Prosecution Insights
Last updated: July 17, 2026

Tata Group

65 pending office actions • 39 art units • 61 examiners • 0 of 65 (0%) have an AI response strategy ready • 207 patents granted in the last 365 days

Portfolio Summary

65
Total Pending OAs
35
Non-Final OAs
23
Final Rejections
7
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 20 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

8
Overdue
0
Due this week
6
Due this month
3
Due in next 60 days
3
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. 20 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (8)Due ≤ 30 days (6)Due ≤ 60 days (3)Due later (3)

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.

22
Hard (34%)
31
Medium (48%)
11
Easy (17%)
1
Unknown (2%)

Rejection Statute Mix

BucketCases
§101 only22 (34%)
§103 only28 (43%)
§102 only3 (5%)
§112 only11 (17%)
No statute on record1 (2%)

Industry Mix

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

6
Life Sciences
9% of docket
12
Information Tech
18% of docket
4
Communications
6% of docket
1
Semiconductors
2% of docket
30
Mechanical / Eng
46% of docket
12
Business / Other
18% 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.

650 h
Manual time on pending OAs
130 h
Time saved (low, 20%)
227 h
Time saved (mid, 35%)
5.7 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
HO, THOMAS Y 2 16.0% +30.4%
MAUNI, HUMAIRA ZAHIN 2 45.5% +58.1%
WASAFF, JOHN S. 2 33.4% +44.4%
BOROWSKI, MICHAEL 2 27.3% +54.5%
NGUYEN, NGA B 1 53.3% +25.2%
YU, ARIEL J 1 40.4% +27.3%
DETWEILER, JAMES M 1 38.9% +43.2%
PECHE, JORGE O 1 80.5% +16.8%
KIRK, BRYAN J 1 33.3% +43.3%
GILLS, KURTIS 1 57.8% +28.8%

Quick Wins (1)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 1 ordered by deadline are shown.

App #TitleExaminerDue in
19079868 METHOD AND SYSTEM FOR ADAPTIVE TASK AND MOTION PLANNING (ATAMP) FOR PERFORMING OBJECT-INVARIANT STACKING OPERATIONS PECHE, JORGE O

Hard Cases (24)

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
17663240 METHOD AND SYSTEM FOR EXPLAINABLE MACHINE LEARNING USING DATA AND PROXY MODEL BASED HYBRID APPROACH RIFKIN, BEN M 140d overdue
17822722 METHOD AND SYSTEM FOR PROVIDING ASSISTANCE TO INTERVIEWERS RUSS, COREY V 138d overdue
18145534 METHOD AND SYSTEM FOR USER PERFORMANCE EVALUATION BOROWSKI, MICHAEL 89d overdue
17376663 MANAGING DYNAMICALLY ADAPTIVE SUPPLY NETWORK AND SYSTEM THEREFOR MUNSON, PATRICIA H 78d overdue
18934358 SYSTEMS AND METHODS FOR EVALUATING SUSTAINABILITY OF A FOOD SUPPLY CHAIN NETWORK USING DIGITAL TWIN HATCHER, DEIRDRE D 46d overdue
18181376 RETAIL SPACE PLANNING THROUGH PATTERN RECOGNITION CHEIN, ALLEN C 9d
18134097 SYSTEMS AND METHODS FOR DATA EXPLORATION ANALYSIS BASED CONVENANTS CATEGORIZATION AND RECOMMENDATION THEREOF MUSTAFA, MOHAMMED H 15d
18659085 METHOD AND SYSTEM FOR MICRO-ACTIVITY IDENTIFICATION HO, THOMAS Y 21d

Interview Candidates (14)

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
18145534 METHOD AND SYSTEM FOR USER PERFORMANCE EVALUATION BOROWSKI, MICHAEL 89d overdue
18659085 METHOD AND SYSTEM FOR MICRO-ACTIVITY IDENTIFICATION HO, THOMAS Y 21d
18323012 OPTIMAL INTRADAY SCHEDULING OF AGGREGATED DISTRIBUTED ENERGY RESOURCES (DERs) BOROWSKI, MICHAEL 28d
19085526 TOKENIZATION OF SUSTAINABILITY DEVELOPMENT GOALS (SDGs) BASED FARM SUSTAINABILITY INDICES AND CERTIFICATES NGUYEN, NGA B
19083574 SYSTEM AND METHOD FOR CREATING NON-FUNGIBLE TOKEN BASED DYNAMIC DECENTRALIZED NETWORK FOR WAREHOUSE COMMODITY MANAGEMENT YU, ARIEL J
19084077 PERSONALIZED PROMOTION OFFER GENERATION BY UNDERSTANDING CUSTOMER BUYING INTENT TO MAXIMIZE RETURN ON INVESTMENT DETWEILER, JAMES M
19079868 METHOD AND SYSTEM FOR ADAPTIVE TASK AND MOTION PLANNING (ATAMP) FOR PERFORMING OBJECT-INVARIANT STACKING OPERATIONS PECHE, JORGE O
19058356 OPTIMAL ROUTE PLANNING AND VEHICLE CAPACITY UTILIZATION WITH MANAGEMENT OF INCOMPATIBLE COMMODITIES IN LOGISTICS KIRK, BRYAN J

Top Art Units

Art UnitApps
3624 7
3628 3
3629 3
2123 3
3692 2
3627 2
3621 1
3656 1
3688 1
3798 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19085526 TOKENIZATION OF SUSTAINABILITY DEVELOPMENT GOALS (SDGs) BASED FARM SUSTAINABILITY INDICES AND CERTIFICATES NGUYEN, NGA B §101 Non-Final OA Pending Mar 20, 2025
19083574 SYSTEM AND METHOD FOR CREATING NON-FUNGIBLE TOKEN BASED DYNAMIC DECENTRALIZED NETWORK FOR WAREHOUSE COMMODITY MANAGEMENT YU, ARIEL J §102 Non-Final OA Pending Mar 19, 2025
19084077 PERSONALIZED PROMOTION OFFER GENERATION BY UNDERSTANDING CUSTOMER BUYING INTENT TO MAXIMIZE RETURN ON INVESTMENT DETWEILER, JAMES M 3621 §112 Final Rejection Pending Mar 19, 2025
19079868 METHOD AND SYSTEM FOR ADAPTIVE TASK AND MOTION PLANNING (ATAMP) FOR PERFORMING OBJECT-INVARIANT STACKING OPERATIONS PECHE, JORGE O 3656 §112 Non-Final OA Pending Mar 14, 2025
19058356 OPTIMAL ROUTE PLANNING AND VEHICLE CAPACITY UTILIZATION WITH MANAGEMENT OF INCOMPATIBLE COMMODITIES IN LOGISTICS KIRK, BRYAN J 3628 §101 Final Rejection Pending Feb 20, 2025
19032728 STOCHASTIC MINPLUS WITH STATE (SMS) AGENT-BASED APPROACH FOR INLINE RECOVERY OF AIRLINE OPERATIONS GILLS, KURTIS 3624 §103 Non-Final OA Pending Jan 21, 2025
19008134 METHOD AND SYSTEM FOR RECOMMENDATION OF ANCILLARY BUNDLE OFFERS FOR SEGMENTED CUSTOMERS CIVAN, ETHAN D 3688 §103 Non-Final OA Pending Jan 02, 2025
18986927 METHOD AND SYSTEM FOR MULTIMODAL IMAGE SUPER-RESOLUTION USING CONVOLUTIONAL DICTIONARY LEARNING SHENG, XIN §103 Non-Final OA Pending Dec 19, 2024
18962906 ESTIMATING WILLINGNESS-TO-PAY DISTRIBUTIONS FROM BUNDLED AND UNBUNDLED SALES DATA USING GAMMA MIXTURE DENSITY NETWORKS JOSEPH, TONYA S 3628 §101 Non-Final OA Pending Nov 27, 2024
18960511 DYNAMIC ALGO CONTAINER FRAMEWORK PUJOLS-CRUZ, MARJORIE 3624 §103 Final Rejection Pending Nov 26, 2024
18953978 METHOD AND SYSTEM FOR SOURCE LOCALIZATION OF ATRIAL FIBRILLATION FRITH, SEAN A 3798 §112 Non-Final OA Pending Nov 20, 2024
18952793 ALCOHOL INTOXICATION STATE DETECTION USING A WEARABLE DEVICE AND A MOBILE DEVICE LAU, HOI CHING 2689 §101 Non-Final OA 57d Pending Nov 19, 2024
18934358 SYSTEMS AND METHODS FOR EVALUATING SUSTAINABILITY OF A FOOD SUPPLY CHAIN NETWORK USING DIGITAL TWIN HATCHER, DEIRDRE D 3625 §101 Final Rejection 46d overdue Pending Nov 01, 2024
18928530 SYSTEMS AND METHODS FOR HYPERSPECTRAL IMAGE PROCESSING IN REMOTE SENSING USING REFLEXIVITY BASED APPROXIMATE COMPUTING ALLEN, LUCIUS CAMERON GREE §112 Non-Final OA Pending Oct 28, 2024
18824640 METHOD AND SYSTEM FOR MICROWAVE IMAGING WITH MULTIPLE-INPUT AND MULTIPLE-OUTPUT (MIMO) SYNTHETIC APERTURE RADAR (SAR) LI, YONGHONG §103 Non-Final OA Pending Sep 04, 2024
18793088 LEVERAGING BLOCKCHAIN AND CONDITIONAL HOMOMORPHIC PROXY RE-ENCRYPTION FOR ENHANCED TRANSACTION PRIVACY AND AUDITING JIMENEZ, JUSTIN ABEL 3697 §103 Non-Final OA 26d Pending Aug 02, 2024
18766333 METHODS AND SYSTEMS FOR AUTOMATED GENERATION OF CLINICAL TRIAL DOCUMENTS RAPILLO, KRISTINE K 3682 §101 Final Rejection Pending Jul 08, 2024
18764020 SYSTEM AND METHOD FOR LARGE LANGUAGE MODEL BASED AUTOMATED TEST INPUT GENERATION FOR WEB APPLICATIONS NGUYEN, MONGBAO §103 Non-Final OA Pending Jul 03, 2024
18760411 METHODS AND SYSTEMS FOR REAL-TIME VOLTAGE STABILIZATION OF ELECTRICAL DISTRIBUTION NETWORKS WITH NON-LINEAR POWER FLOWS XU, PETER §103 Non-Final OA Pending Jul 01, 2024
18760954 METHOD AND SYSTEM FOR MANUFACTURER AND TYPE IDENTIFICATION OF A MEDICAL IMPLANT ISLAM, MEHRAZUL NMN 2662 §103 Non-Final OA Pending Jul 01, 2024
18659085 METHOD AND SYSTEM FOR MICRO-ACTIVITY IDENTIFICATION HO, THOMAS Y 3624 §103 Non-Final OA 21d Pending May 09, 2024
18604817 UNMANNED AERIAL VEHICLE (UAV) PROPELLED AUTONOMOUS MULTIPLANE CLEANING SYSTEM (UPAMCS) KARLS, SHAY LYNN 3723 §112 Non-Final OA Pending Mar 14, 2024
18596737 METHOD AND SYSTEM OF CONSTRUCTING REFACTORING PATH FOR ON-PREMISES APPLICATION MIGRATION TO CLOUD GHAFFARI, ABU Z Non-Final OA Pending Mar 06, 2024
18592087 CONTROL AND OPTIMIZATION OF CONTINUOUS CHROMATOGRAPHY PROCESS KAY, DOUGLAS §101 Non-Final OA Pending Feb 29, 2024
18414297 INTER-BANK TRANSACTION WITH PRIVACY ENABLED AUDITING AND PRIVACY ENABLED INTER-BANK SETTLEMENTS IN BLOCKCHAIN NETWORK ABDULLAEV, AMANULLA 3692 §101 Final Rejection 75d Pending Jan 16, 2024
18401030 METHOD AND SYSTEM TO CLASSIFY NEWS SNIPPETS INTO CATEGORIES USING AN ENSEMBLE OF MACHINE LEARNING MODELS MCINTOSH, ANDREW T §103 Non-Final OA Pending Dec 29, 2023
18393358 METHOD AND SYSTEM FOR DETERMINING CARDIAC ABNORMALITIES USING CHAOS-BASED CLASSIFICATION MODEL FROM MULTI-LEAD ECG WELCH, WILLOW GRACE 3792 §112 Final Rejection 60d overdue Pending Dec 21, 2023
18390367 METHOD AND SYSTEM FOR ESTIMATION OF COVER CROP DURATION AND INTEGRATED COVER CROP INDEX (ICCI) MOLNAR, HUNTER A 3628 §101 Non-Final OA Pending Dec 20, 2023
18544645 RECOMMENDING SENSORS FOR AN APPLICATION USING ELEMENTS OF SERVICE-ORIENTED-ARCHITECTURE AND DESIGN (SOAD) MAUNI, HUMAIRA ZAHIN §103 Non-Final OA Pending Dec 19, 2023
18535204 ELECTRICALLY HEATED GAS MIXTURE MEDIATED FOSSIL FUEL FREE INDUSTRIAL PLANT PROCESSES WOLFORD, KURT JOSEPH 1731 §112 Non-Final OA Pending Dec 11, 2023
18530300 SYSTEM AND METHOD FOR AUTO REPAIRING VULNERABLE CODE PROGRAM FRAGMENTS OF A SOFTWARE SHAW, PETER C 2493 §103 Final Rejection 9d overdue Pending Dec 06, 2023
18385566 METHOD AND SYSTEM FOR DYNAMIC ITEM GENERATION BY GENERATOR FUNCTION FOR ASSESSMENT IN CANDIDATE CONSOLE SAINT-VIL, EDDY 3715 §101 Final Rejection Pending Oct 31, 2023
18385581 METHOD AND SYSTEM TO CALCULATE NET CARBON SEQUESTRATION FOR AGRICULTURE USING REMOTE SENSING DATA PERLMAN, DAVID S 2673 §103 Non-Final OA Pending Oct 31, 2023
18374275 METHOD AND SYSTEM FOR ELECTRIC VEHICLE (EV) FLEET CHARGING LABAZE, EDWYN §102 Non-Final OA Pending Sep 28, 2023
18372217 SYSTEMS AND METHODS FOR ANALYSING SOFTWARE PRODUCTS WASAFF, JOHN S. 3629 §103 Non-Final OA Pending Sep 25, 2023
18473895 SYSTEMS AND METHODS FOR ANALYSING SOFTWARE PRODUCTS WASAFF, JOHN S. 3629 §103 Non-Final OA Pending Sep 25, 2023
18472668 METHOD AND SYSTEM FOR GENERATING TABULAR SYNTHETIC DATA DIEP, DUY T 2123 §103 Non-Final OA Pending Sep 22, 2023
18462782 SYSTEMS AND METHODS FOR MONITORING AND MANAGING FARM VERSIONS AND MEASURING PORTABILITY TO TARGET FARMS HO, THOMAS Y 3624 §102 Non-Final OA Pending Sep 07, 2023
18354093 METHOD AND SYSTEM FOR JOINTLY PRUNING AND HARDWARE ACCELERATION OF PRE-TRAINED DEEP LEARNING MODELS HOOVER, BRENT JOHNSTON 2127 §103 Non-Final OA 42d Pending Jul 18, 2023
18332552 ESTIMATING BLOOD PRESSURE OF A SUBJECT USING AN ECG DRIVEN CARDIOVASCULAR MODEL AGAHI, PUYA 3791 §101 Non-Final OA Pending Jun 09, 2023
18323012 OPTIMAL INTRADAY SCHEDULING OF AGGREGATED DISTRIBUTED ENERGY RESOURCES (DERs) BOROWSKI, MICHAEL 3624 §101 Non-Final OA 28d Pending May 24, 2023
18323182 SYSTEMS AND METHODS FOR GENERATING OPTIMAL INTRADAY BIDS AND OPERATING SCHEDULES FOR DISTRIBUTED ENERGY RESOURCES TURK, BROCK E 3692 §101 Final Rejection Pending May 24, 2023
18318380 METHOD AND SYSTEM FOR ADVERSARIAL MULTI-ARCHITECTURE BASED DELAY PREDICTION IN SCHEDULED TRANSPORTATION NETWORKS RYLANDER, BART I 2124 §103 Non-Final OA 62d Pending May 16, 2023
18134097 SYSTEMS AND METHODS FOR DATA EXPLORATION ANALYSIS BASED CONVENANTS CATEGORIZATION AND RECOMMENDATION THEREOF MUSTAFA, MOHAMMED H 3693 §101 Final Rejection 15d Pending Apr 13, 2023
18122345 GENERATING CONTEXTUAL ADVISORY FOR XaaS BY CAPTURING USER-INCLINATION AND NAVIGATING USER THROUGH COMPLEX INTERDEPENDENT DECISIONS GALVIN-SIEBENALER, PAUL MICHAEL 2147 §103 Final Rejection Pending Mar 16, 2023
18181376 RETAIL SPACE PLANNING THROUGH PATTERN RECOGNITION CHEIN, ALLEN C 3627 §101 Final Rejection 9d Pending Mar 09, 2023
18177601 AUTOMATED CREATION OF TINY DEEP LEARNING MODELS BASED ON MULTI-OBJECTIVE REWARD FUNCTION MAUNI, HUMAIRA ZAHIN 2141 §103 Non-Final OA Pending Mar 02, 2023
18151548 METHOD AND SYSTEM TO ESTIMATE PERFORMANCE OF SESSION BASED RECOMMENDATION MODEL LAYERS ON FPGA VAUGHN, RYAN C 2125 §112 Non-Final OA Pending Jan 09, 2023
18146885 SYSTEMS AND METHODS FOR PREDICTING AND OPTIMIZING PERFORMANCE OF GAS TURBINES DUGER, JASON H 3741 §112 Non-Final OA Pending Dec 27, 2022
18145534 METHOD AND SYSTEM FOR USER PERFORMANCE EVALUATION BOROWSKI, MICHAEL 3624 §101 Final Rejection 89d overdue Pending Dec 22, 2022
17994580 SYSTEM AND METHOD FOR GENERATING MIXED VARIABLE TYPE MULTIVARIATE TEMPORAL SYNTHETIC DATA RODEN, DONALD THOMAS 2128 §103 Final Rejection Pending Nov 28, 2022
17970886 METHOD AND SYSTEM FOR ATTENTIVE ONE SHOT META IMITATION LEARNING FROM VISUAL DEMONSTRATION HAN, KYU HYUNG 2123 §103 Non-Final OA 72d Pending Oct 21, 2022
18048055 METHOD AND SYSTEM FOR SPECTRUM MATCHING FOR HYPERSPECTRAL AND MULTISPECTRAL DATA LEE, SANGKYUNG 2858 §101 Final Rejection 28d Pending Oct 20, 2022
18045519 SYSTEMS AND METHODS FOR RULES-BASED MAPPING OF ANSWER SCRIPTS TO MARKERS SHAIKH, ZEESHAN MAHMOOD 2658 §101 Final Rejection Pending Oct 11, 2022
17822722 METHOD AND SYSTEM FOR PROVIDING ASSISTANCE TO INTERVIEWERS RUSS, COREY V 3629 §101 Non-Final OA 138d overdue Pending Aug 26, 2022
17806047 GENERATING MOLECULAR DYNAMICS POTENTIALS AND SIMULATING THEREOF FOR PREDICTING PROPERTIES OF MULTI-ELEMENT ALLOY STRUCTURES KIM, EUNHEE 2188 §103 Final Rejection Pending Jun 08, 2022
17663240 METHOD AND SYSTEM FOR EXPLAINABLE MACHINE LEARNING USING DATA AND PROXY MODEL BASED HYBRID APPROACH RIFKIN, BEN M 2123 §101 Non-Final OA 140d overdue Pending May 13, 2022
17634903 SYSTEM AND METHOD FOR ASSESSING THE RISK OF PREDIABETES KRIANGCHAIVECH, KETTIP 1686 §103 Final Rejection Pending Feb 11, 2022
17634949 SYSTEM AND METHOD FOR ASSESSING THE RISK OF COLORECTAL CANCER FONSECA LOPEZ, FRANCINI ALVARENGA 1685 §103 Final Rejection Pending Feb 11, 2022
17596186 SYSTEM AND METHOD FOR COMBATING MYCOBACTERIUM TUBERCULOSIS INFECTIONS KONOPKA, CATHERINE ANNE 1635 §112 Non-Final OA Pending Dec 03, 2021
17494868 METHODS AND SYSTEMS FOR ENSURING ON-TIME DELIVERY (OTD) OF PRODUCT SALMAN, AVIA ABDULSATTAR 3627 §101 Non-Final OA Pending Oct 06, 2021
17472315 ENSEMBLE GENERATIVE ADVERSARIAL NETWORK BASED SIMULATION OF CARDIOVASCULAR DISEASE SPECIFIC BIOMEDICAL SIGNALS ANDERSON-FEARS, KEENAN NEIL 1687 §103 Final Rejection 57d Pending Sep 10, 2021
17376663 MANAGING DYNAMICALLY ADAPTIVE SUPPLY NETWORK AND SYSTEM THEREFOR MUNSON, PATRICIA H 3624 §101 Final Rejection 78d overdue Pending Jul 15, 2021
17348455 METHOD AND SYSTEM FOR IDENTIFYING PREDICTABLE FIELDS IN AN APPLICATION FOR MACHINE LEARNING JONES, CHARLES JEFFREY 2122 §103 Final Rejection 46d overdue Pending Jun 15, 2021
16809260 SYSTEM AND METHOD FOR MANAGING RIPENING CONDITIONS OF CLIMACTERIC FRUITS AXTELL, ASHLEY 1792 §112 Non-Final OA Pending Mar 04, 2020

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