AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner James H Miller

Examiner James H Miller appears to be very difficult relative to their art unit, group, tech center, and USPTO peers. Their lifetime grant ratio is 30.1%, they average 3.40 office actions per granted patent, and their rejection profile is dominated by §103 and occasional §101 rejections.

Difficulty vs AU Very Hard
Difficulty vs Group Very Hard
Difficulty vs TC Very Hard
Difficulty vs USPTO Very Hard
Average OA / Grant 3.40
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Examiner Details

Observed Examiner Years
11 years (2016-2026)
Phone
(469) 295-9082
Predicted Supervisor
Bennett M Sigmond
Supervisor Phone
(303) 297-4411
Tech Center
3600 - Transportation, Electronic Commerce, Construction, Agriculture, Licensing and Review
Group
3690 - Business Methods - Finance/Banking/ Insurance and Business Cryptography

Metrics

Applications Evaluated
226
Granted Applications
68
Non-Granted Applications
158
Avg OA / Grant
3.40
Last OA Observed
March 2026 (0 months ago)
Art Units Seen
3691 , 3694
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 30.1% 3.40
Art Unit 27 43.7% 2.58
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% 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 2016; examiner may not yet have been active in the available dataset.
2016 4 0 0.0%
2017 15 2 13.3%
2018 15 6 40.0%
2019 21 8 38.1%
2020 19 6 31.6%
2021 24 13 54.2%
2022 25 13 52.0%
2023 23 13 56.5%
2024 25 3 12.0%
2025 35 4 11.4%
2026 20 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 220 6.4% 5.5% 83.2% 2.3%
2 172 12.8% 2.9% 77.9% 4.7%
3 130 17.7% 1.5% 72.3% 7.7%
4 88 20.5% 0.0% 69.3% 10.2%
5 49 18.4% 0.0% 71.4% 10.2%
6 35 22.9% 0.0% 62.9% 11.4%
7 19 21.1% 0.0% 63.2% 10.5%
8 14 7.1% 0.0% 78.6% 14.3%
9 6 16.7% 0.0% 66.7% 16.7%
10 4 25.0% 0.0% 75.0% 0.0%

§ 101 Yearly Trend

2014: Alice
2019: PEG
2024: AI Examples
2025: Aug. Memo
0.0%
2008
0.0%
2012
0.0%
2013
0.0%
2014
0.0%
2015
4.5%
2016
8.2%
2017
9.2%
2018
0.0%
2019
0.0%
2020
8.6%
2021
8.9%
2022
21.9%
2023
28.7%
2024
35.0%
2025
55.0%
2026

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