AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Miranda Le

Examiner Miranda Le appears to be about average relative to their peer examiners. Their lifetime grant ratio is 69.7%, they average 2.75 office actions per granted patent, and their rejection profile is dominated by ยง103.

Difficulty vs AU Very Hard
Difficulty vs Group About Average
Difficulty vs TC About Average
Difficulty vs USPTO About Average
Average OA / Grant 2.75
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Examiner Details

Observed Examiner Years
19 years (2008-2026)
Phone
(571) 272-4112
Predicted Supervisor
N/A
Supervisor Phone
N/A
Tech Center
2100 - Computer Architecture Software and Information Security
Group
2150 - Databases and File Management

Metrics

Applications Evaluated
511
Granted Applications
356
Non-Granted Applications
155
Avg OA / Grant
2.75
Last OA Observed
March 2026 (0 months ago)
Art Units Seen
2153 , 2159 , 2168
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 69.7% 2.75
Art Unit 13 71.3% 2.51
Group 120 60.4% 2.66
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 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 2 2 100.0%
2009 65 52 80.0%
2010 5 5 100.0%
No observed data for 2011.
2012 13 10 76.9%
2013 29 21 72.4%
2014 51 38 74.5%
2015 22 9 40.9%
2016 27 15 55.6%
2017 30 21 70.0%
2018 35 21 60.0%
2019 38 31 81.6%
2020 33 23 69.7%
2021 35 28 80.0%
2022 32 25 78.1%
2023 35 32 91.4%
2024 22 21 95.5%
2025 26 2 7.7%
2026 11 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 510 0.0% 6.1% 87.8% 0.0%
2 415 0.7% 2.4% 96.1% 0.0%
3 192 0.0% 0.5% 99.0% 0.0%
4 153 0.0% 0.0% 99.3% 0.0%
5 54 0.0% 0.0% 100.0% 0.0%
6 46 0.0% 0.0% 100.0% 0.0%
7 18 0.0% 0.0% 100.0% 0.0%
8 16 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%
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
0.0%
2018
0.0%
2019
0.0%
2020
0.0%
2021
1.4%
2022
0.0%
2023
0.0%
2024
4.9%
2025
0.0%
2026

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