AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Linh Black

Examiner Linh Black appears to be very difficult relative to their art unit, group, tech center, and USPTO peers. Their lifetime grant ratio is 45.7%, they average 3.39 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 3.39
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Examiner Details

Observed Examiner Years
19 years (2008-2026)
Phone
(571) 272-4106
Predicted Supervisor
Tony Mahmoudi
Supervisor Phone
(571) 272-4078
Tech Center
2100 - Computer Architecture Software and Information Security
Group
2160 - Databases and File Management

Metrics

Applications Evaluated
477
Granted Applications
218
Non-Granted Applications
259
Avg OA / Grant
3.39
Last OA Observed
March 2026 (0 months ago)
Art Units Seen
2159 , 2163 , 2169
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 45.7% 3.39
Art Unit 20 63.2% 2.42
Group 193 61.2% 2.52
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% 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 20 8 40.0%
2009 35 16 45.7%
2010 39 24 61.5%
2011 25 15 60.0%
2012 36 25 69.4%
2013 26 19 73.1%
2014 32 11 34.4%
2015 25 13 52.0%
2016 20 5 25.0%
2017 15 5 33.3%
2018 22 13 59.1%
2019 30 11 36.7%
2020 33 15 45.5%
2021 17 13 76.5%
2022 10 7 70.0%
2023 23 9 39.1%
2024 15 4 26.7%
2025 42 5 11.9%
2026 12 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 474 0.2% 20.0% 77.2% 0.0%
2 381 0.0% 14.2% 85.8% 0.0%
3 275 0.4% 5.8% 91.6% 0.7%
4 206 0.5% 1.9% 96.6% 0.5%
5 133 2.3% 2.3% 95.5% 0.0%
6 94 2.1% 2.1% 95.7% 0.0%
7 60 1.7% 1.7% 96.7% 0.0%
8 40 0.0% 0.0% 100.0% 0.0%
9 14 0.0% 0.0% 100.0% 0.0%
10 9 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
0.0%
2013
0.0%
2014
0.0%
2015
0.0%
2016
0.0%
2017
1.1%
2018
0.0%
2019
0.0%
2020
0.0%
2021
0.0%
2022
1.2%
2023
2.5%
2024
5.1%
2025
8.3%
2026

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