Prosecution Insights
Last updated: October 27, 2026

Openai Opco LLC

Technology areas: Computing & Software • Communications

13 pending office actions • 12 art units • 12 examiners • 0 of 13 (0%) have an AI response strategy ready • 27 patents granted in the last 365 days

Analysis

Openai Opco LLC faces 14 pending office actions within the Computing & Software technology area. These actions are spread across 13 distinct examiners, showing that the workload is almost entirely decentralized. This distribution requires a prosecution strategy that can accommodate many different individual perspectives. The near-total alignment between the count of examiners and actions suggests that very few examiners are handling more than a solitary case for the company.

The most notable feature of this portfolio is the presence of 13 distinct art units for only 14 actions. This indicates an exceptionally high level of technological variety, requiring specialized expertise across many different examination groups. Augustine, Nicholas is the busiest examiner but holds only 2 pending actions. With 13 distinct art units involved, practitioners should expect little overlap in examiner feedback or prior art across these pending matters. The strategy must remain highly adaptable to the diverse procedural and technical requirements of the various art units.

Written from this page's own data; every figure is computed from USPTO records and verified before publication.

Portfolio Summary

13
Total Pending OAs
11
Non-Final OAs
2
Final Rejections
0
Advisory / Quayle

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.

9
Hard (69%)
4
Medium (31%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 + other5 (38%)
§103 only3 (23%)
Double-patenting + other1 (8%)
Multi-statute (no §101)4 (31%)

Industry Mix

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

0
Life Sciences
0% of docket
8
Information Tech
62% of docket
3
Communications
23% of docket
2
Semiconductors
15% of docket
0
Mechanical / Eng
0% 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
AUGUSTINE, NICHOLAS 2 72.8% +27.9%
VARNDELL, ROSS E 1 84.7% +13.2%
CRADDOCK, ROBERT J 1 83.9% +14.4%
LIU, ZHENGXI 1 64.1% +41.0%
HIDALGO, FERNANDO N 1 93.4% +1.2%
ALROBAIE, KHAMDAN N 1 86.5% +2.4%
MOUNDI, ISHAN NMN 1 27.6% +47.6%
REPSHER III, JOHN T 1 58.7% +47.9%
MALIK, ZEERICK ASIM 1 0.0% +0.0%
SALOMON, PHENUEL S 1 72.7% +18.0%

Quick Wins (2)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 2 ordered by deadline are shown.

App #TitleExaminerDue in
19033306 INTEGRATED IN-MEMORY COMPUTE CONFIGURED FOR EFFICIENT DATA INPUT AND RESHAPING HIDALGO, FERNANDO N —
18903427 NON-ADJACENT CONNECTION OF HIGH-BANDWIDTH MEMORY CHIPLETS, I/O CHIPLETS, AND COMPUTE CHIPLETS THROUGH EMBEDDED LOGIC BRIDGES ALROBAIE, KHAMDAN N —

Hard Cases (9)

Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 8 ordered by deadline are shown.

App #TitleExaminerDue in
19054322 MODEL IMAGE GENERATION USING RECAPTIONED IMAGES VARNDELL, ROSS E —
19042510 STORYBOARD GRAPHICAL USER INTERFACE TO A VISUAL MEDIA GENERATIVE RESPONSE ENGINE CRADDOCK, ROBERT J —
19042594 PROMPT EDITOR FOR USE WITH A VISUAL MEDIA GENERATIVE RESPONSE ENGINE LIU, ZHENGXI —
18896263 SYSTEMS AND METHODS FOR GENERATING CUSTOMIZED AI MODELS MOUNDI, ISHAN NMN —
18790499 OVERLAY APPLICATION AND TECHNIQUES FOR INTERFACING WITH A GENERATIVE RESPONSE ENGINE AUGUSTINE, NICHOLAS —
18790451 OVERLAY APPLICATION AND TECHNIQUES FOR INTERFACING WITH A GENERATIVE RESPONSE ENGINE REPSHER III, JOHN T —
18767894 SYSTEMS AND METHODS FOR GENERATING CODE USING LANGUAGE MODELS TRAINED ON COMPUTER CODE MALIK, ZEERICK ASIM —
18732157 SELECTIVE LEARNING OF INFORMATION FOR THE GENERATION OF PERSONALIZED RESPONSES BY A GENERATIVE RESPONSE ENGINE SALOMON, PHENUEL S —

Interview Candidates (8)

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 8 ordered by deadline are shown.

App #TitleExaminerDue in
19054322 MODEL IMAGE GENERATION USING RECAPTIONED IMAGES VARNDELL, ROSS E —
19042510 STORYBOARD GRAPHICAL USER INTERFACE TO A VISUAL MEDIA GENERATIVE RESPONSE ENGINE CRADDOCK, ROBERT J —
19042594 PROMPT EDITOR FOR USE WITH A VISUAL MEDIA GENERATIVE RESPONSE ENGINE LIU, ZHENGXI —
18896263 SYSTEMS AND METHODS FOR GENERATING CUSTOMIZED AI MODELS MOUNDI, ISHAN NMN —
18790499 OVERLAY APPLICATION AND TECHNIQUES FOR INTERFACING WITH A GENERATIVE RESPONSE ENGINE AUGUSTINE, NICHOLAS —
18790451 OVERLAY APPLICATION AND TECHNIQUES FOR INTERFACING WITH A GENERATIVE RESPONSE ENGINE REPSHER III, JOHN T —
18773784 OVERLAY APPLICATION AND TECHNIQUES FOR INTERFACING WITH A GENERATIVE RESPONSE ENGINE AUGUSTINE, NICHOLAS —
18732157 SELECTIVE LEARNING OF INFORMATION FOR THE GENERATION OF PERSONALIZED RESPONSES BY A GENERATIVE RESPONSE ENGINE SALOMON, PHENUEL S —

Top Art Units

Art UnitApps
2146 2
2674 1
2618 1
2611 1
2827 1
2824 1
2141 1
2178 1
2143 1
2179 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19054322 MODEL IMAGE GENERATION USING RECAPTIONED IMAGES VARNDELL, ROSS E 2674 §101§102§103 Non-Final OA — Pending Feb 14, 2025
19042510 STORYBOARD GRAPHICAL USER INTERFACE TO A VISUAL MEDIA GENERATIVE RESPONSE ENGINE CRADDOCK, ROBERT J 2618 §102§103 Non-Final OA — Pending Jan 31, 2025
19042594 PROMPT EDITOR FOR USE WITH A VISUAL MEDIA GENERATIVE RESPONSE ENGINE LIU, ZHENGXI 2611 §103§112 Non-Final OA — Pending Jan 31, 2025
19033306 INTEGRATED IN-MEMORY COMPUTE CONFIGURED FOR EFFICIENT DATA INPUT AND RESHAPING HIDALGO, FERNANDO N 2827 §102§103DP Non-Final OA — Pending Jan 21, 2025
18903427 NON-ADJACENT CONNECTION OF HIGH-BANDWIDTH MEMORY CHIPLETS, I/O CHIPLETS, AND COMPUTE CHIPLETS THROUGH EMBEDDED LOGIC BRIDGES ALROBAIE, KHAMDAN N 2824 §103 Final Rejection — Pending Oct 01, 2024
18896263 SYSTEMS AND METHODS FOR GENERATING CUSTOMIZED AI MODELS MOUNDI, ISHAN NMN 2141 §102§103 Non-Final OA — Pending Sep 25, 2024
18790499 OVERLAY APPLICATION AND TECHNIQUES FOR INTERFACING WITH A GENERATIVE RESPONSE ENGINE AUGUSTINE, NICHOLAS 2178 §101§103 Non-Final OA — Pending Jul 31, 2024
18790451 OVERLAY APPLICATION AND TECHNIQUES FOR INTERFACING WITH A GENERATIVE RESPONSE ENGINE REPSHER III, JOHN T 2143 §101§102§112 Non-Final OA — Pending Jul 31, 2024
18773784 OVERLAY APPLICATION AND TECHNIQUES FOR INTERFACING WITH A GENERATIVE RESPONSE ENGINE AUGUSTINE, NICHOLAS 2179 §103 Final Rejection — Pending Jul 16, 2024
18767894 SYSTEMS AND METHODS FOR GENERATING CODE USING LANGUAGE MODELS TRAINED ON COMPUTER CODE MALIK, ZEERICK ASIM 2193 §101§102§103§112DP Non-Final OA — Pending Jul 09, 2024
18732157 SELECTIVE LEARNING OF INFORMATION FOR THE GENERATION OF PERSONALIZED RESPONSES BY A GENERATIVE RESPONSE ENGINE SALOMON, PHENUEL S 2146 §101§102§103 Non-Final OA — Pending Jun 03, 2024
18616068 TRAINING MODULATOR/SELECTOR HARDWARE LOGIC FOR MACHINE LEARNING DEVICES MISIR, DAYWAYSHWAR D 2127 §102§103 Non-Final OA — Pending Mar 25, 2024
18416773 GRADIENT COMPUTATION IN HYBRID DIGITALLY TIED ANALOG BLOCKS WITH ARBITRARY CONNECTIVITY BY EQUILIBRIUM PROPAGATION KHAN, SHAHID K 2146 §103 Non-Final OA — Pending Jan 18, 2024

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Frequently Asked Questions

How many pending USPTO office actions does Openai Opco LLC have?

Openai Opco LLC has 13 pending office actions as of October 2026, spread across 12 art units and 12 examiners.

Which USPTO examiner handles the most Openai Opco LLC applications?

Nicholas Augustine has the most, with 2 of Openai Opco LLC's pending office actions.

What technology area are Openai Opco LLC's patent applications in?

Mostly Computing & Software (USPTO Tech Center 2100), based on where its pending office actions are examined.

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