UnfoldIP

Patent Theme

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.

7,966 US filings from 1,759 companies since 2023 · 2023: 1,905 · 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.

#CompanySince 20232023202420252026 YTDYoY
1International Business Machines Corporation345124987746-21.4%
2Microsoft Technology Licensing, LLC27276767941+3.9%
3GOOGLE LLC23437688643+26.5%
4SAP SE20153515245+2.0%
5Capital One Services, LLC19944705629-20.0%
6Oracle International Corporation19237467237+56.5%
7Intuit Inc.17440425636+33.3%
8DELL PRODUCTS L.P.16529485632+16.7%
9Amazon Technologies, Inc.12332274123+51.9%
10Adobe Inc.9731262713+3.8%
11PAYPAL, INC.962238279-28.9%
12Optum, Inc.779192821+47.4%
13Salesforce, Inc.7615202120+5.0%
14Bank of America Corporation741819298+52.6%
15NEC CORPORATION7312211822-14.3%
16Maplebear Inc.682113916+254.5%
17ACCENTURE GLOBAL SOLUTIONS LIMITED662132103-68.8%
18Wells Fargo Bank, N.A.6613222011-9.1%
19KONINKLIJKE PHILIPS N.V.622422142-36.4%
20Fujitsu Limited582215147-6.7%
21Optum Services (Ireland) Limited571220178-15.0%
22Cerner Innovation, Inc.551414198+35.7%
23FUJIFILM CORPORATION521713193+46.2%
24CANON MEDICAL SYSTEMS CORPORATION482013123-7.7%
25Visa International Service Association481113168+23.1%