AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Marissa Liu

Examiner Marissa Liu appears to be about average relative to their peer examiners. Their lifetime grant ratio is 57.9%, they average 2.36 office actions per granted patent, and their rejection profile leans toward §103 and meaningful §101 activity.

Difficulty vs AU Very Easy
Difficulty vs Group Very Easy
Difficulty vs TC About Average
Difficulty vs USPTO About Average
Average OA / Grant 2.36
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Examiner Details

Observed Examiner Years
19 years (2008-2026)
Phone
(571) 270-1370
Predicted Supervisor
Christine Behncke
Supervisor Phone
(571) 272-8103
Tech Center
3600 - Transportation, Electronic Commerce, Construction, Agriculture, Licensing and Review
Group
3690 - Business Methods - Finance/Banking/ Insurance and Business Cryptography

Metrics

Applications Evaluated
470
Granted Applications
272
Non-Granted Applications
198
Avg OA / Grant
2.36
Last OA Observed
March 2026 (2 months ago)
Art Units Seen
3692 , 3694 , 3695 , 3697
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 57.9% 2.36
Art Unit 7 23.2% 3.01
Group 163 34.9% 2.69
Tech Center 2,337 48.0% 2.11
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 9 45.0%
2009 34 25 73.5%
2010 6 5 83.3%
2011 25 21 84.0%
2012 19 15 78.9%
2013 10 8 80.0%
2014 22 6 27.3%
2015 20 3 15.0%
2016 38 12 31.6%
2017 31 21 67.7%
2018 42 27 64.3%
2019 33 30 90.9%
2020 45 42 93.3%
2021 17 13 76.5%
2022 31 29 93.5%
2023 13 4 30.8%
2024 25 2 8.0%
2025 19 0 0.0%
2026 20 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 460 19.6% 16.5% 48.0% 13.3%
2 290 35.2% 5.5% 54.1% 2.8%
3 187 40.1% 2.1% 53.5% 2.1%
4 127 48.0% 3.9% 43.3% 2.4%
5 78 61.5% 3.8% 30.8% 3.8%
6 55 63.6% 5.5% 27.3% 3.6%
7 28 64.3% 3.6% 21.4% 3.6%
8 17 76.5% 0.0% 5.9% 17.6%
9 10 100.0% 0.0% 0.0% 0.0%
10 5 80.0% 0.0% 0.0% 20.0%

§ 101 Yearly Trend

2014: Alice
2019: PEG
2024: AI Examples
2025: Aug. Memo
1.2%
2008
0.0%
2009
0.0%
2010
0.0%
2011
2.1%
2012
0.0%
2013
18.6%
2014
65.0%
2015
82.0%
2016
54.1%
2017
50.7%
2018
40.5%
2019
11.6%
2020
25.7%
2021
20.8%
2022
64.9%
2023
87.0%
2024
85.1%
2025
85.7%
2026

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