ML-driven Decision Support

Application of machine learning models to process complex data and generate actionable insights, predictions, or classifications that inform or automate decision-making processes in various domains like healthcare, business, or industrial control.

8,219 US filings from 1,788 companies since 2023 · 2023: 2,158 · 2024: 2,304 · 2025: 2,429 · 2026 YTD: 1,328

Pattern Recognition & ML Models

Top companies

Ranked by filings in this theme since 2023. 2026 is partial.

#	Company	Since 2023	2023	2024	2025	2026 YTD	YoY
1	International Business Machines Corporation	364	143	98	77	46	-21.4%
2	Microsoft Technology Licensing, LLC	282	86	76	79	41	+3.9%
3	GOOGLE LLC	237	40	68	86	43	+26.5%
4	SAP SE	206	58	51	52	45	+2.0%
5	Capital One Services, LLC	205	50	70	56	29	-20.0%
6	Oracle International Corporation	195	40	46	72	37	+56.5%
7	Intuit Inc.	179	45	42	56	36	+33.3%
8	DELL PRODUCTS L.P.	166	30	48	56	32	+16.7%
9	Amazon Technologies, Inc.	126	35	27	41	23	+51.9%
10	Adobe Inc.	102	36	26	27	13	+3.8%
11	PAYPAL, INC.	102	28	38	27	9	-28.9%
12	Bank of America Corporation	79	23	19	29	8	+52.6%
13	Salesforce, Inc.	78	17	20	21	20	+5.0%
14	Optum, Inc.	77	9	19	28	21	+47.4%
15	NEC CORPORATION	76	15	21	18	22	-14.3%
16	ACCENTURE GLOBAL SOLUTIONS LIMITED	68	23	32	10	3	-68.8%
17	Maplebear Inc.	68	2	11	39	16	+254.5%
18	Wells Fargo Bank, N.A.	67	14	22	20	11	-9.1%
19	Fujitsu Limited	64	28	15	14	7	-6.7%
20	KONINKLIJKE PHILIPS N.V.	64	26	22	14	2	-36.4%
21	Cerner Innovation, Inc.	58	17	14	19	8	+35.7%
22	Optum Services (Ireland) Limited	58	13	20	17	8	-15.0%
23	FUJIFILM CORPORATION	52	17	13	19	3	+46.2%
24	CANON MEDICAL SYSTEMS CORPORATION	50	22	13	12	3	-7.7%
25	JPMORGAN CHASE BANK, N.A.	48	5	13	16	14	+23.1%