Examiner Zhe Liu

Grant ratio: 48.9% (13th percentile in Art Unit 2493 among examiners with at least 20 applications). Average office actions per grant: 2.48. Most common rejection type: §103.

Recently active Last office action in data: August 2026
Grant ratio 48.9%
Average office actions / grant 2.48
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
95546
Primary art unit
2493
Work group
2490
Technology center
2400
Applications
174
Granted applications
85
Examiner phone
(571) 272-3634

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Peer comparisons

GroupExaminersAverage grant ratioAverage office actions / grant
Art Unit 28 62.5% 1.93
Group 198 61.4% 2.06
Tech Center 1,754 58.4% 2.14
USPTO 16,475 52.7% 1.98

Office actions per application

Average office actions per application 2.28 396 office actions across 174 applications
Applications with office actions 99.4% 173 applications
Office actionsApplicationsShare of applications
No OA observed 1 0.6%
1 OA 55 31.6%
2 OAs 58 33.3%
3 OAs 24 13.8%
4 OAs 28 16.1%
5+ OAs 8 4.6%

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

Grant history

0.0% 25.0% 50.0% 75.0% 100.0% 2020: 0.0% 2020 2021: 63.0% 2021 2022: 50.0% 2022 2023: 78.1% 2023 2024: 78.6% 2024 2025: 31.4% 2025 2026: 0.0% 2026

Recent ratios may be lower while applications remain pending.

Yearly counts
YearApplicationsGrantsGrant rate
2020300.0%
2021271763.0%
2022201050.0%
2023322578.1%
2024282278.6%
2025351131.4%
20262900.0%

Rejections by office-action stage

Office-action stageActions observed§101§102§103§112
Action 1 173 1.2% 0.6% 95.4% 0.0%
Action 2 118 0.0% 0.0% 99.2% 0.0%
Action 3 60 0.0% 0.0% 98.3% 0.0%
Action 4 36 0.0% 0.0% 97.2% 0.0%
Action 5 8 0.0% 0.0% 100.0% 0.0%
Action 6 1 0.0% 0.0% 100.0% 0.0%

Section 101 rejections

Last 3 years 1.0% 2 of 201 office actions
All years 0.5% 2 of 396 office actions
Change +0.5 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%
0.0%
2024: AI examples
0.0%
2025: August memo
1.4%
2.9%

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

PTAB appeals

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

Full reversal rate
0.0% 0/1 decisions
Full or partial reversal rate
0.0% 0/1 decisions
Median appeal duration
12.8 months
New grounds of rejection
0
Recent decisions
DecisionApplicationOutcomeIssues
Feb. 26, 2024 16/728,946 Affirmed N/A

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.

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