Prosecution Insights
Last updated: May 29, 2026

Khmrg (Paypal, Inc.)

14 pending office actions • 1 client • 14 examiners • 13 art units • 0 of 14 (0%) have an AI response strategy ready • 46 patents granted in the last 365 days

Portfolio Summary

14
Total Pending OAs
9
Non-Final OAs
5
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 14 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

10
Overdue
0
Due this week
1
Due this month
3
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. 14 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (10)Due ≤ 30 days (1)Due ≤ 60 days (3)

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.

5
Hard (36%)
9
Medium (64%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only5 (36%)
§103 only8 (57%)
§102 only1 (7%)

Industry Mix

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

0
Life Sciences
0% of docket
10
Information Tech
71% of docket
0
Communications
0% of docket
0
Semiconductors
0% of docket
4
Mechanical / Eng
29% 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.

140 h
Manual time on pending OAs
28 h
Time saved (low, 20%)
49 h
Time saved (mid, 35%)
1.2 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
TRAN, JIMMY H 1 79.6% +16.8%
LEVINE, ADAM L 1 35.7% +40.5%
LUDWIG, PETER L 1 35.4% +23.9%
MACASIANO, MARILYN G 1 57.2% +17.4%
ZAND, DAVOUD AMAN 1 85.0% +9.0%
WALDRON, SCOTT A 1 81.6% +30.7%
WILSON, YOLANDA L 1 84.0% +5.8%
EHNE, CHARLES 1 92.1% +8.7%
SAMARA, HUSAM TURKI 1 55.6% +16.5%
CASTILHO, EDUARDO D 1 47.4% +20.7%

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
18634500 RATE LIMITING AT THE EDGE ZAND, DAVOUD AMAN 42d

Hard Cases (5)

Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 5 ordered by deadline are shown.

App #TitleExaminerDue in
18231525 Techniques for Data Log Processing, Retention, and Storage EHNE, CHARLES 30d overdue
17465343 Multi-Phase Training Techniques for Machine Learning Models Using Weighted Training Data BEAN, GRIFFIN TANNER 30d overdue
18802187 SELECTIVE PRESENTATION OF DATA ITEMS MACASIANO, MARILYN G 3d overdue
18586411 ERROR RESOLUTION FOR INTERACTIONS WITH USER PAGES WILSON, YOLANDA L 3d overdue
18596407 Dynamic Sharding Method for Distributed Data Stores WALDRON, SCOTT A 28d

Interview Candidates (7)

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 7 ordered by deadline are shown.

App #TitleExaminerDue in
17651164 Decentralized Identity on Blockchain for a Multi-sided Network CASTILHO, EDUARDO D 124d overdue
18826685 SHOPPING ASSISTANT WITH ACCOUNT BALANCE LIMIT DISPLAY LEVINE, ADAM L 25d overdue
18898252 SOCIAL SHARING SYSTEM TRAN, JIMMY H 15d overdue
18802187 SELECTIVE PRESENTATION OF DATA ITEMS MACASIANO, MARILYN G 3d overdue
18596407 Dynamic Sharding Method for Distributed Data Stores WALDRON, SCOTT A 28d
18813359 Virtual Currency Exchange Platform LUDWIG, PETER L 46d
18315741 Automatic Feature Engineering for Machine Learning Pipelines SAMARA, HUSAM TURKI 55d

Client Portfolio (1 client)

Client (Assignee)Pending OAs
PayPal 14

Top Art Units

Art UnitApps
21132
24511
36891
36271
36221
24451
21521
21611
36981
21241

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
18898252 SOCIAL SHARING SYSTEM Paypal, Inc. TRAN, JIMMY H 2451 §103 Non-Final OA 15d overdue Pending Sep 26, 2024
18826685 SHOPPING ASSISTANT WITH ACCOUNT BALANCE LIMIT DISPLAY Paypal, Inc. LEVINE, ADAM L 3689 §103 Non-Final OA 25d overdue Pending Sep 06, 2024
18813359 Virtual Currency Exchange Platform Paypal, Inc. LUDWIG, PETER L 3627 §103 Non-Final OA 46d Pending Aug 23, 2024
18802187 SELECTIVE PRESENTATION OF DATA ITEMS Paypal, Inc. MACASIANO, MARILYN G 3622 §101 Non-Final OA 3d overdue Pending Aug 13, 2024
18634500 RATE LIMITING AT THE EDGE Paypal, Inc. ZAND, DAVOUD AMAN 2445 §102 Non-Final OA 42d Pending Apr 12, 2024
18596407 Dynamic Sharding Method for Distributed Data Stores Paypal, Inc. WALDRON, SCOTT A 2152 §101 Non-Final OA 28d Pending Mar 05, 2024
18586411 ERROR RESOLUTION FOR INTERACTIONS WITH USER PAGES Paypal, Inc. WILSON, YOLANDA L 2113 §101 Final Rejection 3d overdue Pending Feb 23, 2024
18231525 Techniques for Data Log Processing, Retention, and Storage Paypal, Inc. EHNE, CHARLES 2113 §101 Final Rejection 30d overdue Pending Aug 08, 2023
18315741 Automatic Feature Engineering for Machine Learning Pipelines Paypal, Inc. SAMARA, HUSAM TURKI 2161 §103 Non-Final OA 55d Pending May 11, 2023
17651164 Decentralized Identity on Blockchain for a Multi-sided Network Paypal, Inc. CASTILHO, EDUARDO D 3698 §103 Final Rejection 124d overdue Pending Feb 15, 2022
17557693 FEATURE DEPRECATION ARCHITECTURES FOR DECISION-TREE BASED METHODS Paypal, Inc. NAULT, VICTOR ADELARD 2124 §103 Non-Final OA 49d overdue Pending Dec 21, 2021
17475837 FEATURE SELECTION USING MULTIVARIATE EFFECT OPTIMIZATION MODELS Paypal, Inc. KIM, HARRISON CHAN YOUNG 2145 §103 Non-Final OA 43d overdue Pending Sep 15, 2021
17465343 Multi-Phase Training Techniques for Machine Learning Models Using Weighted Training Data Paypal, Inc. BEAN, GRIFFIN TANNER 2121 §101 Final Rejection 30d overdue Pending Sep 02, 2021
17395014 Federated Machine Learning Computer System Architecture Paypal, Inc. KAPOOR, DEVAN 2126 §103 Final Rejection 44d overdue Pending Aug 05, 2021

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