "loose_base_count": 15734,
      "loose_share": 0.0301
    },
    {
      "year": 2021,
      "group": "data-analytics",
      "count": 540,
      "ai_count": 2546,
      "share": 0.2121,
      "loose_count": 2756,
      "loose_base_count": 15734,
      "loose_share": 0.1752
    },
    {
      "year": 2021,
      "group": "saas",
      "count": 305,
      "ai_count": 2546,
      "share": 0.1198,
      "loose_count": 1602,
      "loose_base_count": 15734,
      "loose_share": 0.1018
    },
    {
      "year": 2021,
      "group": "health",
      "count": 249,
      "ai_count": 2546,
      "share": 0.0978,
      "loose_count": 1602,
      "loose_base_count": 15734,
      "loose_share": 0.1018
    },
    {
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