Patent Theme

Personalized Recommendations

Systems that use user data, preferences, and machine learning to generate tailored advice, product recommendations, goal-setting plans, or contextual information for individuals across different domains.

11,242 US filings from 2,224 companies since 2023 · 2023: 2,862 · 2024: 3,330 · 2025: 3,383 · 2026 YTD: 1,667

Business Methods & Fintech

Top companies

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

#CompanySince 20232023202420252026 YTDYoY
1GOOGLE LLC50310817215469-10.5%
2Microsoft Technology Licensing, LLC46412113715056+9.5%
3Capital One Services, LLC3809914010437-25.7%
4Maplebear Inc.28763915290+289.7%
5Walmart Apollo, LLC28784947633-19.1%
6International Business Machines Corporation27794877818-10.3%
7Adobe Inc.20969695417-21.7%
8eBay Inc.16146286324+125.0%
9Rovi Guides, Inc.14470731·-98.6%
10DELL PRODUCTS L.P.14421334545+36.4%
11Intuit Inc.13233255420+116.0%
12STATE FARM MUTUAL AUTOMOBILE INSURANCE COMPANY12317612322-62.3%
13YAHOO ASSETS LLC12336383217-15.8%
14SAMSUNG ELECTRONICS CO., LTD.11341283410+21.4%
15Wells Fargo Bank, N.A.109173939140.0%
16Adeia Guides Inc.106·107323+630.0%
17Oracle International Corporation10223212929+38.1%
18Maplebear Inc. (dba Instacart)94325552-90.9%
19SAP SE9323222820+27.3%
20Salesforce, Inc.9214422016-52.4%
21Amazon Technologies, Inc.8625212317+9.5%
22TRUIST BANK761625287+12.0%
23Meta Platforms, Inc.744317113-35.3%
24Apple Inc.722424195-20.8%
25The Toronto-Dominion Bank678143411+142.9%