Prosecution Insights
Prosecution Insights
Technology area: Transportation, E-Commerce & Mechanical Systems
26 pending office actions • 19 art units • 25 examiners • 0 of 26 (0%) have an AI response strategy ready • 14 patents granted in the last 365 days
Grabtaxi Holdings Pte. Ltd. currently has 26 pending office actions in the Transportation, E-Commerce & Mechanical Systems technology area. These cases are distributed among 25 distinct examiners, indicating that almost every pending action is being reviewed by a different individual. This high level of examiner diversity is matched by the involvement of 19 distinct art units. The breadth of art units suggests that the company's technology spans a wide array of classifications within the transportation and e-commerce sectors.
The busiest examiner for this portfolio is GOMEZ, CHRISTOPHER ALBERT, who is handling 2 pending office actions. With 26 pending office actions in total, the reliance on GOMEZ, CHRISTOPHER ALBERT is minimal compared to the overall volume of work spread across 25 distinct examiners. Practitioners must prepare for a variety of examination styles, as the 19 distinct art units involved will likely apply different precedents and technical standards to the pending applications.
Based on the USPTO statutory response window for each pending office action. 10 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. 10 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 | 6 (23%) |
| §101 + other | 13 (50%) |
| §103 only | 4 (15%) |
| §112 only | 1 (4%) |
| Multi-statute (no §101) | 2 (8%) |
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 |
|---|---|---|---|
| GOMEZ, CHRISTOPHER ALBERT | 2 | 26.4% | +30.9% |
| BROCKINGTON III, WILLIAM S | 1 | 42.2% | +54.9% |
| CRANDALL, RICHARD W. | 1 | 30.2% | +33.8% |
| MURRAY, WAYNE SCOTT | 1 | 44.9% | +46.9% |
| THOMPSON, JOSEPH LEIGH | 1 | 36.8% | +61.6% |
| CHOY, PAN G | 1 | 24.4% | +34.9% |
| ARJOMANDI, NOOSHA | 1 | 86.0% | +10.3% |
| ANDA, JENNIFER MARIE | 1 | 71.9% | +28.7% |
| KUNTZ, JEWEL A | 1 | 70.9% | +16.4% |
| ALLISON, ANDRAE S | 1 | 84.1% | -15.5% |
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 |
|---|---|---|---|
| 19194869 | COMPUTER-IMPLEMENTED METHOD, AND A SERVER | GOMEZ, CHRISTOPHER ALBERT | 15d overdue |
| 18958288 | METHOD AND SYSTEM FOR DETERMINING A PRIORITY LEVEL OF A ROAD | CARDIMINO, CHRISTOPHER RYAN | 5d |
| 18839093 | METHOD AND DEVICE FOR FORECASTING DELIVERY FARE AND DETERMINING BATCHING POSSIBILITY PREDICTION-BASED DYNAMIC DISCOUNT FOR SCHEDULED ORDER OF GOODS DELIVERY SERVICE | GOMEZ, CHRISTOPHER ALBERT | 21d |
| 18718107 | SERVICE REQUEST ALLOCATION SYSTEM AND METHOD UNDER LACK OF AVAILABLE SERVICE PROVIDERS CONDITION | SINGH, RUPANGINI | 26d |
| 17602961 | DISTRIBUTED IN-MEMORY SPATIAL DATA STORE FOR K-NEAREST NEIGHBOUR SEARCH | CONYERS, DAWAUNE A | 28d |
| 18260869 | METHOD AND SYSTEM FOR GENERATING VEHICLE ROUTES | GOODMAN, MATTHEW PARKER | 30d |
| 18873446 | METHOD AND SYSTEM FOR ADAPTIVELY IDENTIFYING AN OPTIMAL ROUTE | KUNTZ, JEWEL A | 33d |
| 19146636 | ALLOCATION TIME PREDICTION | BROCKINGTON III, WILLIAM S | — |
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 |
|---|---|---|---|
| 19194869 | COMPUTER-IMPLEMENTED METHOD, AND A SERVER | GOMEZ, CHRISTOPHER ALBERT | 15d overdue |
| 18839093 | METHOD AND DEVICE FOR FORECASTING DELIVERY FARE AND DETERMINING BATCHING POSSIBILITY PREDICTION-BASED DYNAMIC DISCOUNT FOR SCHEDULED ORDER OF GOODS DELIVERY SERVICE | GOMEZ, CHRISTOPHER ALBERT | 21d |
| 18873446 | METHOD AND SYSTEM FOR ADAPTIVELY IDENTIFYING AN OPTIMAL ROUTE | KUNTZ, JEWEL A | 33d |
| 19146636 | ALLOCATION TIME PREDICTION | BROCKINGTON III, WILLIAM S | — |
| 19117644 | SERVER AND METHOD FOR PROCESSING CONSUMER REVIEWS | CRANDALL, RICHARD W. | — |
| 19107612 | SERVER AND METHOD FOR FACILITATING BATCHING ORDERS FOR ON-DEMAND SERVICE | MURRAY, WAYNE SCOTT | — |
| 19099217 | METHOD AND SYSTEM FOR IDENTIFYING A PARKING LOT RELATIVE TO A POINT OF INTEREST | THOMPSON, JOSEPH LEIGH | — |
| 18995179 | METHOD FOR MODELLING A DEMAND INDICATOR AND APPLICATIONS THEREOF | CHOY, PAN G | — |
| Art Unit | Apps |
|---|---|
| 3628 | 6 |
| 3623 | 1 |
| 3619 | 1 |
| 3665 | 1 |
| 3624 | 1 |
| 2166 | 1 |
| 3662 | 1 |
| 3666 | 1 |
| 2673 | 1 |
| 3661 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19146636 | ALLOCATION TIME PREDICTION | BROCKINGTON III, WILLIAM S | 3623 | §101§103§112 | Non-Final OA | — | Pending | Jul 09, 2025 |
| 19194869 | COMPUTER-IMPLEMENTED METHOD, AND A SERVER | GOMEZ, CHRISTOPHER ALBERT | 3628 | §101§103 | Non-Final OA | 15d overdue | Pending | Apr 30, 2025 |
| 19117644 | SERVER AND METHOD FOR PROCESSING CONSUMER REVIEWS | CRANDALL, RICHARD W. | 3619 | §101§103 | Non-Final OA | — | Pending | Apr 02, 2025 |
| 19107612 | SERVER AND METHOD FOR FACILITATING BATCHING ORDERS FOR ON-DEMAND SERVICE | MURRAY, WAYNE SCOTT | — | §101§103 | Non-Final OA | — | Pending | Feb 28, 2025 |
| 19099217 | METHOD AND SYSTEM FOR IDENTIFYING A PARKING LOT RELATIVE TO A POINT OF INTEREST | THOMPSON, JOSEPH LEIGH | 3665 | §101§112 | Final Rejection | — | Pending | Jan 28, 2025 |
| 18995179 | METHOD FOR MODELLING A DEMAND INDICATOR AND APPLICATIONS THEREOF | CHOY, PAN G | 3624 | §101 | Final Rejection | — | Pending | Jan 16, 2025 |
| 18994878 | LOCATION-SPECIFIC IMAGE COLLECTION | ARJOMANDI, NOOSHA | 2166 | §101§103 | Non-Final OA | — | Pending | Jan 15, 2025 |
| 18876438 | METHOD AND SYSTEM FOR ADAPTIVELY LOCATING A MOVING OBJECT RELATIVE TO A TARGET OBJECT | ANDA, JENNIFER MARIE | 3662 | §101§102§103§112 | Non-Final OA | — | Pending | Dec 18, 2024 |
| 18873446 | METHOD AND SYSTEM FOR ADAPTIVELY IDENTIFYING AN OPTIMAL ROUTE | KUNTZ, JEWEL A | 3666 | §101§103 | Final Rejection | 33d | Pending | Dec 10, 2024 |
| 18872849 | METHOD, DEVICE AND SYSTEM FOR DETECTING DYNAMIC OCCLUSION | ALLISON, ANDRAE S | 2673 | §103§112 | Non-Final OA | — | Pending | Dec 09, 2024 |
| 18958288 | METHOD AND SYSTEM FOR DETERMINING A PRIORITY LEVEL OF A ROAD | CARDIMINO, CHRISTOPHER RYAN | 3661 | §101§103 | Final Rejection | 5d | Pending | Nov 25, 2024 |
| 18855666 | DEVICE AND METHOD FOR PROCESSING IMAGE | LANE, GREGORY A | 2438 | §103 | Non-Final OA | — | Pending | Oct 10, 2024 |
| 18845215 | SYSTEM AND METHOD FOR ADAPTIVELY IDENTIFYING OPTIMAL MODEL TO SELECT ROUTE TO LOCATION | DEL TORO-ORTEGA, JORGE G | 3628 | §101 | Final Rejection | — | Pending | Sep 09, 2024 |
| 18839093 | METHOD AND DEVICE FOR FORECASTING DELIVERY FARE AND DETERMINING BATCHING POSSIBILITY PREDICTION-BASED DYNAMIC DISCOUNT FOR SCHEDULED ORDER OF GOODS DELIVERY SERVICE | GOMEZ, CHRISTOPHER ALBERT | 3628 | §101§102 | Non-Final OA | 21d | Pending | Aug 16, 2024 |
| 18722852 | SYSTEM AND METHOD FOR DETECTING INFORMATION ABOUT ROAD RELATING TO DIGITAL GEOGRAPHICAL MAP DATA | WANG, KAI NMN | 3664 | §103 | Final Rejection | 113d overdue | Pending | Jun 21, 2024 |
| 18718107 | SERVICE REQUEST ALLOCATION SYSTEM AND METHOD UNDER LACK OF AVAILABLE SERVICE PROVIDERS CONDITION | SINGH, RUPANGINI | 3628 | §101 | Final Rejection | 26d | Pending | Jun 10, 2024 |
| 18711225 | METHOD AND DEVICE FOR AUTHENTICATING A DRIVER OF A VEHICLE | OAKES, JUSTIN MONTGOMERY | 2662 | §102§103§112 | Final Rejection | — | Pending | May 17, 2024 |
| 18707282 | SYSTEM AND METHOD FOR TRAINING MACHINE LEARNING MODEL WITH GEOGRAPHICAL LOCATION | ABOUD, ABDULLAH KHALED | — | §101§103 | Non-Final OA | — | Pending | May 03, 2024 |
| 18699725 | A COMMUNICATIONS SERVER, A METHOD, A USER DEVICE, AN E-COMMERCE SERVER AND A SYSTEM | GODBOLD, DAVID GARRISON | 3628 | §101 | Non-Final OA | — | Pending | Apr 09, 2024 |
| 18561112 | METHOD OF ANNOTATING MAP DATA FOR NAVIGATION OF VEHICLES | KUJUNDZIC, DINO | 3658 | §112 | Non-Final OA | — | Pending | Nov 15, 2023 |
| 18263179 | DATA STORAGE SYSTEM AND METHOD FOR CONTROLLING ACCESS TO DATA STORED IN A DATA STORAGE | TALUKDAR, ARVIND | 2132 | §101§103§112 | Final Rejection | — | Pending | Jul 27, 2023 |
| 18260869 | METHOD AND SYSTEM FOR GENERATING VEHICLE ROUTES | GOODMAN, MATTHEW PARKER | 3628 | §101 | Non-Final OA | 30d | Pending | Jul 10, 2023 |
| 17914814 | PROCESSING APPARATUS AND METHOD FOR TRAFFIC MANAGEMENT OF A NETWORK OF ROADS | MUELLER, SARAH ALEXANDRA | 3669 | §101 | Non-Final OA | — | Pending | Sep 27, 2022 |
| 17637464 | COMMUNICATIONS SERVER APPARATUS AND METHOD FOR DETERMINATION OF AN ABSTENTION ATTACK | KIM, JUNG W | 2494 | §103 | Final Rejection | 15d | Pending | Feb 23, 2022 |
| 17611115 | METHODS AND DATA PROCESSING SYSTEMS FOR PREDICTING ROAD ATTRIBUTES | HONORE, EVEL NMN | 2142 | §103 | Non-Final OA | 15d | Pending | Nov 12, 2021 |
| 17602961 | DISTRIBUTED IN-MEMORY SPATIAL DATA STORE FOR K-NEAREST NEIGHBOUR SEARCH | CONYERS, DAWAUNE A | 2152 | §101§103 | Final Rejection | 28d | Pending | Oct 11, 2021 |
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