Prosecution Insights
Last updated: May 29, 2026

Gdm Holding LLC

6 pending office actions • 6 art units • 6 examiners • 0 of 6 (0%) have an AI response strategy ready • 34 patents granted in the last 365 days

Portfolio Summary

6
Total Pending OAs
3
Non-Final OAs
2
Final Rejections
1
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 6 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

4
Overdue
0
Due this week
1
Due this month
1
Due in next 60 days
0
Due later

Deadline Fire Line

Every pending office action with a known statutory deadline, placed on a days-until-due axis. Dots left of Today are overdue; the further right, the more runway. Cases that share a deadline window stack vertically. 6 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (4)Due ≤ 30 days (1)Due ≤ 60 days (1)

Case Difficulty Mix

Difficulty is derived from the rejection statutes on the most recent pending office action. §101-driven and multi-statute cases are graded Hard; §112-only and obviousness-type double-patenting cases are graded Easy; everything else is Medium. "Unknown" means we have not yet parsed a statute for that office action.

1
Hard (17%)
5
Medium (83%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only1 (17%)
§103 only5 (83%)

Industry Mix

How the docket's pending cases split across USPTO tech-center bands.

0
Life Sciences
0% of docket
3
Information Tech
50% of docket
1
Communications
17% of docket
0
Semiconductors
0% of docket
2
Mechanical / Eng
33% of docket
0
Business / Other
0% of docket

Time-on-OA Estimate

Manual office-action response work runs about 10 hours per case. The time-saved bands below show what IP Author's prosecution pipeline typically delivers — a conservative 20% on the low end, 35% in the middle, 50% on the high end.

60 h
Manual time on pending OAs
12 h
Time saved (low, 20%)
21 h
Time saved (mid, 35%)
0.5 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
SAMPLE, JONATHAN L 1 82.8% +11.8%
CAIN, AARON G 1 41.2% +27.9%
BLUST, JASON W 1 79.6% +15.9%
DRYDEN, EMMA ELIZABETH 1 61.5% +30.0%
DAY, ROBERT N 1 20.8% +20.0%
CHUANG, SU-TING 1 50.0% +37.2%

Quick Wins (1)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 1 ordered by deadline are shown.

App #TitleExaminerDue in
19011228 GENERATING AND/OR USING TRAINING INSTANCES THAT INCLUDE PREVIOUSLY CAPTURED ROBOT VISION DATA AND DRIVABILITY LABELS SAMPLE, JONATHAN L 22d

Hard Cases (2)

Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 2 ordered by deadline are shown.

App #TitleExaminerDue in
17918365 LEARNING OPTIONS FOR ACTION SELECTION WITH META-GRADIENTS IN MULTI-TASK REINFORCEMENT LEARNING DAY, ROBERT N 103d overdue
17337376 STABLE AND EFFICIENT TRAINING OF ADVERSARIAL MODELS BY AN ITERATED UPDATE OPERATION OF SECOND ORDER OR HIGHER CHUANG, SU-TING 41d

Interview Candidates (6)

Cases in front of an examiner whose interview lift is 10 percentage points or more — i.e. interviewed cases historically resolve more favorably than non-interviewed ones. The top 6 ordered by deadline are shown.

App #TitleExaminerDue in
18065726 Depth-Based 3D Human Pose Detection and Tracking DRYDEN, EMMA ELIZABETH 111d overdue
17918365 LEARNING OPTIONS FOR ACTION SELECTION WITH META-GRADIENTS IN MULTI-TASK REINFORCEMENT LEARNING DAY, ROBERT N 103d overdue
18102053 USING EMBEDDINGS, GENERATED USING ROBOT ACTION MODELS, IN CONTROLLING ROBOT TO PERFORM ROBOTIC TASK BLUST, JASON W 3d overdue
18176937 Robot Collaboration via Cloud Server CAIN, AARON G 2d overdue
19011228 GENERATING AND/OR USING TRAINING INSTANCES THAT INCLUDE PREVIOUSLY CAPTURED ROBOT VISION DATA AND DRIVABILITY LABELS SAMPLE, JONATHAN L 22d
17337376 STABLE AND EFFICIENT TRAINING OF ADVERSARIAL MODELS BY AN ITERATED UPDATE OPERATION OF SECOND ORDER OR HIGHER CHUANG, SU-TING 41d

Top Art Units

Art UnitApps
3657 1
3656 1
2132 1
2677 1
2122 1
2146 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19011228 GENERATING AND/OR USING TRAINING INSTANCES THAT INCLUDE PREVIOUSLY CAPTURED ROBOT VISION DATA AND DRIVABILITY LABELS SAMPLE, JONATHAN L 3657 §103 Non-Final OA 22d Pending Jan 06, 2025
18176937 Robot Collaboration via Cloud Server CAIN, AARON G 3656 §103 Non-Final OA 2d overdue Pending Mar 01, 2023
18102053 USING EMBEDDINGS, GENERATED USING ROBOT ACTION MODELS, IN CONTROLLING ROBOT TO PERFORM ROBOTIC TASK BLUST, JASON W 2132 §103 Final Rejection 3d overdue Pending Jan 26, 2023
18065726 Depth-Based 3D Human Pose Detection and Tracking DRYDEN, EMMA ELIZABETH 2677 §103 Non-Final OA 111d overdue Pending Dec 14, 2022
17918365 LEARNING OPTIONS FOR ACTION SELECTION WITH META-GRADIENTS IN MULTI-TASK REINFORCEMENT LEARNING DAY, ROBERT N 2122 §103 Final Rejection 103d overdue Pending Oct 12, 2022
17337376 STABLE AND EFFICIENT TRAINING OF ADVERSARIAL MODELS BY AN ITERATED UPDATE OPERATION OF SECOND ORDER OR HIGHER CHUANG, SU-TING 2146 §101 Non-Final OA 41d Pending Jun 02, 2021

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