AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Zhe Liu

Examiner Zhe Liu appears to be very difficult relative to their art unit, group, tech center, and USPTO peers. Their lifetime grant ratio is 53.1%, they average 2.48 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 2.48
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Examiner Details

Observed Examiner Years
7 years (2020-2026)
Phone
(571) 272-3634
Predicted Supervisor
N/A
Supervisor Phone
N/A
Tech Center
2400 - Computer Networks, Multiplex, Cable and Cryptography/Security
Group
2490 - Cryptography and Cybersecurity

Metrics

Applications Evaluated
160
Granted Applications
85
Non-Granted Applications
75
Avg OA / Grant
2.48
Last OA Observed
March 2026 (2 months ago)
Art Units Seen
2493
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 53.1% 2.48
Art Unit 27 63.9% 1.93
Group 195 62.9% 2.06
Tech Center 1,727 60.4% 2.14
USPTO 16,116 54.8% 1.98

Grant Timeline

0.0% 25.0% 50.0% 75.0% 100.0% 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 2020; examiner may not yet have been active in the available dataset.
2020 3 0 0.0%
2021 27 17 63.0%
2022 20 10 50.0%
2023 32 25 78.1%
2024 28 22 78.6%
2025 40 11 27.5%
2026 10 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 159 0.6% 0.6% 96.2% 0.0%
2 113 0.0% 0.0% 99.1% 0.0%
3 56 0.0% 0.0% 98.2% 0.0%
4 34 0.0% 0.0% 97.1% 0.0%
5 8 0.0% 0.0% 100.0% 0.0%
6 1 0.0% 0.0% 100.0% 0.0%

§ 101 Yearly Trend

2024: AI Examples
2025: Aug. Memo
0.0%
2020
0.0%
2021
0.0%
2022
0.0%
2023
0.0%
2024
1.4%
2025
0.0%
2026

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