Examiner Michael Keller

Grant ratio: 76.2% (68th percentile in Art Unit 2446 among examiners with at least 20 applications). Average office actions per grant: 1.95. Most common rejection type: §103.

Recently active Last office action in data: August 2026
Grant ratio 76.2%
Average office actions / grant 1.95
Compared with Art unit Very easy
Compared with Work group Very easy
Compared with Technology center Very easy
Compared with USPTO Very easy

Examiner record

Examiner ID
89672
Primary art unit
2446
Work group
2440
Technology center
2400
Applications
717
Granted applications
546
Examiner phone
(571) 270-3863
Supervisor
Brian Gillis
Supervisor phone
(571) 272-7952

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Peer comparisons

GroupExaminersAverage grant ratioAverage office actions / grant
Art Unit 22 58.8% 2.04
Group 208 56.0% 2.42
Tech Center 1,754 58.4% 2.14
USPTO 16,475 52.7% 1.98

Office actions per application

Average office actions per application 1.89 1,353 office actions across 717 applications
Applications with office actions 98.0% 703 applications
Office actionsApplicationsShare of applications
No OA observed 14 2.0%
1 OA 370 51.6%
2 OAs 176 24.5%
3 OAs 67 9.3%
4 OAs 52 7.3%
5+ OAs 38 5.3%

Each application is counted once. “5+” includes all higher counts.

Grant history

0.0% 25.0% 50.0% 75.0% 100.0% 2012: 50.0% 2012 2013: 50.0% 2013 2014: 83.9% 2014 2015: 83.3% 2015 2016: 77.4% 2016 2017: 67.8% 2017 2018: 86.3% 2018 2019: 91.4% 2019 2020: 93.8% 2020 2021: 85.5% 2021 2022: 93.6% 2022 2023: 95.7% 2023 2024: 92.1% 2024 2025: 51.4% 2025 2026: 0.0% 2026

Recent ratios may be lower while applications remain pending.

Yearly counts
YearApplicationsGrantsGrant rate
20122150.0%
2013261350.0%
2014312683.9%
2015181583.3%
2016312477.4%
2017594067.8%
2018514486.3%
2019706491.4%
2020646093.8%
2021554785.5%
2022787393.6%
2023464495.7%
2024635892.1%
2025723751.4%
20265100.0%

Rejections by office-action stage

Office-action stageActions observed§101§102§103§112
Action 1 703 1.8% 4.7% 79.7% 3.0%
Action 2 333 0.3% 1.5% 93.4% 1.5%
Action 3 157 1.3% 0.6% 91.7% 0.6%
Action 4 90 0.0% 3.3% 93.3% 2.2%
Action 5 38 0.0% 2.6% 97.4% 0.0%
Action 6 19 0.0% 0.0% 100.0% 0.0%
Action 7 7 0.0% 0.0% 100.0% 0.0%
Action 8 3 0.0% 0.0% 100.0% 0.0%
Action 9 1 0.0% 0.0% 100.0% 0.0%
Action 10 2 0.0% 0.0% 50.0% 50.0%

Section 101 rejections

Last 3 years 2.1% 6 of 285 office actions
All years 1.2% 16 of 1,353 office actions
Change +0.9 pts Percentage points

Last 3 years: 2023-08-28–2026-08-28. All years includes every dated office action in the data.

By year

0.0%
0.0%
0.0%
2014: Alice
0.0%
0.0%
0.0%
2.4%
1.7%
2019: PEG
1.0%
0.7%
0.0%
1.9%
3.0%
2024: AI examples
3.4%
2025: August memo
0.0%
3.2%

Each bar is the percentage of office actions with a §101 rejection.

PTAB appeals

Matched decisions: 5. Merits outcomes: 4 affirmed, 1 affirmed in part, and 0 reversed.

Full reversal rate
0.0% 0/5 decisions
Full or partial reversal rate
20.0% 1/5 decisions
Median appeal duration
14.7 months
New grounds of rejection
1
Recent decisions
DecisionApplicationOutcomeIssues
Jun. 30, 2025 17/302,189 Affirmed §103
Jan. 30, 2023 13/931,391 Affirmed in part New ground of rejection §101 · §103 · §112
Jan. 2, 2020 13/630,038 Affirmed §103
Mar. 23, 2017 13/427,694 Affirmed §101 · §103
Apr. 28, 2016 13/143,162 Affirmed §103

The examiner match uses the last recorded office action before the decision. Reversal rates exclude rehearings, remands, dismissals, and other decisions that did not reach the merits. Data through Aug. 27, 2026.

Job History

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