AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Kweku Halm

Examiner Kweku Halm appears to be about average relative to their peer examiners. Their lifetime grant ratio is 64.7%, they average 2.39 office actions per granted patent, and their rejection profile is dominated by ยง103.

Difficulty vs AU Very Easy
Difficulty vs Group Very Easy
Difficulty vs TC About Average
Difficulty vs USPTO About Average
Average OA / Grant 2.39
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Examiner Details

Observed Examiner Years
9 years (2018-2026)
Phone
(469) 295-9144
Predicted Supervisor
N/A
Supervisor Phone
N/A
Tech Center
2100 - Computer Architecture Software and Information Security
Group
2160 - Databases and File Management

Metrics

Applications Evaluated
295
Granted Applications
191
Non-Granted Applications
104
Avg OA / Grant
2.39
Last OA Observed
March 2026 (0 months ago)
Art Units Seen
2153 , 2166
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 64.7% 2.39
Art Unit 23 58.3% 2.82
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% 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 3 0 0.0%
2019 18 9 50.0%
2020 49 35 71.4%
2021 32 28 87.5%
2022 40 32 80.0%
2023 54 52 96.3%
2024 32 31 96.9%
2025 48 4 8.3%
2026 19 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 295 1.4% 8.1% 82.4% 1.4%
2 194 0.5% 3.6% 92.8% 1.5%
3 123 0.0% 0.0% 99.2% 0.0%
4 72 0.0% 0.0% 97.2% 0.0%
5 28 0.0% 3.6% 96.4% 0.0%
6 9 0.0% 0.0% 100.0% 0.0%
7 3 0.0% 0.0% 100.0% 0.0%
8 3 0.0% 0.0% 100.0% 0.0%
9 1 0.0% 0.0% 100.0% 0.0%

§ 101 Yearly Trend

2019: PEG
2024: AI Examples
2025: Aug. Memo
0.0%
2018
0.0%
2019
0.0%
2020
0.0%
2021
2.1%
2022
1.2%
2023
1.3%
2024
0.9%
2025
0.0%
2026

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