Prosecution Insights
Last updated: May 29, 2026

Bakerhostetler (Rivian Ip Holdings, Llc)

13 pending office actions • 1 client • 13 examiners • 11 art units • 0 of 13 (0%) have an AI response strategy ready • 39 patents granted in the last 365 days

Portfolio Summary

13
Total Pending OAs
3
Non-Final OAs
8
Final Rejections
2
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 13 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

8
Overdue
0
Due this week
5
Due this month
0
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. 13 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (8)Due ≤ 30 days (5)

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 (8%)
12
Medium (92%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only1 (8%)
§103 only11 (85%)
§102 only1 (8%)

Industry Mix

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

4
Life Sciences
31% of docket
1
Information Tech
8% of docket
1
Communications
8% of docket
0
Semiconductors
0% of docket
7
Mechanical / Eng
54% 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.

130 h
Manual time on pending OAs
26 h
Time saved (low, 20%)
46 h
Time saved (mid, 35%)
1.1 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
MARTIN, ANGELA J 1 67.4% -32.2%
DHILLON, PUNEET S 1 82.1% +19.0%
ALAM, NAEEM TASLIM 1 84.2% +10.7%
REINERT, JONATHAN E 1 88.4% +6.7%
AKRAM, IMRAN 1 64.3% +43.1%
KELLY, CATHERINE A 1 59.7% +28.3%
SHABLACK, JOHNNIE A 1 64.9% +34.6%
ZAK, JACQUELINE ROSE 1 52.9% -4.5%
PETTIEGREW, TOYA R 1 62.2% +19.8%
GARCIA-GUERRA, DARLENE 1 23.0% +33.4%

Quick Wins (3)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 3 ordered by deadline are shown.

App #TitleExaminerDue in
18628574 DYNAMIC PRESENTATION OF VEHICLE ACTION SUGGESTIONS USING MACHINE LEARNING-BASED IMAGE SEGMENTATION DHILLON, PUNEET S 26d overdue
18628567 DYNAMIC PRESENTATION OF VEHICLE ACTION PREDICTIONS USING MACHINE LEARNING ALAM, NAEEM TASLIM 27d
18623957 DRIVE THRU PILOT FEATURE REINERT, JONATHAN E 30d

Hard Cases (1)

Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 1 ordered by deadline are shown.

App #TitleExaminerDue in
18109196 PREDICTING FLEET UTILIZATION AND CAPACITY FOR DELIVERY DEMANDS GARCIA-GUERRA, DARLENE 111d overdue

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
18109196 PREDICTING FLEET UTILIZATION AND CAPACITY FOR DELIVERY DEMANDS GARCIA-GUERRA, DARLENE 111d overdue
18628574 DYNAMIC PRESENTATION OF VEHICLE ACTION SUGGESTIONS USING MACHINE LEARNING-BASED IMAGE SEGMENTATION DHILLON, PUNEET S 26d overdue
18359808 ROLLER BLIND SYSTEM SHABLACK, JOHNNIE A 25d overdue
18511937 TONNEAU COVER KELLY, CATHERINE A 22d overdue
18525689 MASKING FEATURES FOR BATTERY CELLS AKRAM, IMRAN 8d
18628567 DYNAMIC PRESENTATION OF VEHICLE ACTION PREDICTIONS USING MACHINE LEARNING ALAM, NAEEM TASLIM 27d
18118645 AUTOMATED CHARGING PORT CLOSURE ACTUATION PETTIEGREW, TOYA R 27d

Client Portfolio (1 client)

Client (Assignee)Pending OAs
RIVIAN IP HOLDINGS, LLC 13

Top Art Units

Art UnitApps
36682
17252
17271
24881
36191
36341
26661
36621
36251
36261

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
18896741 HYBRID ELECTROLYTE Rivian Ip Holdings, LLC MARTIN, ANGELA J 1727 §103 Non-Final OA 51d overdue Pending Sep 25, 2024
18628574 DYNAMIC PRESENTATION OF VEHICLE ACTION SUGGESTIONS USING MACHINE LEARNING-BASED IMAGE SEGMENTATION Rivian Ip Holdings, LLC DHILLON, PUNEET S 2488 §103 Final Rejection 26d overdue Pending Apr 05, 2024
18628567 DYNAMIC PRESENTATION OF VEHICLE ACTION PREDICTIONS USING MACHINE LEARNING Rivian Ip Holdings, LLC ALAM, NAEEM TASLIM 3668 §103 Final Rejection 27d Pending Apr 05, 2024
18623957 DRIVE THRU PILOT FEATURE Rivian Ip Holdings, LLC REINERT, JONATHAN E 3668 §103 Final Rejection 30d Pending Apr 01, 2024
18525689 MASKING FEATURES FOR BATTERY CELLS Rivian Ip Holdings, LLC AKRAM, IMRAN 1725 §102 Final Rejection 8d Pending Nov 30, 2023
18511937 TONNEAU COVER Rivian Ip Holdings, LLC KELLY, CATHERINE A 3619 §103 Non-Final OA 22d overdue Pending Nov 16, 2023
18359808 ROLLER BLIND SYSTEM Rivian Ip Holdings, LLC SHABLACK, JOHNNIE A 3634 §103 Final Rejection 25d overdue Pending Jul 26, 2023
18338267 VEHICLE CAMERA SYSTEM Rivian Ip Holdings, LLC ZAK, JACQUELINE ROSE 2666 §103 Final Rejection 53d overdue Pending Jun 20, 2023
18118645 AUTOMATED CHARGING PORT CLOSURE ACTUATION Rivian Ip Holdings, LLC PETTIEGREW, TOYA R 3662 §103 Non-Final OA 27d Pending Mar 07, 2023
18109196 PREDICTING FLEET UTILIZATION AND CAPACITY FOR DELIVERY DEMANDS Rivian Ip Holdings, LLC GARCIA-GUERRA, DARLENE 3625 §101 Non-Final OA 111d overdue Pending Feb 13, 2023
18109192 PREDICTING MAINTENANCE SERVICINGS FOR A FLEET OF VEHICLES Rivian Ip Holdings, LLC RUHL, DENNIS WILLIAM 3626 §103 Final Rejection 9d Pending Feb 13, 2023
18090071 USING FUNCTIONAL GROUPS IN CONDUCTING AGENTS FOR MN-BASED CATHODE MATERIALS Rivian Ip Holdings, LLC ALBAN, FELICITY BERNARD 1728 §103 Non-Final OA 100d overdue Pending Dec 28, 2022
17890504 PRE-LITHIATED ELECTRODES FOR LI-ION BATTERIES Rivian Ip Holdings, LLC DOVE, TRACY MAE 1725 §103 Final Rejection 71d overdue Pending Aug 18, 2022

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