AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Marshall Werner

Examiner Marshall Werner appears to be about average relative to their peer examiners. Their lifetime grant ratio is 50.2%, they average 2.68 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 About Average
Difficulty vs TC Very Hard
Difficulty vs USPTO Very Hard
Average OA / Grant 2.68
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Examiner Details

Observed Examiner Years
9 years (2018-2026)
Phone
(469) 295-9143
Predicted Supervisor
N/A
Supervisor Phone
N/A
Tech Center
2100 - Computer Architecture Software and Information Security
Group
2120 - Artificial Intelligence

Metrics

Applications Evaluated
253
Granted Applications
127
Non-Granted Applications
126
Avg OA / Grant
2.68
Last OA Observed
March 2026 (0 months ago)
Art Units Seen
2122 , 2125
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 50.2% 2.68
Art Unit 31 47.5% 1.84
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% 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 2018; examiner may not yet have been active in the available dataset.
2018 4 1 25.0%
2019 18 8 44.4%
2020 44 37 84.1%
2021 12 7 58.3%
2022 28 23 82.1%
2023 33 20 60.6%
2024 32 21 65.6%
2025 54 10 18.5%
2026 28 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 234 5.1% 3.8% 86.3% 3.8%
2 179 10.6% 2.2% 83.8% 2.8%
3 110 10.9% 0.9% 88.2% 0.0%
4 64 21.9% 0.0% 73.4% 4.7%
5 30 30.0% 0.0% 66.7% 0.0%
6 17 41.2% 0.0% 52.9% 5.9%
7 5 20.0% 0.0% 80.0% 0.0%
8 2 50.0% 0.0% 50.0% 0.0%
9 2 50.0% 0.0% 50.0% 0.0%
10 1 100.0% 0.0% 0.0% 0.0%

§ 101 Yearly Trend

2019: PEG
2024: AI Examples
2025: Aug. Memo
0.0%
2018
2.6%
2019
1.1%
2020
1.7%
2021
6.9%
2022
13.4%
2023
23.5%
2024
23.8%
2025
35.7%
2026

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