Prosecution Insights
Last updated: May 29, 2026

Usx Ip LLC

17 pending office actions • 6 clients • 17 examiners • 14 art units • 0 of 17 (0%) have an AI response strategy ready • 6 patents granted in the last 365 days

Portfolio Summary

17
Total Pending OAs
10
Non-Final OAs
7
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 16 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

9
Overdue
0
Due this week
5
Due this month
1
Due in next 60 days
1
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. 16 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (9)Due ≤ 30 days (5)Due ≤ 60 days (1)Due later (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.

9
Hard (53%)
7
Medium (41%)
1
Easy (6%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only9 (53%)
§103 only7 (41%)
§112 only1 (6%)

Industry Mix

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

0
Life Sciences
0% of docket
8
Information Tech
47% of docket
1
Communications
6% of docket
1
Semiconductors
6% of docket
7
Mechanical / Eng
41% 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.

170 h
Manual time on pending OAs
34 h
Time saved (low, 20%)
59 h
Time saved (mid, 35%)
1.5 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
HOANG, HAU HAI 1 77.9% +13.6%
HO, DAO Q 1 83.3% +32.3%
TRAN, PHUOC 1 85.1% +8.9%
SINGLETARY, MICHAEL J 1 82.7% +6.4%
FRITH, SEAN A 1 61.2% +27.6%
MAPAR, BIJAN 1 67.6% +28.9%
DEVORE, CHRISTOPHER DILLON 1 50.0% +41.7%
WILLOUGHBY, ALICIA M 1 53.8% +25.6%
BIANCAMANO, ALYSSA N 1 56.6% +37.9%
ALSOMAIRY, SELWA ABDO 1 42.9% +39.7%

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
18543564 METHOD OF ASSESSING THREAT LEVEL OF UNIDENTIFIED ASSET AND APPARATUS FOR THE SAME HO, DAO Q 4d overdue
18528130 BRAND LOGO ILLEGAL USE DETECTION METHOD, BRAND LOGO ILLEGAL USE DETECTION DEVICE AND COMPUTER PROGRAM TRAN, PHUOC 3d overdue

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
17372305 USER SCORE PREDICTION METHOD, DEVICE, AND SYSTEM FOR PREDICTING USER SCORE THROUGH MULTI-DIMENSIONAL PAIRWISE COMPARISON BAKER, EZRA JAMES 111d overdue
17427595 METHOD AND DEVICE FOR PROVIDING TRAINING CONTENT USING AI TUTOR GEBREMICHAEL, BRUK A 98d overdue
17842307 METHOD OF AUTOMATICALLY DETECTING ABNORMAL TRANSACTIONS ONLINE GARCIA MIZE, KARLYANNIE MARIE 44d overdue
17710143 APPARATUS, SYSTEM, AND OPERATION METHOD THEREOF FOR EVALUATING SKILL OF USER THROUGH ARTIFICIAL INTELLIGENCE MODEL TRAINED THROUGH TRANSFERRABLE FEATURE APPLIED TO PLURAL TEST DOMAINS PRATT, EHRIN LARMONT 5d overdue
17854134 METHOD, DEVICE, AND SYSTEM FOR EVALUATION A LEARNING ABILITY OF AN USER BASED ON SEARCH INFORMATION OF THE USER WILLOUGHBY, ALICIA M 8d
18126531 METHOD AND APPARATUS FOR NON-INVASIVE QUANTIFICATION OF METABOLITES IN THE BODY BASED ON ARTIFICIAL NEURAL NETWORKS FRITH, SEAN A 21d
17854621 METHOD, DEVICE, AND SYSTEM FOR RECOMMENDING SOLUTION CONTENT MAXIMIZING AN EDUCATIONAL EFFECT FOR USERS BIANCAMANO, ALYSSA N 27d
18348499 APPARATUS AND METHOD FOR CALCULATING SENSIBLE TEMPERATURE IN CONSIDERATION OF OUTDOOR GROUND HEATING AND HEATWAVE WARNING APPARATUS AND METHOD BASED ON SENSIBLE TEMPERATURE IN CONSIDERATION OF OUTDOOR GROUND HEATING SINGLETARY, MICHAEL J 35d

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
17853015 DEVICE AND METHOD FOR RECOMMENDING EDUCATIONAL CONTENT ALSOMAIRY, SELWA ABDO 51d overdue
19194247 METHOD AND APPARATUS FOR IMPROVING VECTOR SEARCH EFFICIENCY FOR MULTIMODAL DATA IN VECTOR DATABASES HOANG, HAU HAI 23d overdue
18543564 METHOD OF ASSESSING THREAT LEVEL OF UNIDENTIFIED ASSET AND APPARATUS FOR THE SAME HO, DAO Q 4d overdue
18057007 METHOD AND DEVICE FOR CALCULATING SOLAR RADIATION NUMERICAL DATA BASED ON FIXED SLOPE ANGLE MAPAR, BIJAN 1d overdue
17854134 METHOD, DEVICE, AND SYSTEM FOR EVALUATION A LEARNING ABILITY OF AN USER BASED ON SEARCH INFORMATION OF THE USER WILLOUGHBY, ALICIA M 8d
18126531 METHOD AND APPARATUS FOR NON-INVASIVE QUANTIFICATION OF METABOLITES IN THE BODY BASED ON ARTIFICIAL NEURAL NETWORKS FRITH, SEAN A 21d
17854621 METHOD, DEVICE, AND SYSTEM FOR RECOMMENDING SOLUTION CONTENT MAXIMIZING AN EDUCATIONAL EFFECT FOR USERS BIANCAMANO, ALYSSA N 27d
17968095 METHOD OF REDUCING SIZE OF MODEL FOR KNOWLEDGE TRACING DEVORE, CHRISTOPHER DILLON 65d

Client Portfolio (6 clients)

Top Art Units

Art UnitApps
37153
21292
21541
24321
26681
28571
37981
21891
21561
36981

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
19194247 METHOD AND APPARATUS FOR IMPROVING VECTOR SEARCH EFFICIENCY FOR MULTIMODAL DATA IN VECTOR DATABASES D.Notitia.Inc. HOANG, HAU HAI 2154 §103 Non-Final OA 23d overdue Pending Apr 30, 2025
18543564 METHOD OF ASSESSING THREAT LEVEL OF UNIDENTIFIED ASSET AND APPARATUS FOR THE SAME S2W Inc. HO, DAO Q 2432 §112 Final Rejection 4d overdue Pending Dec 18, 2023
18528130 BRAND LOGO ILLEGAL USE DETECTION METHOD, BRAND LOGO ILLEGAL USE DETECTION DEVICE AND COMPUTER PROGRAM S2W Inc. TRAN, PHUOC 2668 §103 Non-Final OA 3d overdue Pending Dec 04, 2023
18348499 APPARATUS AND METHOD FOR CALCULATING SENSIBLE TEMPERATURE IN CONSIDERATION OF OUTDOOR GROUND HEATING AND HEATWAVE WARNING APPARATUS AND METHOD BASED ON SENSIBLE TEMPERATURE IN CONSIDERATION OF OUTDOOR GROUND HEATING National Institute Of Meteorological Sciences SINGLETARY, MICHAEL J 2857 §101 Final Rejection 35d Pending Jul 07, 2023
18126531 METHOD AND APPARATUS FOR NON-INVASIVE QUANTIFICATION OF METABOLITES IN THE BODY BASED ON ARTIFICIAL NEURAL NETWORKS Metlit, Inc. FRITH, SEAN A 3798 §101 Non-Final OA 21d Pending Mar 27, 2023
18057007 METHOD AND DEVICE FOR CALCULATING SOLAR RADIATION NUMERICAL DATA BASED ON FIXED SLOPE ANGLE National Institute Of Meteorological Sciences MAPAR, BIJAN 2189 §103 Non-Final OA 1d overdue Pending Nov 18, 2022
17968095 METHOD OF REDUCING SIZE OF MODEL FOR KNOWLEDGE TRACING Socra Al Inc. DEVORE, CHRISTOPHER DILLON 2129 §103 Final Rejection 65d Pending Oct 18, 2022
17854134 METHOD, DEVICE, AND SYSTEM FOR EVALUATION A LEARNING ABILITY OF AN USER BASED ON SEARCH INFORMATION OF THE USER Socra AI Inc. WILLOUGHBY, ALICIA M 2156 §101 Final Rejection 8d Pending Jun 30, 2022
17854621 METHOD, DEVICE, AND SYSTEM FOR RECOMMENDING SOLUTION CONTENT MAXIMIZING AN EDUCATIONAL EFFECT FOR USERS Socra AI Inc. BIANCAMANO, ALYSSA N 3715 §101 Non-Final OA 27d Pending Jun 30, 2022
17853015 DEVICE AND METHOD FOR RECOMMENDING EDUCATIONAL CONTENT Socra AI Inc. ALSOMAIRY, SELWA ABDO 3715 §103 Final Rejection 51d overdue Pending Jun 29, 2022
17842307 METHOD OF AUTOMATICALLY DETECTING ABNORMAL TRANSACTIONS ONLINE S2W Inc. GARCIA MIZE, KARLYANNIE MARIE 3698 §101 Final Rejection 44d overdue Pending Jun 16, 2022
17773877 METHOD AND DEVICE FOR PREDICTING AND CONTROLLING TIME SERIES DATA BASED ON AUTOMATIC LEARNING Ineeji Co., Ltd. SPRAUL III, VINCENT ANTON 2129 §103 Non-Final OA 15d Pending May 03, 2022
17710143 APPARATUS, SYSTEM, AND OPERATION METHOD THEREOF FOR EVALUATING SKILL OF USER THROUGH ARTIFICIAL INTELLIGENCE MODEL TRAINED THROUGH TRANSFERRABLE FEATURE APPLIED TO PLURAL TEST DOMAINS Socra AI Inc. PRATT, EHRIN LARMONT 3629 §101 Non-Final OA 5d overdue Pending Mar 31, 2022
17646928 LEARNING CONTENT RECOMMENDATION SYSTEM FOR PREDICTING PROBABILITY OF CORRECT ANSWER OF USER USING COLLABORATIVE FILTERING BASED ON LATENT FACTOR AND OPERATION METHOD THEREOF Socra AI Inc. KNIGHT, PAUL M 2148 §103 Non-Final OA 29d Pending Jan 04, 2022
17643459 METHOD OF PREDICTING PERSONALIZED POLLEN ALLERGY USING POLLEN CALENDAR AND PERSONAL ALLERGIC SYMPTOM DIARY AND SERVER PERFORMING THE SAME National Institute Of Meteorological Sciences MACCAGNO, PIERRE L 3687 §101 Non-Final OA Pending Dec 09, 2021
17427595 METHOD AND DEVICE FOR PROVIDING TRAINING CONTENT USING AI TUTOR Socra AI Inc. GEBREMICHAEL, BRUK A 3715 §101 Non-Final OA 98d overdue Pending Jul 30, 2021
17372305 USER SCORE PREDICTION METHOD, DEVICE, AND SYSTEM FOR PREDICTING USER SCORE THROUGH MULTI-DIMENSIONAL PAIRWISE COMPARISON Socra Al Inc. BAKER, EZRA JAMES 2126 §101 Final Rejection 111d overdue Pending Jul 09, 2021

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