AI Patent Analysis Toolkit
PatentAgility
by KellDann

Examiner Ariella Machness

Examiner Ariella Machness appears to be very difficult relative to their art unit, group, tech center, and USPTO peers. Their lifetime grant ratio is 39.0%, they average 2.30 office actions per granted patent, and their rejection profile is dominated by ยง103.

Difficulty vs AU Very Hard
Difficulty vs Group Very Hard
Difficulty vs TC Very Hard
Difficulty vs USPTO Very Hard
Average OA / Grant 2.30
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Examiner Details

Observed Examiner Years
6 years (2021-2026)
Phone
(408) 918-7587
Predicted Supervisor
Galen Hauth
Supervisor Phone
(571) 270-5516
Tech Center
1700 - Chemical and Materials Engineering
Group
1740 - Tires, Adhesive Bonding, Glass/Paper Making, Plastics Shaping and Molding

Metrics

Applications Evaluated
195
Granted Applications
76
Non-Granted Applications
119
Avg OA / Grant
2.30
Last OA Observed
March 2026 (0 months ago)
Art Units Seen
1743
Work Groups Seen

Context Comparison

Scope Examiners Lifetime Grant Ratio Avg OA / Grant
This Examiner 1 39.0% 2.30
Art Unit 25 57.5% 1.96
Group 195 53.9% 2.05
Tech Center 1,713 47.3% 2.14
USPTO 16,116 54.8% 1.98

Grant Timeline

0.0% 25.0% 50.0% 75.0% 100.0% 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 2021; examiner may not yet have been active in the available dataset.
2021 36 24 66.7%
2022 30 13 43.3%
2023 33 25 75.8%
2024 25 10 40.0%
2025 42 4 9.5%
2026 29 0 0.0%

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

Rejection Timeline

OA # Office Actions § 101 Percentage § 102 Percentage § 103 Percentage § 112 Percentage
1 193 0.5% 5.2% 74.1% 7.8%
2 136 0.0% 9.6% 78.7% 7.4%
3 72 0.0% 1.4% 86.1% 5.6%
4 39 0.0% 0.0% 89.7% 7.7%
5 15 0.0% 0.0% 100.0% 0.0%
6 7 0.0% 0.0% 71.4% 0.0%
7 3 0.0% 0.0% 100.0% 0.0%
8 1 0.0% 0.0% 100.0% 0.0%
9 1 0.0% 0.0% 100.0% 0.0%

§ 101 Yearly Trend

2024: AI Examples
2025: Aug. Memo
0.0%
2020
0.0%
2021
0.0%
2022
0.0%
2023
1.3%
2024
0.0%
2025
0.0%
2026

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