Prosecution Insights
Last updated: October 02, 2026

Blue Yonder Group Inc.

Technology area: Transportation, E-Commerce & Mechanical Systems

37 pending office actions • 9 art units • 26 examiners • 0 of 37 (0%) have an AI response strategy ready • 42 patents granted in the last 365 days

Analysis

Blue Yonder Group Inc. is managing 36 pending office actions in the Transportation, E-Commerce & Mechanical Systems technology area. These cases are spread across 8 distinct art units, indicating that the company's logistics and e-commerce solutions fall into several related technical categories. With 25 distinct examiners involved, there is a moderate degree of examiner concentration within the portfolio, providing some opportunities for examiner-specific insights.

Abdallah A El-Hage Hassan is the busiest examiner for this entity, currently overseeing 4 pending office actions. These 4 actions represent a significant portion of the 36 pending office actions, allowing for a more targeted prosecution strategy for those specific cases. The remaining actions are distributed among the other distinct examiners across the 8 distinct art units, requiring a broader approach for the rest of the portfolio to ensure that the company's logistics innovations are consistently protected.

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

Portfolio Summary

37
Total Pending OAs
26
Non-Final OAs
11
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 7 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

4
Overdue
1
Due this week
1
Due this month
1
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. 7 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (4)Due ≤ 7 days (1)Due ≤ 30 days (1)Due ≤ 60 days (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.

28
Hard (76%)
9
Medium (24%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only7 (19%)
§101 + other20 (54%)
§103 only8 (22%)
Double-patenting + other1 (3%)
Multi-statute (no §101)1 (3%)

Industry Mix

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

0
Life Sciences
0% of docket
0
Information Tech
0% of docket
1
Communications
3% of docket
0
Semiconductors
0% of docket
18
Mechanical / Eng
49% of docket
18
Business / Other
49% 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.

370 h
Manual time on pending OAs
74 h
Time saved (low, 20%)
130 h
Time saved (mid, 35%)
3.2 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
EL-HAGE HASSAN, ABDALLAH A 4 42.9% +40.4%
BROWN, SARA GRACE 3 29.2% +33.2%
BAGGOT, BREFFNI 3 35.3% +25.8%
IQBAL, MUSTAFA 2 46.7% +25.8%
HATCHER, DEIRDRE D 2 28.1% +24.2%
NGUYEN, NGA B 2 53.0% +25.2%
MA, LISA 2 47.7% +44.8%
DELIGI, VANESSA LIMA 1 56.4% +37.0%
HEFLIN, BRIAN ADAMS 1 39.5% +32.4%
GUILIANO, CHARLES A 1 37.5% +37.9%

Hard Cases (28)

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
18232157 System and Method of Root Cause Analysis of Objective Violations and Query Analysis HATCHER, DEIRDRE D 38d overdue
17824717 Assumption-Based Planning OBAID, HAMZEH M 11d overdue
18583070 System and Method to Predict Service Level Failure in Supply Chains CHEIN, ALLEN C 6d
19016238 Dynamic Sequencing and End to End Process of Planogram Adjustments LEE, PO HAN 53d
19307664 Strategic and Tactical Intelligence in Dynamic Segmentation EL-HAGE HASSAN, ABDALLAH A —
19307684 Strategic and Tactical Intelligence in Dynamic Segmentation EL-HAGE HASSAN, ABDALLAH A —
19288247 Systems and Methods for Solving Multi-Objective Hierarchical Linear Programming Problems in Parallel EL-HAGE HASSAN, ABDALLAH A —
19288238 Systems and Methods for Solving Multi-Objective Hierarchical Linear Programming Problems in Parallel EL-HAGE HASSAN, ABDALLAH A —

Interview Candidates (21)

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
18232157 System and Method of Root Cause Analysis of Objective Violations and Query Analysis HATCHER, DEIRDRE D 38d overdue
19307664 Strategic and Tactical Intelligence in Dynamic Segmentation EL-HAGE HASSAN, ABDALLAH A —
19307684 Strategic and Tactical Intelligence in Dynamic Segmentation EL-HAGE HASSAN, ABDALLAH A —
19288247 Systems and Methods for Solving Multi-Objective Hierarchical Linear Programming Problems in Parallel EL-HAGE HASSAN, ABDALLAH A —
19288238 Systems and Methods for Solving Multi-Objective Hierarchical Linear Programming Problems in Parallel EL-HAGE HASSAN, ABDALLAH A —
19270846 Dynamic Sequencing and Scheduling of Warehouse Tasks DELIGI, VANESSA LIMA —
19225520 Systems and Methods of Reverse Logistics Without Packaging and Labelling HEFLIN, BRIAN ADAMS —
19218483 System and Method for Extracting Hindsights for Assortment Planning IQBAL, MUSTAFA —

Top Art Units

Art UnitApps
3625 4
3623 3
3624 3
3621 3
3627 2
3628 1
3622 1
3619 1
2616 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19307664 Strategic and Tactical Intelligence in Dynamic Segmentation EL-HAGE HASSAN, ABDALLAH A — §101§103 Non-Final OA — Pending Aug 22, 2025
19307684 Strategic and Tactical Intelligence in Dynamic Segmentation EL-HAGE HASSAN, ABDALLAH A — §101§103§112 Non-Final OA — Pending Aug 22, 2025
19288247 Systems and Methods for Solving Multi-Objective Hierarchical Linear Programming Problems in Parallel EL-HAGE HASSAN, ABDALLAH A — §101§103 Non-Final OA — Pending Aug 01, 2025
19288238 Systems and Methods for Solving Multi-Objective Hierarchical Linear Programming Problems in Parallel EL-HAGE HASSAN, ABDALLAH A — §101§102 Non-Final OA — Pending Aug 01, 2025
19270846 Dynamic Sequencing and Scheduling of Warehouse Tasks DELIGI, VANESSA LIMA — §101 Non-Final OA — Pending Jul 16, 2025
19225520 Systems and Methods of Reverse Logistics Without Packaging and Labelling HEFLIN, BRIAN ADAMS 3628 §101§103§112 Final Rejection — Pending Jun 02, 2025
19218483 System and Method for Extracting Hindsights for Assortment Planning IQBAL, MUSTAFA 3625 §101§103 Non-Final OA — Pending May 26, 2025
19210534 System and Method of Cognitive Risk Management HATCHER, DEIRDRE D — §101 Non-Final OA — Pending May 16, 2025
19205429 System and Method of End-to-End Supply Chain Segmentation BROWN, SARA GRACE — §101§103 Non-Final OA — Pending May 12, 2025
19201572 Strategic and Tactical Intelligence in Dynamic Segmentation NGUYEN, NGA B — §101§102 Non-Final OA — Pending May 07, 2025
19201559 Strategic and Tactical Intelligence in Dynamic Segmentation NGUYEN, NGA B — §101§102 Non-Final OA — Pending May 07, 2025
19185728 Systems and Methods of Achieving Faster Optimality Through Priming of Solution Space for Meat Processing Industry IQBAL, MUSTAFA 3625 §101§103 Non-Final OA — Pending Apr 22, 2025
19184637 System and Method of End-to-End Supply Chain Segmentation BROWN, SARA GRACE — §101§102§103 Non-Final OA — Pending Apr 21, 2025
19184655 System and Method of End-to-End Supply Chain Segmentation BROWN, SARA GRACE — §101§103 Non-Final OA — Pending Apr 21, 2025
19183103 System and Method of User Interface for Automotive Production Planning GUILIANO, CHARLES A 3623 §101§103 Non-Final OA — Pending Apr 18, 2025
19173228 System and Method of Augmented Planograms through Digital Signage GAVIN, KRISTIN ELIZABETH — §101§103 Non-Final OA — Pending Apr 08, 2025
19069838 System and Method to Predict Service Level Failure in Supply Chains MA, LISA — §101§103 Non-Final OA — Pending Mar 04, 2025
19069830 System and Method to Predict Service Level Failure in Supply Chains MA, LISA — §101§103 Non-Final OA — Pending Mar 04, 2025
19056067 System and Method of Integrating Social Trends in Assortment Planning CHOY, PAN G — §101§103§112 Final Rejection — Pending Feb 18, 2025
19055275 System and Method for Inventory Planning in a Supply Chain Network BOYCE, ANDRE D 3623 §101 Final Rejection — Pending Feb 17, 2025
19016238 Dynamic Sequencing and End to End Process of Planogram Adjustments LEE, PO HAN 3623 §101§102 Final Rejection 53d Pending Jan 10, 2025
19010947 System and Method of Visual Attribute Recognition Using a Deep Learning Model BILODEAU, DUSTIN E — §103 Non-Final OA — Pending Jan 06, 2025
19010958 System and Method of Visual Attribute Recognition for Training an Apparel Detection Model LEMIEUX, IAN L — §103 Non-Final OA — Pending Jan 06, 2025
18950980 Systems and Methods of Hybrid Interfaces Utilizing Conversational Virtual Assistants GILLS, KURTIS 3624 §103 Non-Final OA — Pending Nov 18, 2024
18950962 Mixed-Reality Assisted Exception Analysis and Resolution OSMAN BILAL AHMED, AFAF 3622 §103 Final Rejection 30d overdue Pending Nov 18, 2024
18943270 Method and System of Demand Forecasting for Inventory Management of Slow-Moving Inventory in a Supply Chain GOLDBERG, IVAN R 3619 §103DP Final Rejection 4d overdue Pending Nov 11, 2024
18935280 User Interface Tool for Generating and Analyzing Scenarios for Assumption Planning BLAUFELD, JUSTIN R — §102§103 Non-Final OA — Pending Nov 01, 2024
18886526 Mixed-Reality Assisted Dimensionality Expansion and Manipulation Analytics BEUTEL, WILLIAM A 2616 §103 Final Rejection — Pending Sep 16, 2024
18824675 Price-Demand Elasticity as Feature in Machine Learning Model for Demand Forecasting BAGGOT, BREFFNI 3621 §103 Non-Final OA — Pending Sep 04, 2024
18799593 Systems and Methods of Customer Appeasement Control System BAGGOT, BREFFNI 3621 §101 Final Rejection — Pending Aug 09, 2024
18583070 System and Method to Predict Service Level Failure in Supply Chains CHEIN, ALLEN C 3627 §101§103 Non-Final OA 6d Pending Feb 21, 2024
18526807 System and Method of Forecasting Individual Task Durations DIVELBISS, MATTHEW H 3624 §103 Final Rejection 20d Pending Dec 01, 2023
18517755 System and Method of Managing Complexity in Scheduling WILDER, ANDREW H 3627 §101 Non-Final OA — Pending Nov 22, 2023
18232157 System and Method of Root Cause Analysis of Objective Violations and Query Analysis HATCHER, DEIRDRE D 3625 §101 Non-Final OA 38d overdue Pending Aug 09, 2023
17824717 Assumption-Based Planning OBAID, HAMZEH M 3624 §101§103 Final Rejection 11d overdue Pending May 25, 2022
17734490 System and Method of a Supply Chain Retail Process Manager WAESCO, JOSEPH M 3625 §101 Final Rejection — Pending May 02, 2022
17340335 Price-Demand Elasticity as Feature in Machine Learning Model for Demand Forecasting BAGGOT, BREFFNI 3621 §103 Non-Final OA — Pending Jun 07, 2021

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