AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Linda Huynh

Examiner Linda Huynh appears to be very difficult relative to their art unit, group, tech center, and USPTO peers. Their lifetime grant ratio is 30.4%, they average 3.59 office actions per granted patent, and their rejection profile is dominated by ยง103.

Difficulty vs AU About Average
Difficulty vs Group Very Hard
Difficulty vs TC Very Hard
Difficulty vs USPTO Very Hard
Average OA / Grant 3.59
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Examiner Details

Observed Examiner Years
15 years (2012-2026)
Phone
(571) 272-5240
Predicted Supervisor
Adam Queler
Supervisor Phone
(571) 272-4140
Tech Center
2100 - Computer Architecture Software and Information Security
Group
2140 - Artificial Intelligence

Metrics

Applications Evaluated
303
Granted Applications
92
Non-Granted Applications
211
Avg OA / Grant
3.59
Last OA Observed
March 2026 (0 months ago)
Art Units Seen
2145 , 2172 , 2175
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 30.4% 3.59
Art Unit 21 29.6% 3.12
Group 158 37.3% 2.41
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% 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 2012; examiner may not yet have been active in the available dataset.
2012 3 0 0.0%
2013 14 1 7.1%
2014 20 8 40.0%
2015 22 7 31.8%
2016 24 4 16.7%
2017 21 5 23.8%
2018 17 7 41.2%
2019 27 5 18.5%
2020 24 9 37.5%
2021 29 18 62.1%
2022 24 10 41.7%
2023 12 1 8.3%
2024 18 12 66.7%
2025 27 5 18.5%
2026 21 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 300 0.0% 3.3% 96.0% 0.7%
2 243 0.8% 2.5% 95.1% 1.2%
3 181 0.0% 1.7% 98.3% 0.0%
4 150 0.0% 1.3% 98.7% 0.0%
5 82 0.0% 1.2% 96.3% 1.2%
6 59 0.0% 1.7% 96.6% 1.7%
7 29 0.0% 0.0% 100.0% 0.0%
8 20 0.0% 0.0% 100.0% 0.0%
9 7 0.0% 0.0% 100.0% 0.0%
10 6 0.0% 0.0% 100.0% 0.0%

§ 101 Yearly Trend

2014: Alice
2019: PEG
2024: AI Examples
2025: Aug. Memo
0.0%
2011
0.0%
2012
1.9%
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
0.0%
2022
0.0%
2023
0.0%
2024
0.0%
2025
0.0%
2026

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