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Adaptation · Adopters

FDA-authorised AI-enabled devices, growth

consistent with normal70/95 confidence, good evidence, some ambiguitygrade Acoincident

1What this measures

Year-on-year growth in the cumulative count of AI-enabled medical devices with an FDA final decision, from the FDA's published list. Derived metric fda_ai_devices_yoy.

Why it matters. The clearest regulated-domain speed limit with an official monthly series; the paper predicts slow diffusion in high-consequence tasks and this is the count of what gets through.

Proxy types
policy
Unit
pct_change_yoy
Cadence
quarterly
Valve
adoption to adaptation

2How we track this

  • derived metric fda_ai_devices_yoy (formula in the semantic layer)
Normal band
≤ 50.0%
Fast band
≥ 100.0%
Falsifying

Normal = the cumulative count growing under 50% a year (the 2019-2024 pace); fast = doubling or faster, which is what an ungated regulated domain would show. Between is emerging.

Applied to metric:fda_ai_devices_yoy.

3Tracker interpretation

Authorisations are mostly radiology CAD tools; the list says what clears review, not what is used at the bedside.

4Evidence

Latest point
26.7%as of 2026-06-30(2 obs)
Value the bands apply to
26.7%as of 2026-06-30(2 obs)

102 observations. Hollow points are disputed (see counterevidence). Every point links to its observation.

Derived rows (88)
as ofdimsvalueinputs
2026-06-3026.7%obs:27f07ca3obs:b4fc2fe6
2026-05-3127.3%obs:789cf849obs:977a533c
2026-04-3028.6%obs:0e35d1d5obs:50166b74
2026-03-3129.2%obs:3bd5e45fobs:a413fdf8
2026-02-2828.2%obs:617181daobs:fdf2a084
2026-01-3129.5%obs:1d6ff47dobs:acb092ca
2025-12-3130.5%obs:15d0a1dfobs:e19700fe
2025-11-3030.1%obs:abfa3e8eobs:bca17f14
2025-10-3130.6%obs:535b9098obs:84d04bdf
2025-09-3031.1%obs:2b205befobs:967b681a
2025-08-3130.4%obs:19244a36obs:ee99e6b5
2025-07-3131.5%obs:21394418obs:598c6bc0
2025-06-3030.7%obs:27f07ca3obs:5770dc35
2025-05-3129.9%obs:789cf849obs:90f28e0f
2025-04-3028.4%obs:3f9af2a8obs:50166b74
2025-03-3129.0%obs:3bd5e45fobs:5eac2f03
2025-01-3127.5%obs:1d6ff47dobs:a2aec37d
2024-12-3127.2%obs:15d0a1dfobs:b8bf72db
2024-11-3028.5%obs:bca17f14obs:bf71d97b
2024-10-3129.1%obs:535b9098obs:b4b54cac
2024-09-3030.8%obs:967b681aobs:b5dae303
2024-08-3132.6%obs:d48a3197obs:ee99e6b5
2024-07-3131.0%obs:2f6fdda7obs:598c6bc0
2024-06-3032.8%obs:48c219f0obs:5770dc35
2024-05-3132.5%obs:90f28e0fobs:bd3a1ae4
2024-04-3032.7%obs:3f9af2a8obs:a6b158f8
2024-03-3133.8%obs:58b3d290obs:5eac2f03
2024-02-2935.7%obs:6f8306adobs:ef6a59c8
2024-01-3137.3%obs:a05be204obs:a2aec37d
2023-12-3135.5%obs:060a9920obs:b8bf72db
2023-11-3033.4%obs:71b548d8obs:bf71d97b
2023-10-3132.3%obs:affb110cobs:b4b54cac
2023-09-3030.3%obs:2fa07de6obs:b5dae303
2023-08-3129.0%obs:d48a3197obs:debd7632
2023-07-3130.1%obs:2f6fdda7obs:498dacc8
2023-06-3030.8%obs:48c219f0obs:ff6a9b0a
2023-05-3133.3%obs:bd3a1ae4obs:eb2b092c
2023-04-3034.3%obs:a6b158f8obs:a83d656b
2023-03-3134.4%obs:58b3d290obs:94969583
2023-02-2832.5%obs:5e9004cfobs:6f8306ad
2023-01-3131.7%obs:647ad4e4obs:a05be204
2022-12-3134.1%obs:060a9920obs:66fdb539
2022-11-3036.2%obs:51bd729dobs:71b548d8
2022-10-3137.3%obs:47c9c39eobs:affb110c
2022-09-3037.3%obs:2fa07de6obs:49c5f6f6
2022-08-3139.1%obs:14036826obs:debd7632
2022-07-3139.3%obs:498dacc8obs:a5e8f5a8
2022-06-3038.9%obs:f4b76a50obs:ff6a9b0a
2022-05-3137.8%obs:5ec33f3eobs:eb2b092c
2022-04-3035.7%obs:3211c7d0obs:a83d656b
2022-03-3135.0%obs:35efd80aobs:94969583
2022-02-2837.5%obs:06326e91obs:5e9004cf
2022-01-3137.4%obs:647ad4e4obs:d82646c2
2021-12-3137.3%obs:66fdb539obs:72ef5d6b
2021-11-3036.0%obs:303c5485obs:51bd729d
2021-10-3137.1%obs:47c9c39eobs:910190d6
2021-09-3039.0%obs:1c9c08d3obs:49c5f6f6
2021-08-3140.5%obs:14036826obs:87df77cd
2021-07-3141.4%obs:9c414eceobs:a5e8f5a8
2021-06-3043.3%obs:273d4fc6obs:f4b76a50
2021-05-3144.9%obs:25a9b168obs:5ec33f3e
2021-04-3045.7%obs:3211c7d0obs:5885002f
2021-03-3143.9%obs:35efd80aobs:60b5bc03
2021-01-3149.6%obs:d82646c2obs:fde47a75
2020-12-3149.1%obs:72ef5d6bobs:99ff792f
2020-11-3052.7%obs:303c5485obs:7c34c2eb
2020-10-3155.9%obs:910190d6obs:d151cd73
2020-09-3054.4%obs:1c9c08d3obs:d7f3e8ac
2020-08-3152.8%obs:87df77cdobs:ed2ed0cc
2020-07-3153.6%obs:9c414eceobs:f3a06d7e
2020-06-3055.8%obs:273d4fc6obs:8b06bef5
2020-05-3155.4%obs:25a9b168obs:f638cfab
2020-04-3058.0%obs:5885002fobs:d512c298
2020-03-3160.7%obs:4af397ccobs:60b5bc03
2020-02-2957.0%obs:59597bcfobs:a0c7669c
2020-01-3153.5%obs:6f68dce3obs:fde47a75
2019-12-3152.6%obs:99ff792fobs:f50dc438
2019-11-3058.6%obs:3dd80d51obs:7c34c2eb
2019-10-3162.3%obs:24f326c9obs:d151cd73
2019-09-3064.8%obs:12aa72f3obs:d7f3e8ac
2019-08-3163.1%obs:2f31d4edobs:ed2ed0cc
2019-07-3161.3%obs:58011020obs:f3a06d7e
2019-06-3057.4%obs:549b91a8obs:8b06bef5
2019-05-3160.6%obs:06d04cb0obs:f638cfab
2019-04-3064.1%obs:43241d3dobs:d512c298
2019-03-3164.6%obs:4af397ccobs:b693982d
2019-02-2866.3%obs:350a5721obs:59597bcf
2019-01-3168.5%obs:6f68dce3obs:efb251b2

5Status and reasoning

consistent with normalsince 2026-09-10 · evaluate

Evaluator: 26.69 (FDA AI-enabled medical device list, 2026-06-30) is inside the consistent band (hi=50). Auto-reason; band rationale: Normal = the cumulative count growing under 50% a year (the 2019-2024 pace); fast = doubling or faster, which is what an ungated regulated domain would show. Between is emerging.

6Timeline notes

  • 2026-06-30 · 26.7%as of 2026-06-30(2 obs)
  • 2026-05-31 · 27.3%as of 2026-05-31(2 obs)
  • 2026-04-30 · 28.6%as of 2026-04-30(2 obs)
  • 2026-03-31 · 29.2%as of 2026-03-31(2 obs)
  • 2026-02-28 · 28.2%as of 2026-02-28(2 obs)
  • 2026-01-31 · 29.5%as of 2026-01-31(2 obs)

7Counterevidence

What cuts against this reading

The list is updated in batches and reclassified; a cleared device is not a deployed one; LLM-based devices are a handful at most.

8Update history

  1. 2026-09-10unmeasured to consistent with normalconf 70 · evaluate

    Evaluator: 26.69 (FDA AI-enabled medical device list, 2026-06-30) is inside the consistent band (hi=50). Auto-reason; band rationale: Normal = the cumulative count growing under 50% a year (the 2019-2024 pace); fast = doubling or faster, which is what an ungated regulated domain would show. Between is emerging.

9Confidence

70 / 95 — good evidence, some ambiguity

Confidence is independent of status: 90–95 multiple strong independent sources; 70–89 good evidence, some ambiguity; 50–69 mixed or hard to operationalise; below 50 limited or vague.

10Related