Prosecution Insights
Last updated: October 25, 2026

Blue Yonder Group Inc.

Technology area: Transportation, E-Commerce & Mechanical Systems

40 pending office actions • 12 art units • 26 examiners • 0 of 40 (0%) have an AI response strategy ready • 45 patents granted in the last 365 days

Analysis

Blue Yonder Group Inc. has 40 pending office actions in Transportation, E-Commerce & Mechanical Systems. Those matters span 27 distinct examiners and 12 distinct art units, indicating repeated technical-unit coverage alongside a broad examiner footprint.

EL-HAGE HASSAN, ABDALLAH A is the busiest examiner, with 4 pending matters. The concentration supports coordinated review of matters assigned to that examiner, but the larger examiner distribution requires a portfolio process that captures differences in interview practice and amendment expectations. The 12 art-unit assignments can provide a useful structure for aligning technical positions across related matters.

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

Portfolio Summary

40
Total Pending OAs
29
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.

3
Overdue
1
Due this week
1
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. 7 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (3)Due ≤ 7 days (1)Due ≤ 30 days (1)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.

32
Hard (80%)
8
Medium (20%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only7 (18%)
§101 + other23 (58%)
§103 only7 (18%)
Double-patenting + other1 (2%)
Multi-statute (no §101)2 (5%)

Industry Mix

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

0
Life Sciences
0% of docket
1
Information Tech
2% of docket
3
Communications
8% of docket
0
Semiconductors
0% of docket
33
Mechanical / Eng
82% of docket
3
Business / Other
8% 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.

400 h
Manual time on pending OAs
80 h
Time saved (low, 20%)
140 h
Time saved (mid, 35%)
3.5 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
EL-HAGE HASSAN, ABDALLAH A 4 43.2% +40.5%
IQBAL, MUSTAFA 4 46.9% +24.7%
BROWN, SARA GRACE 3 28.8% +32.3%
BAGGOT, BREFFNI 3 35.7% +25.8%
FEACHER, LORENA R 2 28.6% +31.9%
HATCHER, DEIRDRE D 2 28.1% +24.2%
NGUYEN, NGA B 2 53.1% +25.1%
MA, LISA 2 47.4% +44.0%
DELIGI, VANESSA LIMA 1 56.4% +37.0%
HEFLIN, BRIAN ADAMS 1 39.8% +32.8%

Hard Cases (32)

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
18950962 Mixed-Reality Assisted Exception Analysis and Resolution OSMAN BILAL AHMED, AFAF 30d 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
18201528 Framework for Implementing Segmented Dimensions FEACHER, LORENA R 83d
19307684 Strategic and Tactical Intelligence in Dynamic Segmentation EL-HAGE HASSAN, ABDALLAH A —
19307664 Strategic and Tactical Intelligence in Dynamic Segmentation 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 (24)

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
18201528 Framework for Implementing Segmented Dimensions FEACHER, LORENA R 83d
19307684 Strategic and Tactical Intelligence in Dynamic Segmentation EL-HAGE HASSAN, ABDALLAH A —
19307664 Strategic and Tactical Intelligence in Dynamic Segmentation EL-HAGE HASSAN, ABDALLAH A —
19288238 Systems and Methods for Solving Multi-Objective Hierarchical Linear Programming Problems in Parallel EL-HAGE HASSAN, ABDALLAH A —
19288247 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 —
19225564 System and Method of Demand Planning for Substitutable Items IQBAL, MUSTAFA —
19225520 Systems and Methods of Reverse Logistics Without Packaging and Labelling HEFLIN, BRIAN ADAMS —

Top Art Units

Art UnitApps
3625 12
3623 6
3624 4
3627 3
3628 3
3621 3
2669 1
2664 1
3622 1
3619 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19307684 Strategic and Tactical Intelligence in Dynamic Segmentation EL-HAGE HASSAN, ABDALLAH A 3623 §101§103§112 Non-Final OA — Pending Aug 22, 2025
19307664 Strategic and Tactical Intelligence in Dynamic Segmentation EL-HAGE HASSAN, ABDALLAH A 3623 §101§103 Non-Final OA — Pending Aug 22, 2025
19288238 Systems and Methods for Solving Multi-Objective Hierarchical Linear Programming Problems in Parallel EL-HAGE HASSAN, ABDALLAH A 3623 §101§102 Non-Final OA — Pending Aug 01, 2025
19288247 Systems and Methods for Solving Multi-Objective Hierarchical Linear Programming Problems in Parallel EL-HAGE HASSAN, ABDALLAH A 3623 §101§103 Non-Final OA — Pending Aug 01, 2025
19270846 Dynamic Sequencing and Scheduling of Warehouse Tasks DELIGI, VANESSA LIMA 3627 §101 Non-Final OA — Pending Jul 16, 2025
19225564 System and Method of Demand Planning for Substitutable Items IQBAL, MUSTAFA — §101§103 Non-Final OA — Pending Jun 02, 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
19225551 System and Method of Demand Planning for Substitutable Items IQBAL, MUSTAFA — §101§103 Non-Final OA — 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
19217237 Omni-Channel Multi-Level Demand Prioritization and Allocation FEACHER, LORENA R 3625 §101§103 Non-Final OA — Pending May 23, 2025
19210534 System and Method of Cognitive Risk Management HATCHER, DEIRDRE D 3625 §101 Non-Final OA — Pending May 16, 2025
19205429 System and Method of End-to-End Supply Chain Segmentation BROWN, SARA GRACE 3625 §101§103 Non-Final OA — Pending May 12, 2025
19201572 Strategic and Tactical Intelligence in Dynamic Segmentation NGUYEN, NGA B 3625 §101§102 Non-Final OA — Pending May 07, 2025
19201559 Strategic and Tactical Intelligence in Dynamic Segmentation NGUYEN, NGA B 3625 §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
19184655 System and Method of End-to-End Supply Chain Segmentation BROWN, SARA GRACE 3625 §101§103 Non-Final OA — Pending Apr 21, 2025
19184637 System and Method of End-to-End Supply Chain Segmentation BROWN, SARA GRACE 3625 §101§102§103 Non-Final OA — Pending Apr 21, 2025
19069838 System and Method to Predict Service Level Failure in Supply Chains MA, LISA 3628 §101§103 Non-Final OA — Pending Mar 04, 2025
19069830 System and Method to Predict Service Level Failure in Supply Chains MA, LISA 3628 §101§103 Non-Final OA — Pending Mar 04, 2025
19056067 System and Method of Integrating Social Trends in Assortment Planning CHOY, PAN G 3624 §101§103§112 Final Rejection — Pending Feb 18, 2025
19045804 Fair Share Band Optimization Using Gaussian Bayesian Network KASSIM, HAFIZ A 3623 §101 Final Rejection — Pending Feb 05, 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
19010958 System and Method of Visual Attribute Recognition for Training an Apparel Detection Model LEMIEUX, IAN L 2669 §103 Non-Final OA — Pending Jan 06, 2025
19010947 System and Method of Visual Attribute Recognition Using a Deep Learning Model BILODEAU, DUSTIN E 2664 §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 §101§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
18943261 User Interface Tool for Polytope Analysis DEBROW, JAMES J — §102§103 Non-Final OA — Pending Nov 11, 2024
18935280 User Interface Tool for Generating and Analyzing Scenarios for Assumption Planning BLAUFELD, JUSTIN R 2151 §102§103 Non-Final OA — Pending Nov 01, 2024
18917815 System and Method of Segmented Modelling for Campaign Planning in a Very Large-Scale Supply Chain Network SANTIAGO-MERCED, FRANCIS Z 3625 §101 Final Rejection — Pending Oct 16, 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
18517716 System and Method of Root Cause Analysis of Objective Violations HATCHER, DEIRDRE D 3625 §101§103 Non-Final OA — Pending Nov 22, 2023
18201528 Framework for Implementing Segmented Dimensions FEACHER, LORENA R 3625 §101 Final Rejection 83d Pending May 24, 2023
17824717 Assumption-Based Planning OBAID, HAMZEH M 3624 §101§103 Non-Final OA 11d overdue Pending May 25, 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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Frequently Asked Questions

How many pending USPTO office actions does Blue Yonder Group Inc. have?

Blue Yonder Group Inc. has 40 pending office actions as of October 2026, spread across 12 art units and 26 examiners.

Which USPTO examiner handles the most Blue Yonder Group Inc. applications?

Abdallah A El-Hage Hassan has the most, with 4 of Blue Yonder Group Inc.'s pending office actions.

What technology area are Blue Yonder Group Inc.'s patent applications in?

Mostly Transportation, E-Commerce & Mechanical Systems (USPTO Tech Center 3600), based on where its pending office actions are examined.

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