Prosecution Insights
Last updated: October 04, 2026

Preferred Networks Inc.

Technology area: Computing & Software

15 pending office actions • 8 art units • 15 examiners • 0 of 15 (0%) have an AI response strategy ready • 8 patents granted in the last 365 days

Analysis

Preferred Networks Inc. has 15 pending office actions within the Computing & Software technology area. These actions are distributed across 15 distinct examiners, which means that every pending matter is being handled by a different individual. This level of examiner diversity suggests that the company is receiving a wide range of feedback and examination styles across its software portfolio.

The 15 pending office actions are further spread across 8 distinct art units, indicating a broad technical reach within the computing sector. MITCHELL, NATHAN A is the busiest examiner, holding 1 busiest examiner pending office action. Because the total number of examiners matches the total number of pending actions, the workload is evenly distributed with no examiner handling more than 1 case. Managing the 15 distinct examiners across 8 distinct art units requires a versatile prosecution strategy to address the various technical and procedural requirements encountered.

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

Portfolio Summary

15
Total Pending OAs
12
Non-Final OAs
3
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 1 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

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

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.

11
Hard (73%)
4
Medium (27%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only1 (7%)
§101 + other8 (53%)
§103 only3 (20%)
Double-patenting + other1 (7%)
Multi-statute (no §101)2 (13%)

Industry Mix

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

0
Life Sciences
0% of docket
6
Information Tech
40% of docket
0
Communications
0% of docket
0
Semiconductors
0% of docket
1
Mechanical / Eng
7% of docket
8
Business / Other
53% 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.

150 h
Manual time on pending OAs
30 h
Time saved (low, 20%)
52 h
Time saved (mid, 35%)
1.3 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
MITCHELL, NATHAN A 1 73.0% +10.0%
WASSUM, LUKE S 1 67.0% +16.5%
MCMAHON, DANIEL F 1 89.7% +2.3%
METZGER, MICHAEL J 1 90.7% +7.6%
TRAN, KENNETH PHUOC 1 30.8% +66.7%
SHELTON, SETH CAPRIANO-UMA 1 — —
GAVIA, NYLA EMANI ANN 1 78.8% +16.7%
MARU, MATIYAS T 1 61.0% +5.9%
HEADLY, MELISSA A 1 75.1% +41.0%
DETERDING, GWYNEVERE AMELIA 1 71.4% +35.7%

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
19057103 SEMICONDUCTOR DEVICE AND DATA TRANSFERRING METHOD FOR SEMICONDUCTOR DEVICE MCMAHON, DANIEL F —
19013344 PROCESSOR AND CONTROL METHOD FOR PROCESSOR METZGER, MICHAEL J —

Hard Cases (11)

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
17901216 LEARNING DEVICE UNIT ALABI, OLUWATOSIN O 9d
19092283 SYSTEM, TERMINAL DEVICE, AND METHOD MITCHELL, NATHAN A —
19060972 TACTILE INFORMATION ESTIMATION APPARATUS, TACTILE INFORMATION ESTIMATION METHOD, AND PROGRAM WASSUM, LUKE S —
18897595 PROCESSOR AND METHOD FOR CONTROLLING PROCESSOR TRAN, KENNETH PHUOC —
18533481 INFERRING DEVICE, TRAINING DEVICE, METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM SHELTON, SETH CAPRIANO-UMA —
18533914 INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM GAVIA, NYLA EMANI ANN —
18533491 INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING SYSTEM AND INFORMATION PROCESSING METHOD MARU, MATIYAS T —
18209477 MACHINE LEARNING DEVICE, ROBOT SYSTEM, AND MACHINE LEARNING METHOD FOR LEARNING OBJECT PICKING OPERATION DETERDING, GWYNEVERE AMELIA —

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
19092283 SYSTEM, TERMINAL DEVICE, AND METHOD MITCHELL, NATHAN A —
19060972 TACTILE INFORMATION ESTIMATION APPARATUS, TACTILE INFORMATION ESTIMATION METHOD, AND PROGRAM WASSUM, LUKE S —
18897595 PROCESSOR AND METHOD FOR CONTROLLING PROCESSOR TRAN, KENNETH PHUOC —
18533914 INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM GAVIA, NYLA EMANI ANN —
18505229 INFORMATION PROCESSING SYSTEM HEADLY, MELISSA A —
18209477 MACHINE LEARNING DEVICE, ROBOT SYSTEM, AND MACHINE LEARNING METHOD FOR LEARNING OBJECT PICKING OPERATION DETERDING, GWYNEVERE AMELIA —

Top Art Units

Art UnitApps
3992 1
2183 1
2126 1
2125 1
2129 1
3656 1
2127 1
2146 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19092283 SYSTEM, TERMINAL DEVICE, AND METHOD MITCHELL, NATHAN A — §101§103 Non-Final OA — Pending Mar 27, 2025
19060972 TACTILE INFORMATION ESTIMATION APPARATUS, TACTILE INFORMATION ESTIMATION METHOD, AND PROGRAM WASSUM, LUKE S 3992 §101§102§103§112Other Non-Final OA — Pending Feb 24, 2025
19057103 SEMICONDUCTOR DEVICE AND DATA TRANSFERRING METHOD FOR SEMICONDUCTOR DEVICE MCMAHON, DANIEL F — §112DPOther Non-Final OA — Pending Feb 19, 2025
19013344 PROCESSOR AND CONTROL METHOD FOR PROCESSOR METZGER, MICHAEL J 2183 §103 Non-Final OA — Pending Jan 08, 2025
18897595 PROCESSOR AND METHOD FOR CONTROLLING PROCESSOR TRAN, KENNETH PHUOC — §103§112 Non-Final OA — Pending Sep 26, 2024
18533481 INFERRING DEVICE, TRAINING DEVICE, METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM SHELTON, SETH CAPRIANO-UMA — §101§102§103§112 Non-Final OA — Pending Dec 08, 2023
18533914 INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM GAVIA, NYLA EMANI ANN — §101§103 Non-Final OA — Pending Dec 08, 2023
18533491 INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING SYSTEM AND INFORMATION PROCESSING METHOD MARU, MATIYAS T — §101§103 Non-Final OA — Pending Dec 08, 2023
18505229 INFORMATION PROCESSING SYSTEM HEADLY, MELISSA A 2126 §103 Non-Final OA — Pending Nov 09, 2023
18209477 MACHINE LEARNING DEVICE, ROBOT SYSTEM, AND MACHINE LEARNING METHOD FOR LEARNING OBJECT PICKING OPERATION DETERDING, GWYNEVERE AMELIA 2125 §101§102§103 Final Rejection — Pending Jun 14, 2023
18076636 INFERRING DEVICE, INFERRING METHOD, STRUCTURAL FORMULA, AND NON-TRANSITORY COMPUTER READABLE MEDIUM ELKINS, BLAKE HARRISON — §101§102§103§112DP Non-Final OA — Pending Dec 07, 2022
17901216 LEARNING DEVICE UNIT ALABI, OLUWATOSIN O 2129 §102§103§112 Final Rejection 9d Pending Sep 01, 2022
17733949 REMOTE CONTROLLED DEVICE, REMOTE CONTROL SYSTEM AND REMOTE CONTROL DEVICE TRAN, SARAH ASHLEY 3656 §103 Non-Final OA — Pending Apr 29, 2022
17221060 HYPERPARAMETER TUNING METHOD, DEVICE, AND PROGRAM JABLON, ASHER H. 2127 §101 Non-Final OA — Pending Apr 02, 2021
17073517 METHOD AND APPARATUS FOR TRAINING NEURAL NETWORK RAMIREZ BRAVO, BEATRIZ A 2146 §101§103 Final Rejection — Pending Oct 19, 2020

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