Technology area: Transportation, E-Commerce & Mechanical Systems
54 pending office actions • 14 clients • 50 examiners • 38 art units • 0 of 54 (0%) have an AI response strategy ready • 14 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 15 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. 15 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 | 2 (4%) |
| §101 + other | 7 (13%) |
| §103 only | 13 (24%) |
| §102 only | 3 (6%) |
| §112 only | 5 (9%) |
| Double-patenting only | 1 (2%) |
| Double-patenting + other | 4 (7%) |
| Multi-statute (no §101) | 19 (35%) |
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 |
|---|---|---|---|
| LEVY, MERRITT E | 2 | 31.7% | +35.6% |
| RIOS RUSSO, RAUL J | 2 | 87.3% | +8.6% |
| FERDOUS, ZANNATUL | 2 | 84.4% | +16.7% |
| ROSENTHAL, ANDREW S | 2 | 51.9% | +39.0% |
| BECKER, JOSEPH W | 1 | 73.1% | +24.4% |
| LYNCH, PATRICK JOHN | 1 | 61.1% | +41.6% |
| WALTERS JR, ROBERT S | 1 | 51.6% | +50.4% |
| GATES, BRADFORD M | 1 | 74.8% | +23.8% |
| SINAKI, ARFAN Y | 1 | 79.2% | +41.5% |
| MILLER, DANIEL R | 1 | 82.6% | +20.8% |
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 # | Title | Examiner | Due in |
|---|---|---|---|
| 18996441 | PROBE APPARATUS | FERDOUS, ZANNATUL | — |
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 |
|---|---|---|---|
| 18524607 | METHOD AND SYSTEM FOR GENERATING INSIGHTS REGARDING A PARTY IN RESPONSE TO A CALL | EDMONDS, DONALD J | 2d overdue |
| 17933495 | SYSTEMS AND METHODS FOR PREDICTING MICROHARDNESS PROPERTIES OF WELDS | CHAVEZ, RENEE D | 2d overdue |
| 18426566 | SYSTEM AND METHOD FOR DETERMINING A TRAILER AXLE COUNT AND LOCATION | ORTIZ, ANGELA Y | 5d |
| 18635768 | SYSTEMS AND METHODS FOR MANAGING A CAMPAIGN | VIG, NARESH | 29d |
| 18138969 | NEURAL NETWORK FOR GENERATING BOTH NODE EMBEDDINGS AND EDGE EMBEDDINGS FOR GRAPHS | JABLON, ASHER H. | 36d |
| 18777131 | IMPACT MITIGATION FIT PODS | MARCHEWKA, MATTHEW R | 53d |
| 18754163 | SEAT WITH UNIVERSAL BASE AND DEDICATED UPPER PORTIONS | KIM, SHIN H | 69d |
| 18939691 | Untitled | LEVY, MERRITT E | — |
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 |
|---|---|---|---|
| 17762674 | METHOD FOR DYEING KERATINOUS MATERIAL BY MEANS OF A PREMIX OF AMINOSILICONE AND A CHROMOPHORIC COMPOUND | ROSENTHAL, ANDREW S | 30d overdue |
| 18939691 | Untitled | LEVY, MERRITT E | — |
| 18939722 | Untitled | BECKER, JOSEPH W | — |
| 18939661 | Untitled | LEVY, MERRITT E | — |
| 19420342 | IMPACT ABSORBING STRUCTURES FOR ATHLETIC HELMET | LYNCH, PATRICK JOHN | — |
| 19306619 | A COATING COMPOSITION, A METHOD FOR PRODUCING A CURED COATING, AND AN ARTICLE COMPRISING A CURED COATING | WALTERS JR, ROBERT S | — |
| 19225816 | COLOR MEASUREMENT | GATES, BRADFORD M | — |
| 19179134 | VEHICLE COMPONENT FAIRING AND RELATED MOUNTING SYSTEM | SINAKI, ARFAN Y | — |
| Art Unit | Apps |
|---|---|
| 2858 | 7 |
| 1613 | 3 |
| 3732 | 2 |
| 3663 | 2 |
| 1763 | 2 |
| 1612 | 2 |
| 1616 | 2 |
| 1717 | 1 |
| 1713 | 1 |
| 3642 | 1 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 18939691 | Untitled | GM Global Technology Operations LLC | LEVY, MERRITT E | §101§103 | Non-Final OA | — | Pending | ||
| 18939722 | Untitled | GM Global Technology Operations LLC | BECKER, JOSEPH W | §103 | Non-Final OA | — | Pending | ||
| 18939661 | Untitled | GM Global Technology Operations LLC | LEVY, MERRITT E | §103 | Non-Final OA | — | Pending | ||
| 19420342 | IMPACT ABSORBING STRUCTURES FOR ATHLETIC HELMET | VICIS IP, LLC | LYNCH, PATRICK JOHN | 3732 | §102§103§112 | Final Rejection | — | Pending | Dec 15, 2025 |
| 19306619 | A COATING COMPOSITION, A METHOD FOR PRODUCING A CURED COATING, AND AN ARTICLE COMPRISING A CURED COATING | Axalta Coating Systems Ip Co., LLC | WALTERS JR, ROBERT S | 1717 | §112 | Final Rejection | — | Pending | Aug 21, 2025 |
| 19225816 | COLOR MEASUREMENT | Axalta Coating Systems Ip Co., LLC | GATES, BRADFORD M | 1713 | §102 | Non-Final OA | — | Pending | Jun 02, 2025 |
| 19179134 | VEHICLE COMPONENT FAIRING AND RELATED MOUNTING SYSTEM | Gulfstream Aerospace Corporation | SINAKI, ARFAN Y | 3642 | §112 | Non-Final OA | — | Pending | Apr 15, 2025 |
| 19110374 | ELECTRICAL CONNECTION APPARATUS | Kabushiki Kaisha Nihon Micronics | RIOS RUSSO, RAUL J | 2858 | §103§112 | Non-Final OA | — | Pending | Mar 10, 2025 |
| 19059123 | ELECTRICAL CONNECTION APPARATUS | Kabushiki Kaisha Nihon Micronics | MILLER, DANIEL R | 2858 | §103§112 | Non-Final OA | — | Pending | Feb 20, 2025 |
| 19059116 | ELECTRICAL CONNECTION APPARATUS | Kabushiki Kaisha Nihon Micronics | AURORA, REENA | 2858 | §112 | Non-Final OA | — | Pending | Feb 20, 2025 |
| 19052235 | ELECTRICAL CONNECTION APPARATUS | Kabushiki Kaisha Nihon Micronics | HOLLINGTON, JERMELE M | 2858 | §102§103§112 | Non-Final OA | — | Pending | Feb 12, 2025 |
| 19043185 | DATABASE SYSTEMS AND METHODS FOR VERSIONING CALLS TO EXTERNAL SYSTEMS | Salesforce, Inc. | SYED, FARHAN M | 2161 | §103 | Non-Final OA | — | Pending | Jan 31, 2025 |
| 19040333 | SYSTEM FOR IMPROVING USER SITUATIONAL AWARENESS DURING VEHICLE EGRESS | GM Global Technology Operations LLC | CHALHOUB, JEFFREY ROBERT | 3663 | §103 | Final Rejection | — | Pending | Jan 29, 2025 |
| 19035395 | TWO-PART (2K) WATER-BORNE COATING COMPOSITION | Axalta Coating Systems Ip Co., LLC | WALSHON, SCOTT R | 1759 | §103Other | Non-Final OA | — | Pending | Jan 23, 2025 |
| 18996441 | PROBE APPARATUS | Kabushiki Kaisha Nihon Micronics | FERDOUS, ZANNATUL | 2858 | §102Other | Non-Final OA | — | Pending | Jan 17, 2025 |
| 18992880 | PROBE APPARATUS | Kabushiki Kaisha Nihon Micronics | FERDOUS, ZANNATUL | 2858 | §102§103 | Non-Final OA | — | Pending | Jan 09, 2025 |
| 18719782 | PROBE CARD AND INSPECTION SYSTEM | Kabushiki Kaisha Nihon Micronics | RIOS RUSSO, RAUL J | 2858 | §102§103 | Non-Final OA | — | Pending | Dec 20, 2024 |
| 18819529 | PROCESSOR-IMPLEMENTED SYSTEMS AND METHODS FOR SYNTHESIZED DOCUMENT CLUSTERING | Ontologics, Inc. | MOSER, BRUCE M | 2154 | §101 | Non-Final OA | — | Pending | Aug 29, 2024 |
| 18797256 | SYSTEMS AND METHODS FOR MATCHING COLOR AND APPEARANCE OF TARGET COATINGS | Axalta Coating Systems Ip Co., LLC | CONNER, SEAN M | 2663 | §103§112Other | Non-Final OA | — | Pending | Aug 07, 2024 |
| 18777131 | IMPACT MITIGATION FIT PODS | VICIS IP, LLC | MARCHEWKA, MATTHEW R | 3732 | §103§112 | Non-Final OA | 53d | Pending | Jul 18, 2024 |
| 18754163 | SEAT WITH UNIVERSAL BASE AND DEDICATED UPPER PORTIONS | GM Global Technology Operations LLC | KIM, SHIN H | 3636 | §102§103 | Non-Final OA | 69d | Pending | Jun 26, 2024 |
| 18723267 | COATING COMPOSITION FOR SILICONIZATION APPLICATION | Dupont Electronic Materials International, Llc. | MIGGINS, MICHAEL C | 1782 | §102§103§112 | Non-Final OA | — | Pending | Jun 21, 2024 |
| 18659839 | ACTIVE SUSPENSION ACTUATOR WITH REDUCED REFLECTED INERTIA | GM Global Technology Operations LLC | ZALESKAS, JOHN M | 3747 | §102§103§112 | Non-Final OA | — | Pending | May 09, 2024 |
| 18635768 | SYSTEMS AND METHODS FOR MANAGING A CAMPAIGN | Salesforce, Inc. | VIG, NARESH | 3622 | §101§103 | Final Rejection | 29d | Pending | Apr 15, 2024 |
| 18618119 | DISPERSANT POLYMER AND COMPOSITION COMPRISING THE SAME | Axalta Coating Systems Ip Co., LLC | KOLB, KATARZYNA I | 1767 | §102 | Non-Final OA | — | Pending | Mar 27, 2024 |
| 18618235 | SYSTEMS AND METHODS FOR DECISION MAKING AND CONTROL IN MULTI-AGENT SYSTEMS | General Dynamics Mission Systems, Inc. | YOON, ERIC | 2118 | §103 | Final Rejection | — | Pending | Mar 27, 2024 |
| 18426566 | SYSTEM AND METHOD FOR DETERMINING A TRAILER AXLE COUNT AND LOCATION | GM Global Technology Operations LLC | ORTIZ, ANGELA Y | 3663 | §102§103 | Non-Final OA | 5d | Pending | Jan 30, 2024 |
| 18416012 | BATTERY CHARGE BALANCING | GM Global Technology Operations LLC | TARDIF, DAVID P | 2876 | §102§103 | Non-Final OA | — | Pending | Jan 18, 2024 |
| 18542212 | COATING COMPOSITIONS AND RELATED METHODS | Axalta Coating Systems Ip Co., LLC | LEONARD, MICHAEL L | 1763 | §102§103 | Non-Final OA | — | Pending | Dec 15, 2023 |
| 18535604 | CONTROLLERS AND AIRCRAFT WITH TAKEOFF STALL PROTECTION SYSTEM | Gulfstream Aerospace Corporation | TESTARDI, DAVID A | 3664 | §112 | Final Rejection | — | Pending | Dec 11, 2023 |
| 18524607 | METHOD AND SYSTEM FOR GENERATING INSIGHTS REGARDING A PARTY IN RESPONSE TO A CALL | Salesforce, Inc. | EDMONDS, DONALD J | 3629 | §101 | Non-Final OA | 2d overdue | Pending | Nov 30, 2023 |
| 18385621 | SPRAYABLE TEXTURE COATING COMPOSITIONS AND METHODS OF APPLICATION | Transtar Autobody Technologies LLC | WU, ANDREA | 1763 | §103 | Final Rejection | 177d overdue | Pending | Oct 31, 2023 |
| 18461721 | METHOD AND SYSTEM FOR MANUFACTURING PART WITH WATER JET CUTTING | GM Global Technology Operations LLC | MATTHEWS, JENNIFER S | 3724 | §102§103 | Non-Final OA | — | Pending | Sep 06, 2023 |
| 18458799 | SYSTEMS AND METHODS FOR GENERATING PRIVILEGE BASED SEGMENTED INSTRUCTION PROMPTS FOR A GENERATIVE LARGE LANGUAGE MODEL | Salesforce, Inc. | PRESSLY, KURT NICHOLAS | 2125 | §101§103 | Final Rejection | — | Pending | Aug 30, 2023 |
| 18263262 | METHOD FOR DYEING KERATINOUS MATERIAL, COMPRISING THE USE OF AN ORGANOSILICON COMPOUND, A DYEING COMPOUND, A SEALING REAGENT AND A POST-TREATMENT AGENT | Henkel AG & Co. KGaA | ABBAS, ABDULRAHMAN MUSTAFA | 1612 | §103Other | Final Rejection | 70d | Pending | Jul 27, 2023 |
| 18339803 | METHOD AND SYSTEM FOR DETERMINING STRETCHING AND/OR WRINKLING FAILURE | GM Global Technology Operations LLC | COTHRAN, BERNARD E | 2188 | §101§103 | Non-Final OA | — | Pending | Jun 22, 2023 |
| 18335352 | SYSTEMS AND METHODS WITH LATTICE STRUCTURES FOR JOINING PARTS | GM Global Technology Operations LLC | COLLINS, DANIEL S. | 3745 | §102§112 | Non-Final OA | — | Pending | Jun 15, 2023 |
| 18253580 | IMAGE PROCESSING METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM | Goertek Inc. | RODRIGUEZ, ANTHONY JASON | 2672 | §103§112 | Non-Final OA | — | Pending | May 18, 2023 |
| 18138962 | CLASSIFYING NODES OR EDGES OF GRAPHS BASED ON NODE EMBEDDINGS AND EDGE EMBEDDINGS | Salesforce, Inc. | EL-BATHY, MOHAMED N | 3624 | §101§103 | Final Rejection | — | Pending | Apr 25, 2023 |
| 18138969 | NEURAL NETWORK FOR GENERATING BOTH NODE EMBEDDINGS AND EDGE EMBEDDINGS FOR GRAPHS | Salesforce, Inc. | JABLON, ASHER H. | 2127 | §103§112 | Final Rejection | 36d | Pending | Apr 25, 2023 |
| 18298643 | APPLICATIONS OF SHEPARD TONE IN VEHICLE SOUND DESIGN | GM Global Technology Operations LLC | PANDE, ASHUTOSH | 3668 | §103 | Non-Final OA | 189d overdue | Pending | Apr 11, 2023 |
| 18246993 | OPTICAL SYSTEM AND HEAD MOUNTED DISPLAY | Goertek Optical Technology Co., Ltd. | NGUYEN, THONG Q | 2872 | DP | Non-Final OA | 50d overdue | Pending | Mar 28, 2023 |
| 18044187 | TRANSPARENT LIQUID HAIR MASK WITH CONSISTENCY TRANSFORMATION AND IMMEDIATE EFFECT DURING APPLICATION | Henkel AG & Co. KGaA | ZHANG SPIERING, DONGXIU | 1616 | §103§112DP | Non-Final OA | — | Pending | Mar 06, 2023 |
| 17916417 | AGENTS FOR IMPROVED OXIDATIVE LIGHTENING OF KERATIN FIBRES | Henkel AG & Co. KGaA | VIGIL, TORIANA NICHOLE | 1612 | §103§112 | Final Rejection | — | Pending | Sep 30, 2022 |
| 17933495 | SYSTEMS AND METHODS FOR PREDICTING MICROHARDNESS PROPERTIES OF WELDS | Arizona Board of Regents | CHAVEZ, RENEE D | 2186 | §101§103 | Non-Final OA | 2d overdue | Pending | Sep 20, 2022 |
| 17814637 | SYSTEMS FOR LASER WELDING WITH PLASMA PROTECTION | GM Global Technology Operations LLC | THONG, YEONG JUEN | 3761 | §103 | Non-Final OA | — | Pending | Jul 25, 2022 |
| 17807881 | MASS ESTIMATION METHODS AND SYSTEMS | GM Global Technology Operations LLC | CALLE, ANGEL JAVIER | 2189 | §101§103 | Non-Final OA | — | Pending | Jun 21, 2022 |
| 17785880 | TINTING CONDITIONER HAVING IMPROVED DYEING PERFORMANCE | Henkel AG & Co. KGaA | BECKHARDT, LYNDSEY MARIE | 1613 | §103 | Final Rejection | — | Pending | Jun 15, 2022 |
| 17783235 | HAIR STYLING COMPOSITION CONTAINING DISACCHARIDES | Henkel AG & Co. KGaA | ROSENTHAL, ANDREW S | 1613 | §103 | Final Rejection | — | Pending | Jun 07, 2022 |
| 17780015 | METHOD FOR IMPROVING THE TACTILE SENSATION OF DYED KERATINOUS MATERIAL, ESPECIALLY HUMAN HAIR | Henkel AG & Co. KGaA | WISTNER, SARAH CLINKSCALES | 1616 | §103§112DP | Final Rejection | 9d | Pending | May 25, 2022 |
IP Author helps law firms respond to office actions faster with AI-generated responses, examiner analytics, and prosecution intelligence.
Start Free Trial65.7% of resolved applications prosecuted by Lkglobal were allowed, across 1,303 applications in USPTO records.
3.39 office actions per allowed application on average.
54 pending office actions as of October 2026, for 14 clients, before 50 examiners in 38 art units.