Examiner Victoria E. Frunzi

Grant ratio: 18.6% (37th percentile in Art Unit 3688 among examiners with at least 20 applications). Average office actions per grant: 3.85. Most common rejection type: §103.

Recently active Last office action in data: October 2026
Grant ratio 18.6%
Average office actions / grant 3.85
Compared with Art unit Very hard
Compared with Work group Very hard
Compared with Technology center Very hard
Compared with USPTO Very hard

Examiner record

Examiner ID
91088
Primary art unit
3688
Work group
3680
Technology center
3600
Applications
366
Granted applications
68
Examiner phone
(571) 270-1031
Supervisor
Marissa Thein
Supervisor phone
(571) 272-6764

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Peer comparisons

GroupExaminersAverage grant ratioAverage office actions / grant
Art Unit 25 28.4% 2.66
Group 285 28.3% 2.80
Tech Center 2,394 45.5% 2.12
USPTO 16,620 51.8% 1.98

Office actions per application

Average office actions per application 3.05 1,116 office actions across 366 applications
Applications with office actions 99.2% 363 applications
Office actionsApplicationsShare of applications
No OA observed 3 0.8%
1 OA 108 29.5%
2 OAs 74 20.2%
3 OAs 47 12.8%
4 OAs 54 14.8%
5+ OAs 80 21.9%

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

Grant history

0.0% 25.0% 50.0% 75.0% 100.0% 2014: 6.3% 2014 2015: 8.3% 2015 2016: 2.6% 2016 2017: 6.5% 2017 2018: 12.5% 2018 2019: 34.4% 2019 2020: 29.5% 2020 2021: 59.1% 2021 2022: 48.0% 2022 2023: 42.9% 2023 2025: 13.6% 2025 2026: 0.0% 2026

Recent ratios may be lower while applications remain pending.

Yearly counts
YearApplicationsGrantsGrant rate
20141616.3%
20152428.3%
20163812.6%
20173126.5%
201832412.5%
2019321134.4%
2020441329.5%
2021221359.1%
2022251248.0%
202314642.9%
202522313.6%
20266600.0%

Rejections by office-action stage

Office-action stageActions observed§101§102§103§112
Action 1 363 6.6% 5.8% 85.4% 0.6%
Action 2 255 24.3% 15.3% 58.4% 1.2%
Action 3 181 23.8% 7.7% 65.2% 2.8%
Action 4 134 25.4% 6.0% 66.4% 2.2%
Action 5 80 21.3% 2.5% 75.0% 1.3%
Action 6 54 31.5% 0.0% 66.7% 0.0%
Action 7 22 27.3% 4.5% 68.2% 4.5%
Action 8 15 46.7% 0.0% 53.3% 0.0%
Action 9 5 0.0% 0.0% 100.0% 0.0%
Action 10 5 20.0% 0.0% 80.0% 0.0%

Section 101 rejections

Last 3 years 49.4% 89 of 180 office actions
All years 18.9% 211 of 1,116 office actions
Change +30.5 pts Percentage points

Last 3 years: 2023-10-23–2026-10-23. All years includes every dated office action in the data.

By year

0.0%
0.0%
0.0%
0.0%
0.0%
0.0%
2014: Alice
16.1%
22.6%
17.9%
8.0%
6.3%
2019: PEG
7.7%
8.5%
11.0%
31.4%
22.5%
2025: August memo
37.5%
59.0%

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

PTAB appeals

Matched decisions: 26. Merits outcomes: 16 affirmed, 2 affirmed in part, and 8 reversed.

Full reversal rate
30.8% 8/26 decisions
Full or partial reversal rate
38.5% 10/26 decisions
Median appeal duration
14.7 months
New grounds of rejection
2
Recent decisions
DecisionApplicationOutcomeIssues
Sep. 24, 2026 18/105,060 Affirmed in part §101
Sep. 10, 2024 16/541,899 Affirmed §101 · §103 · §112
Aug. 3, 2022 14/233,873 Reversed §103
May. 9, 2022 14/907,000 Reversed New ground of rejection §101 · §103
Apr. 12, 2022 14/449,738 Reversed §103
Jan. 14, 2022 16/281,027 Affirmed §101 · §103 · §112
Mar. 22, 2021 14/516,280 Affirmed §101 · §102 · §103
Feb. 12, 2021 15/412,472 Reversed §103
Feb. 1, 2021 14/879,974 Reversed §103
Jan. 1, 2021 15/604,430 Affirmed §101 · §103
Dec. 1, 2020 14/035,346 Affirmed §101 · §102 · §103 · §112
Oct. 16, 2020 13/727,055 Reversed §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 Oct. 30, 2026.

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