Prosecution Insights
Prosecution Insights
55 pending office actions • 32 art units • 51 examiners • 0 of 55 (0%) have an AI response strategy ready • 115 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 14 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.
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. 14 of the docket's apps have a known mailing date.
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.
| Bucket | Cases |
|---|---|
| §101 only | 8 (15%) |
| §101 + other | 19 (35%) |
| §103 only | 21 (38%) |
| §102 only | 2 (4%) |
| Double-patenting only | 1 (2%) |
| Double-patenting + other | 1 (2%) |
| Multi-statute (no §101) | 3 (5%) |
How the docket's pending cases split across USPTO tech-center bands.
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.
| Examiner | Apps on this docket | Allow rate | Interview lift |
|---|---|---|---|
| GARG, YOGESH C | 2 | 61.6% | +33.2% |
| BARGEON, BRITTANY E | 2 | 45.0% | +33.7% |
| GOOD JOHNSON, MOTILEWA | 2 | 73.4% | +14.2% |
| DIROMA, SCOTT MICHAEL | 2 | 30.0% | +26.1% |
| ALAM, SHAHID AL | 1 | 87.9% | +14.5% |
| CIVAN, ETHAN D | 1 | 68.5% | +29.0% |
| VIG, NARESH | 1 | 36.6% | +43.4% |
| SHANMUGASUNDARAM, KANNAN | 1 | 72.3% | +36.2% |
| GEORGALAS, ANNE MARIE | 1 | 43.0% | +51.8% |
| EBERSMAN, BRUCE I | 1 | 64.1% | +58.7% |
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 # | Title | Examiner | Due in |
|---|---|---|---|
| 18374324 | FOOTWEAR AUTHENTICATION USING PRESSURE DISTRIBUTION IMAGE ANALYSIS | KRAISINGER, EMILY MARIE | 119d overdue |
| 17699400 | BUNDLE CREATION FROM DESCRIPTION CONTENT USING MACHINE LEARNING | RAMPHAL, LATASHA DEVI | 50d overdue |
| 18930465 | Virtual Account Use | PUTTAIAH, ASHA | 22d overdue |
| 18826819 | SYSTEM AND METHODS FOR PERSONALIZATION AND ENHANCEMENT OF A MARKETPLACE | POINVIL, FRANTZY | 19d overdue |
| 18510233 | LEVERAGING GENERATIVE ARTIFICIAL INTELLIGENCE TO IDENTIFY PRODUCTS FOR COMPLETING A TASK DEFINED BY A SEARCH QUERY | SINGH, AMRESH | 4d overdue |
| 18656941 | METHODS AND SYSTEMS FOR VIRTUAL FITTING ROOMS OR HYBRID STORES | BARGEON, BRITTANY E | 13d |
| 18215792 | TECHNIQUES FOR STORING UNIQUE ITEM CHARACTERISTICS AS NON-FUNGIBLE TOKENS ON A BLOCKCHAIN | DIROMA, SCOTT MICHAEL | 16d |
| 18397943 | GENERATIVE ARTIFICIAL INTELLIGENCE CODE LOOKUP ENGINE IN AN ITEM LISTING SYSTEM | LEVINE, ADAM L | 75d |
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 # | Title | Examiner | Due in |
|---|---|---|---|
| 18621579 | PRODUCT IMAGE GENERATION SYSTEM | GOOD JOHNSON, MOTILEWA | 19d overdue |
| 18656941 | METHODS AND SYSTEMS FOR VIRTUAL FITTING ROOMS OR HYBRID STORES | BARGEON, BRITTANY E | 13d |
| 18215792 | TECHNIQUES FOR STORING UNIQUE ITEM CHARACTERISTICS AS NON-FUNGIBLE TOKENS ON A BLOCKCHAIN | DIROMA, SCOTT MICHAEL | 16d |
| 18811577 | Different Action User-Interface Components In A Comparison View | GARG, YOGESH C | 56d |
| 19287522 | MANAGING DATABASE OFFSETS WITH TIME SERIES | ALAM, SHAHID AL | — |
| 19268370 | PERSONALIZED DELIVERY TIME ESTIMATE SYSTEM | CIVAN, ETHAN D | — |
| 19089577 | COMPLEMENTARY ITEM RECOMMENDATION SYSTEM | GARG, YOGESH C | — |
| 19073203 | SYSTEMS AND METHODS FOR CUSTOMER VALUATION AND MERCHANT BIDDING | VIG, NARESH | — |
| Art Unit | Apps |
|---|---|
| 3688 | 8 |
| 3689 | 5 |
| 3626 | 3 |
| 2619 | 3 |
| 3693 | 2 |
| 2141 | 2 |
| 3698 | 2 |
| 2161 | 1 |
| 2168 | 1 |
| 2673 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19287522 | MANAGING DATABASE OFFSETS WITH TIME SERIES | ALAM, SHAHID AL | 2161 | §101§103§112 | Final Rejection | — | Pending | Jul 31, 2025 |
| 19268370 | PERSONALIZED DELIVERY TIME ESTIMATE SYSTEM | CIVAN, ETHAN D | — | §101DP | Non-Final OA | — | Pending | Jul 14, 2025 |
| 19089577 | COMPLEMENTARY ITEM RECOMMENDATION SYSTEM | GARG, YOGESH C | — | §101§103Other | Non-Final OA | — | Pending | Mar 25, 2025 |
| 19073203 | SYSTEMS AND METHODS FOR CUSTOMER VALUATION AND MERCHANT BIDDING | VIG, NARESH | — | DP | Non-Final OA | — | Pending | Mar 07, 2025 |
| 19070191 | QUERY MODALITY RECOMMENDATION FOR SEARCH | SHANMUGASUNDARAM, KANNAN | 2168 | §102§103Other | Final Rejection | — | Pending | Mar 04, 2025 |
| 19007154 | PERSONALIZED PARTS EXPERIENCES ON LISTING PLATFORMS | GEORGALAS, ANNE MARIE | 3689 | §101§103§112 | Non-Final OA | — | Pending | Dec 31, 2024 |
| 19004906 | CROSS-DOMAIN SECURE AUTHENTICATION ENGINE IN AN ITEM LISTING SYSTEM | EBERSMAN, BRUCE I | 3693 | §103 | Non-Final OA | — | Pending | Dec 30, 2024 |
| 19003897 | MULTIMODAL LARGE LANGUAGE LEARNING MODEL FOR AUGMENTING LISTINGS | BARGEON, BRITTANY E | 3688 | §103 | Non-Final OA | — | Pending | Dec 27, 2024 |
| 19000176 | INTERACTIVE PRODUCT REVIEW INTERFACE | SULLIVAN, THOMAS J | — | §103Other | Non-Final OA | — | Pending | Dec 23, 2024 |
| 18986611 | METHOD, MEDIUM, AND SYSTEM FOR INTELLIGENT ONLINE PERSONAL ASSISTANT WITH IMAGE TEXT LOCALIZATION | ZIMMERMAN, MATTHEW E | 3688 | §101§103§112 | Non-Final OA | — | Pending | Dec 18, 2024 |
| 18971560 | ITEM BUNDLE SEARCHING BASED ON IMAGE SEGMENTATION | CAI, PHUONG HAU | 2673 | §103 | Non-Final OA | — | Pending | Dec 06, 2024 |
| 18968013 | SELECTING OPTIONS ON A SCREEN USING GESTURES | RAYAN, MIHIR K | 2621 | §103 | Final Rejection | — | Pending | Dec 04, 2024 |
| 18968026 | LLM-BASED LABELER DEVELOPMENT ENGINE | KIM, JONATHAN C | 2655 | §101§103 | Non-Final OA | — | Pending | Dec 04, 2024 |
| 18959146 | Dynamic Automatic Generation of Item Listings | WARNER, PHILIP N | 3624 | §103 | Final Rejection | — | Pending | Nov 25, 2024 |
| 18957975 | Audio and Language Translation Between Computing Devices | LAM, PHILIP HUNG FAI | 2656 | §103 | Non-Final OA | — | Pending | Nov 25, 2024 |
| 18932309 | A SELF-LEARNING APPARATUS TO DETECT POSSIBLE FINANCIAL FRAUD BEHAVIOR WITHIN A PAYMENT PROCESSOR | SWARTZ, STEPHEN S | 3625 | §101§103 | Final Rejection | — | Pending | Oct 30, 2024 |
| 18930465 | Virtual Account Use | PUTTAIAH, ASHA | 3691 | §101 | Final Rejection | 22d overdue | Pending | Oct 29, 2024 |
| 18927648 | CONCEPT REFINEMENT USING CONCEPT ACTIVATION VECTORS | AIRAPETIAN, MILA | 3688 | §101 | Non-Final OA | — | Pending | Oct 25, 2024 |
| 18917623 | INTELLIGENT AUDIO OUTPUT DEVICES | NGUYEN, QUYNH H | 2693 | §102§103DP | Non-Final OA | — | Pending | Oct 16, 2024 |
| 18890396 | SYSTEM AND METHOD FOR DETECTING ABNORMAL ORDER PAYMENT BEHAVIOR USING GRAPH MODEL EMBEDDING AND ANOMALY DETECTION | SHAIKH, MOHAMMAD Z | 3694 | §101 | Final Rejection | — | Pending | Sep 19, 2024 |
| 18887992 | IMAGE EVALUATION | PATEL, JAYESH A | — | §102 | Non-Final OA | — | Pending | Sep 17, 2024 |
| 18826819 | SYSTEM AND METHODS FOR PERSONALIZATION AND ENHANCEMENT OF A MARKETPLACE | POINVIL, FRANTZY | 3693 | §101 | Final Rejection | 19d overdue | Pending | Sep 06, 2024 |
| 18811577 | Different Action User-Interface Components In A Comparison View | GARG, YOGESH C | 3688 | §103Other | Final Rejection | 56d | Pending | Aug 21, 2024 |
| 18788023 | Authenticating Items Using a Learning Model | PINSKY, DOUGLAS W | 3626 | §101§103§112 | Final Rejection | — | Pending | Jul 29, 2024 |
| 18784511 | SYSTEM, COMPUTER STORAGE MEDIA, AND METHOD FOR INTELLIGENT COMPUTER SEARCH FUNCTIONALITY FOR LOCATING ITEMS OF INTEREST NEAR USERS | KANG, TIMOTHY J | 3689 | §103 | Final Rejection | — | Pending | Jul 25, 2024 |
| 18748727 | MULTI-POINT RISK DETECTION FOR ELECTRONIC TRANSMISSIONS | HASBROUCK, MERRITT J | 3695 | §101§102§103 | Final Rejection | — | Pending | Jun 20, 2024 |
| 18747145 | PROGRESSIVE DECISIONING OF BEHAVIORAL RISK BY DYNAMICALLY ANALYZING AND SYNTHESIZING BEHAVIORAL FRAUD PATTERN | FRUNZI, VICTORIA E. | 3689 | §101 | Non-Final OA | — | Pending | Jun 18, 2024 |
| 18739655 | Automatic detection and management of purchase of items in high demand | WEINER, ARIELLE E | 3689 | §101§103§112 | Non-Final OA | — | Pending | Jun 11, 2024 |
| 18735899 | TRANSACTION SECURITY TECHNIQUES | FIELDS, COURTNEY D | 2436 | §103 | Final Rejection | — | Pending | Jun 06, 2024 |
| 18656941 | METHODS AND SYSTEMS FOR VIRTUAL FITTING ROOMS OR HYBRID STORES | BARGEON, BRITTANY E | 3688 | §101Other | Final Rejection | 13d | Pending | May 07, 2024 |
| 18621579 | PRODUCT IMAGE GENERATION SYSTEM | GOOD JOHNSON, MOTILEWA | 2619 | §103Other | Final Rejection | 19d overdue | Pending | Mar 29, 2024 |
| 18607487 | ITEM CONDITION VERIFICATION | VETTER, DANIEL | 3628 | §101 | Non-Final OA | — | Pending | Mar 17, 2024 |
| 18587308 | Virtual Environment Arrangement and Configuration | MISIASZEK, MICHAEL | 3688 | §103Other | Non-Final OA | 2d overdue | Pending | Feb 26, 2024 |
| 18584116 | AUTOMATIC ORDERING OF CONSUMABLE ITEMS | LUDWIG, PETER L | 3627 | §101§103 | Non-Final OA | — | Pending | Feb 22, 2024 |
| 18683171 | MAPPING MICRO-VIDEO HASHTAGS TO CONTENT CATEGORIES | PADUA, NICO LAUREN | 3626 | §101§103 | Final Rejection | — | Pending | Feb 12, 2024 |
| 18419241 | Interactive Forums for Specific Regions of a Digital Image | HOANG, PHI | 2619 | §103 | Non-Final OA | 3d overdue | Pending | Jan 22, 2024 |
| 18397943 | GENERATIVE ARTIFICIAL INTELLIGENCE CODE LOOKUP ENGINE IN AN ITEM LISTING SYSTEM | LEVINE, ADAM L | 3689 | §101§102 | Non-Final OA | 75d | Pending | Dec 27, 2023 |
| 18397189 | Relationship Modeling for Network Address Domains | SAVENKOV, VADIM | 2432 | §101§103§112Other | Final Rejection | — | Pending | Dec 27, 2023 |
| 18529143 | GENERATIVE ARTIFICIAL INTELLIGENCE PRESENTATION ENGINE IN AN ITEM LISTING SYSTEM | AUGUSTINE, NICHOLAS | 2178 | §102 | Final Rejection | — | Pending | Dec 05, 2023 |
| 18528282 | Automatic Image Composition with Item Promotion | VAN BRAMER, JOHN W | 3622 | §101§112 | Non-Final OA | — | Pending | Dec 04, 2023 |
| 18510233 | LEVERAGING GENERATIVE ARTIFICIAL INTELLIGENCE TO IDENTIFY PRODUCTS FOR COMPLETING A TASK DEFINED BY A SEARCH QUERY | SINGH, AMRESH | 2159 | §101§103 | Non-Final OA | 4d overdue | Pending | Nov 15, 2023 |
| 18388352 | Auto Posting System | MESA, JOSE M | 2484 | §103Other | Final Rejection | 161d overdue | Pending | Nov 09, 2023 |
| 18490155 | Augmented Reality, Computer Vision, and Digital Ticketing Systems | GOOD JOHNSON, MOTILEWA | 2619 | §103§112 | Final Rejection | — | Pending | Oct 19, 2023 |
| 18486852 | Mailer Assembly With Pockets | HELVEY, PETER N. | 3734 | §102§103 | Final Rejection | — | Pending | Oct 13, 2023 |
| 18374324 | FOOTWEAR AUTHENTICATION USING PRESSURE DISTRIBUTION IMAGE ANALYSIS | KRAISINGER, EMILY MARIE | 3626 | §101 | Non-Final OA | 119d overdue | Pending | Sep 28, 2023 |
| 18450260 | SYSTEMS AND METHODS FOR PROVIDING COMPLEMENTARY CONTENT ON LINKED MACHINES | HASTY, NICHOLAS | 2141 | §103 | Non-Final OA | — | Pending | Aug 15, 2023 |
| 18218804 | Injecting Faults by Instrumentation Code | PAULINO, LENIN | 2197 | §103 | Final Rejection | — | Pending | Jul 06, 2023 |
| 18216031 | Context-Driven Generation of Diverse Questions | GIDDINS, NELSON S | 2408 | §103 | Final Rejection | — | Pending | Jun 29, 2023 |
| 18215792 | TECHNIQUES FOR STORING UNIQUE ITEM CHARACTERISTICS AS NON-FUNGIBLE TOKENS ON A BLOCKCHAIN | DIROMA, SCOTT MICHAEL | 3698 | §101§103 | Final Rejection | 16d | Pending | Jun 28, 2023 |
| 18141149 | DISPLAY ORIENTATION ADJUSTMENT USING FACIAL LANDMARK INFORMATION | MEROUAN, ABDERRAHIM | 2683 | §103 | Final Rejection | — | Pending | Apr 28, 2023 |
| 18300268 | LOCATION-BASED SYSTEMS AND TECHNIQUES FOR MINTING NON-FUNGIBLE TOKENS (NFTS) | DIROMA, SCOTT MICHAEL | 3698 | §103 | Non-Final OA | — | Pending | Apr 13, 2023 |
| 18132748 | Near Real-Time Feature Simulation for Online/Offline Point-in-Time Data Parity | KIM, JONATHAN J | 2141 | §103 | Final Rejection | — | Pending | Apr 10, 2023 |
| 17860065 | ADAPTIVE SEARCH REFINEMENT | GOFMAN, ALEX N | 2163 | §103 | Final Rejection | 28d overdue | Pending | Jul 07, 2022 |
| 17743692 | Auctions in Extended Reality Environments | SMITH, LINDSEY B | 3688 | §101§112 | Final Rejection | — | Pending | May 13, 2022 |
| 17699400 | BUNDLE CREATION FROM DESCRIPTION CONTENT USING MACHINE LEARNING | RAMPHAL, LATASHA DEVI | 3688 | §101§103§112 | Final Rejection | 50d overdue | Pending | Mar 21, 2022 |
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