AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Zhiyu Lu

Examiner Zhiyu Lu appears to be very difficult relative to their art unit, group, tech center, and USPTO peers. Their lifetime grant ratio is 43.4%, they average 3.49 office actions per granted patent, and their rejection profile is dominated by ยง103.

Difficulty vs AU Very Hard
Difficulty vs Group Very Hard
Difficulty vs TC Very Hard
Difficulty vs USPTO Very Hard
Average OA / Grant 3.49
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Examiner Details

Observed Examiner Years
19 years (2008-2026)
Phone
(571) 272-2837
Predicted Supervisor
Stephen R Koziol
Supervisor Phone
(408) 918-7630
Tech Center
2600 - Communications
Group
2660 - Image Analysis and Pattern Recognition

Metrics

Applications Evaluated
813
Granted Applications
353
Non-Granted Applications
460
Avg OA / Grant
3.49
Last OA Observed
March 2026 (0 months ago)
Art Units Seen
2618 , 2649 , 2665 , 2669
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 43.4% 3.49
Art Unit 38 70.6% 1.66
Group 289 65.3% 1.66
Tech Center 1,729 59.3% 1.88
USPTO 16,116 54.8% 1.98

Grant Timeline

0.0% 25.0% 50.0% 75.0% 100.0% 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026
Shaded region marks the last two observed years, where grant outcomes may lag due to recency.
Year Applications Granted Grant Rate
No observed data before 2008; examiner may not yet have been active in the available dataset.
2008 26 4 15.4%
2009 41 14 34.1%
2010 46 16 34.8%
2011 28 7 25.0%
2012 49 20 40.8%
2013 35 10 28.6%
2014 31 15 48.4%
2015 42 14 33.3%
2016 47 15 31.9%
2017 40 17 42.5%
2018 29 18 62.1%
2019 58 28 48.3%
2020 51 27 52.9%
2021 45 32 71.1%
2022 50 36 72.0%
2023 41 29 70.7%
2024 49 31 63.3%
2025 71 20 28.2%
2026 34 0 0.0%

353 family-cache-validated grants; 0 OA-only grant signals.

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 810 0.4% 4.2% 93.2% 1.0%
2 633 0.0% 1.6% 96.2% 1.7%
3 438 0.0% 1.1% 98.2% 0.5%
4 327 0.0% 0.6% 98.8% 0.0%
5 205 0.0% 0.5% 98.5% 1.0%
6 152 0.0% 0.7% 99.3% 0.0%
7 92 0.0% 0.0% 98.9% 1.1%
8 68 0.0% 0.0% 98.5% 1.5%
9 38 0.0% 0.0% 100.0% 0.0%
10 21 0.0% 0.0% 100.0% 0.0%

§ 101 Yearly Trend

2014: Alice
2019: PEG
2024: AI Examples
2025: Aug. Memo
0.0%
2008
0.0%
2009
0.0%
2010
0.0%
2011
0.0%
2012
0.7%
2013
0.0%
2014
0.0%
2015
0.0%
2016
0.0%
2017
0.0%
2018
0.0%
2019
0.0%
2020
0.0%
2021
0.6%
2022
0.0%
2023
0.0%
2024
0.7%
2025
0.0%
2026

Each bar shows the share of this examiner's observed office actions in that year that included a § 101 rejection.