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.