AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Li-Wu Chang

Examiner Li-Wu Chang appears to be very easy relative to their art unit, group, tech center, and USPTO peers. Their lifetime grant ratio is 81.1%, they average 1.88 office actions per granted patent, and their rejection profile is dominated by §103 and occasional §101 rejections.

Difficulty vs AU About Average
Difficulty vs Group Very Easy
Difficulty vs TC Very Easy
Difficulty vs USPTO Very Easy
Average OA / Grant 1.88
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Examiner Details

Observed Examiner Years
20 years (2007-2026)
Phone
(571) 270-3809
Predicted Supervisor
Miranda Huang
Supervisor Phone
(571) 270-7092
Tech Center
2100 - Computer Architecture Software and Information Security
Group
2120 - Artificial Intelligence

Metrics

Applications Evaluated
742
Granted Applications
602
Non-Granted Applications
140
Avg OA / Grant
1.88
Last OA Observed
January 2026 (2 months ago)
Art Units Seen
2124 , 2129 , 2142
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 81.1% 1.88
Art Unit 30 60.1% 1.83
Group 316 48.6% 1.98
Tech Center 1,706 55.9% 2.19
USPTO 16,116 54.8% 1.98

Grant Timeline

0.0% 25.0% 50.0% 75.0% 100.0% 2007 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
2007 3 0 0.0%
2008 12 3 25.0%
2009 54 32 59.3%
2010 43 37 86.0%
2011 49 38 77.6%
2012 45 42 93.3%
2013 49 46 93.9%
2014 43 39 90.7%
2015 38 33 86.8%
2016 50 46 92.0%
2017 21 19 90.5%
2018 46 33 71.7%
2019 39 33 84.6%
2020 57 47 82.5%
2021 38 34 89.5%
2022 47 44 93.6%
2023 40 38 95.0%
2024 31 27 87.1%
2025 35 11 31.4%
2026 2 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 716 3.1% 6.7% 84.9% 2.1%
2 370 12.2% 4.9% 75.1% 5.7%
3 150 20.7% 4.7% 68.7% 4.7%
4 73 21.9% 1.4% 65.8% 8.2%
5 28 17.9% 0.0% 75.0% 7.1%
6 17 23.5% 0.0% 64.7% 11.8%
7 7 0.0% 0.0% 71.4% 28.6%
8 4 0.0% 0.0% 50.0% 25.0%

§ 101 Yearly Trend

2014: Alice
2019: PEG
2024: AI Examples
2025: Aug. Memo
0.0%
2007
0.0%
2008
2.0%
2009
0.0%
2010
0.0%
2011
3.8%
2012
1.6%
2013
0.0%
2014
5.0%
2015
8.2%
2016
16.7%
2017
48.7%
2018
5.3%
2019
1.0%
2020
3.5%
2021
4.5%
2022
15.8%
2023
8.3%
2024
13.0%
2025
50.0%
2026

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