Technology area: Transportation, E-Commerce & Mechanical Systems
136 pending office actions • 48 clients • 124 examiners • 73 art units • 0 of 136 (0%) have an AI response strategy ready
CALDWELL LLC has 141 pending office actions in Transportation, E-Commerce & Mechanical Systems and 2642 career applications. The resolved allowance rate is 90.77%, with an average of 3.94 office actions per allowance.
The pending docket indicates substantial current examination activity, while the career application total provides a broad base for interpreting the historical allowance result. The office-action average shows that matters reaching allowance have involved repeated examination activity. Practitioners can use the profile to plan resources for an active docket while considering the reported historical outcomes.
Based on the USPTO statutory response window for each pending office action. 52 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. 52 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 | 22 (16%) |
| §101 + other | 49 (36%) |
| §103 only | 30 (22%) |
| §102 only | 3 (2%) |
| §112 only | 5 (4%) |
| Double-patenting only | 2 (1%) |
| Double-patenting + other | 1 (1%) |
| Multi-statute (no §101) | 23 (17%) |
| No statute on record | 1 (1%) |
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 |
|---|---|---|---|
| DUNHAM, JASON B | 3 | 26.8% | +27.3% |
| CHOI, PETER H | 3 | 26.3% | +18.5% |
| PEACH, POLINA G | 2 | 50.3% | +23.8% |
| KNIGHT, LETORIA G | 2 | 29.1% | +50.2% |
| COBANOGLU, DILEK B | 2 | 33.2% | +27.3% |
| SMITH, CHAIM A | 2 | 39.0% | +50.9% |
| HRANEK, KAREN AMANDA | 2 | 34.7% | +40.4% |
| ALVESTEFFER, STEPHEN D | 2 | 57.3% | +24.6% |
| GRANT, MICHAEL CHRISTOPHER | 2 | 22.0% | +7.1% |
| STANKOVIC, BRATISLAV | 2 | 70.0% | +21.9% |
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 |
|---|---|---|---|
| 17032080 | METHODS, SYSTEMS, AND DEVICES FOR GENERATING A REFRESHMENT INSTRUCTION SET BASED ON INDIVIDUAL PREFERENCES | REYES, REGINALD R | 131d overdue |
| 17712509 | SYSTEM AND METHOD FOR GENERATING AN OCULAR DYSFUNCTION NOURISHMENT PROGRAM | HUYNH, EMILY | 128d overdue |
| 18000818 | SYSTEMS AND METHODS FOR PHOTONIC CHIP COUPLING | THOMASON, DARBY MARGARET | 99d overdue |
| 17900685 | METHODS AND SYSTEMS FOR PHYSIOLOGICALLY INFORMED ACCOUNT METRICS UTILIZING ARTIFICIAL INTELLIGENCE | HATCH, ANGELA MAIDA | 99d overdue |
| 17216190 | SYSTEMS AND METHODS FOR GENERATING AN ARTHRITIC DISORDER NOURISHMENT PROGRAM | WEBB, JESSICA MARIE | 99d overdue |
| 18199199 | APPARATUS FOR A MULTIPURPOSE FLUID EXTRACTION DEVICE FOR DIAGNOSTICS AND METHOD OF USE | KIM, SAMUEL CHONG | 97d overdue |
| 18918529 | APPARATUS AND METHOD FOR AN ORAL NICOTINE DISPENSING SYSTEM | WAGGONER, TIMOTHY R | 70d overdue |
| 18426154 | SYSTEM AND METHOD FOR GENERATING A NEONATAL DISORDER NOURISHMENT PROGRAM | HRANEK, KAREN AMANDA | 70d overdue |
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 |
|---|---|---|---|
| 18426154 | SYSTEM AND METHOD FOR GENERATING A NEONATAL DISORDER NOURISHMENT PROGRAM | HRANEK, KAREN AMANDA | 70d overdue |
| 18592570 | SYSTEMS AND METHODS FOR GENERATING A CUSTOMIZED BADGE | CHOI, PETER H | 50d overdue |
| 18938009 | SYSTEM AND METHOD FOR MODIFYING A NUTRITION REQUIREMENT | COBANOGLU, DILEK B | 46d overdue |
| 18272488 | CELL LINES, VARIETIES, AND METHODS FOR IN VITRO COTTON FIBER PRODUCTION | STANKOVIC, BRATISLAV | 4d overdue |
| 18521997 | APPARATUS AND METHOD FOR OUTPUTTING AN ALIMENTARY PROGRAM TO A USER | COBANOGLU, DILEK B | 5d |
| 18972902 | SYSTEMS AND METHODS FOR DIGITIZATION OF TISSUE SLIDES BASED ON ASSOCIATIONS AMONG SERIAL SECTIONS | DUNHAM, JASON B | 7d |
| 18033957 | CELL LINES, VARIETIES, AND METHODS FOR IN VITRO COTTON FIBER PRODUCTION | STANKOVIC, BRATISLAV | 12d |
| 17062710 | SYSTEM AND METHOD FOR PRESENTING A MONITORING DEVICE IDENTIFICATION | HRANEK, KAREN AMANDA | 27d |
| Art Unit | Apps |
|---|---|
| 3686 | 8 |
| 3715 | 7 |
| 3625 | 6 |
| 3684 | 6 |
| 3623 | 4 |
| 3681 | 4 |
| 3791 | 4 |
| 3683 | 4 |
| 3687 | 3 |
| 3792 | 3 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 19377707 | APPARATUS AND METHOD FOR TRAINING A MACHINE LEARNING MODEL TO GENERATE A MATCH SCORE USING PROFILE DATA AND REFERENCE DATA | Healsgood Artificial Intelligence Developing Services LLC | SHANMUGASUNDARAM, KANNAN | 2168 | §102§103Other | Non-Final OA | — | Pending | Nov 03, 2025 |
| 19375372 | APPARATUS AND METHOD FOR THE GENERATION OF EXPLOITATION DATA | The Strategic Coach Inc. | ALAM, SHAHID AL | 2161 | §101DP | Non-Final OA | — | Pending | Oct 31, 2025 |
| 19342817 | METHODS AND SYSTEMS FOR TRANSPORT OF AN ALIMENTARY COMPONENT BASED ON DIETARY REQUIRED ELIMINATIONS | Kpn Innovations LLC | PEACH, POLINA G | 2165 | §101§103 | Non-Final OA | — | Pending | Sep 29, 2025 |
| 19330314 | SYSTEM AND METHOD FOR IDENTIFYING OUTLIER DATA AND GENERATING CORRECTIVE ACTION | Signet Health Corporation | KIM, PAUL | 2166 | §101§102§103 | Non-Final OA | — | Pending | Sep 16, 2025 |
| 19307559 | METHODS AND SYSTEMS FOR CLASSIFYING RESOURCES TO NICHE MODELS | Stynt, Inc. | LE, JESSICA N | 2169 | §103§112 | Non-Final OA | 27d | Pending | Aug 22, 2025 |
| 19306597 | APPARATUS AND METHODS FOR DETERMINING A HIERARCHICAL LISTING OF INFORMATION GAPS | The Strategic Coach Inc. | NGUYEN, CAM LINH T | 2161 | §101DP | Non-Final OA | — | Pending | Aug 21, 2025 |
| 19264024 | APPARATUS AND METHODS FOR ARTIFICIAL INTELLIGENCE BATHYMETRY | Mythos AI Inc. | WANG, JINGLI | 3666 | §101§103 | Non-Final OA | — | Pending | Jul 09, 2025 |
| 19264243 | METHOD AND AN APPARATUS FOR DETECTING A LEVEL OF CARDIOVASCULAR DISEASE | Mayo Foundation for Medical Education and Research | SOREY, ROBERT A | 3682 | §101§103§112 | Non-Final OA | — | Pending | Jul 09, 2025 |
| 19248972 | METHODS AND SYSTEMS FOR EXPLOITING VALUE IN CERTAIN DOMAINS | Flourish Worldwide, LLC | KNIGHT, LETORIA G | 3623 | §101§112 | Non-Final OA | — | Pending | Jun 25, 2025 |
| 19228079 | APPARATUS AND METHODS FOR AUTONOMOUSLY CONTROLLING VEHICLES AT A SPECIFIED LOCATION | Steer-Tech, LLC | HUTCHINSON, ALAN D | 3669 | §101§112Other | Non-Final OA | — | Pending | Jun 04, 2025 |
| 19218926 | SYSTEMS AND METHODS FOR GENERATING A NOCICEPTION NOURISHEMENT PROGRAM | Kpn Innovations LLC | DUNHAM, JASON B | 3686 | §103Other | Non-Final OA | — | Pending | May 27, 2025 |
| 19206743 | METHODS AND SYSTEMS FOR GENERATING LIFESTYLE CHANGE RECOMMENDATIONS BASED ON BIOLOGICAL EXTRACTIONS | Kpn Innovations LLC | DUNHAM, JASON B | 3686 | §101§103§112Other | Non-Final OA | — | Pending | May 13, 2025 |
| 19193084 | METHODS AND SYSTEMS FOR GENERATING PROJECTIONS OF REPRESENTATIONS OF DATA IN A PLURALITY OF SPACES | Flourish Worldwide, LLC | BROCKINGTON III, WILLIAM S | 3623 | §101§103 | Non-Final OA | — | Pending | Apr 29, 2025 |
| 19190172 | APPARATUS AND METHODS FOR DETERMINING A RESOURCE GROWTH PATTERN | The Strategic Coach Inc. | HATCHER, DEIRDRE D | 3625 | §101§103 | Non-Final OA | — | Pending | Apr 25, 2025 |
| 19180771 | SYSTEMS AND METHODS FOR DIAGNOSING A HEALTH CONDITION BASED ON PATIENT TIME SERIES DATA | Anumana, Inc. | LE, LINH GIANG | 3686 | §101Other | Non-Final OA | — | Pending | Apr 16, 2025 |
| 19098551 | NONINVASIVE METHODS FOR DETECTION OF PULMONARY HYPERTENSION | Anumana, Inc. | ALVAREZ, RAQUEL | 3622 | §101§102§103§112 | Non-Final OA | — | Pending | Apr 02, 2025 |
| 19089857 | APPARATUS AND A METHOD FOR GENERATING A DIAGNOSTIC LABEL | Anumana, Inc. | SEREBOFF, NEAL | §103§112 | Non-Final OA | — | Pending | Mar 25, 2025 | |
| 19074991 | APPARATUS AND A METHOD FOR IDENTIFYING A COMMON ACQUISITION SIGNAL | Pathformance Technologies Inc. | KATSIKIS, KOSTAS J | 2441 | DP | Final Rejection | — | Pending | Mar 10, 2025 |
| 19046083 | APPARATUS AND METHOD FOR TIME SERIES DATA FORMAT CONVERSION AND ANALYSIS | Anumana, Inc. | REYES, MARIELA D | 2100 | §103 | Final Rejection | 147d overdue | Pending | Feb 05, 2025 |
| 19045129 | EARPLUG | Triton Systems, Inc. | LEE, MICHELLE J | 3786 | §103§112DP | Non-Final OA | — | Pending | Feb 04, 2025 |
| 19042801 | APPARATUS AND METHOD FOR DETERMINING ACTION GUIDES | The Strategic Coach Inc. | ELKASSABGI, ZAHRA | 3623 | §101 | Final Rejection | — | Pending | Jan 31, 2025 |
| 19029919 | SYSTEMS AND METHODS OF ANALYTE MEASUREMENT ANALYSIS | AliveCor, Inc. | HOLMES, REX R | 3796 | §101§102§103Other | Non-Final OA | — | Pending | Jan 17, 2025 |
| 19006622 | APPARATUS AND METHOD FOR DETERMINING THE RESILIENCE OF AN ENTITY | The Strategic Coach Inc. | AUSTIN, JAMIE H | 3625 | §101§112 | Final Rejection | 19d | Pending | Dec 31, 2024 |
| 19001840 | APPARATUS AND METHOD FOR GENERATING A THREE-DIMENSIONAL (3D) MODEL OF CARDIAC ANATOMY BASED ON MODEL UNCERTAINTY | Anumana, Inc. | RICHER, AARON M | 2617 | §103§112 | Non-Final OA | — | Pending | Dec 26, 2024 |
| 18989259 | METHODS AND SYSTEMS FOR BIOLOGICALLY DETERMINED ARTIFICIAL INTELLIGENCE SELECTION GUIDANCE | Kpn Innovations LLC | HOANG, HAU HAI | 2167 | §101 | Final Rejection | 58d overdue | Pending | Dec 20, 2024 |
| 18988078 | SYSTEMS AND METHODS FOR GENERATING A HEMATOLOGICAL PROGRAM | Kpn Innovations LLC | KHATTAR, RAJESH | 3684 | §101§103§112 | Non-Final OA | 62d | Pending | Dec 19, 2024 |
| 18973676 | INTERACTIVE OBJECT DISPLAYING STRUCTURES AND METHODS OF USE | Pharmavision LLC | POLO, GUSTAVO D | 2622 | §103 | Final Rejection | 42d overdue | Pending | Dec 09, 2024 |
| 18972902 | SYSTEMS AND METHODS FOR DIGITIZATION OF TISSUE SLIDES BASED ON ASSOCIATIONS AMONG SERIAL SECTIONS | Pramana, Inc. | DUNHAM, JASON B | 3686 | §101§103Other | Final Rejection | 7d | Pending | Dec 07, 2024 |
| 18967861 | APPARATUS AND METHOD FOR DISCOVERING AND LINKING SOFTWARE-DEFINED NETWORKING (SDN) NODES IN A COMMUNICATION NETWORK IN OPERATING ENVIRONMENTS | Parry Labs, LLC | COUSINS, JOSEPH M | 2459 | §103 | Non-Final OA | — | Pending | Dec 04, 2024 |
| 18957818 | SYSTEM AND METHOD FOR GENERATING USER-SENSITIVE OPERATIONS USING ARTIFICIAL INTELLIGENCE | Signet Health Corporation | KNIGHT, LETORIA G | 3623 | §101 | Non-Final OA | — | Pending | Nov 24, 2024 |
| 18955119 | SYSTEMS AND METHODS FOR A CONFIGURABLE DEVICE ENVIRONMENT | Kpn Innovations LLC | KAKARLA, BHASKAR | §103 | Non-Final OA | — | Pending | Nov 21, 2024 | |
| 18949818 | SYSTEM AND METHOD FOR VISUALIZATION OF DIGITIZED SLIDES | Pramana, Inc. | TORRES, JOSE | 2664 | §102§103 | Non-Final OA | — | Pending | Nov 15, 2024 |
| 18942021 | MACHINE-LEARNING FOR PROCESSING LEAD-INVARIANT ELECTROCARDIOGRAM INPUTS | Mayo Foundation for Medical Education and Research | WEHRHEIM, LINDSEY GAIL | 3799 | §102 | Non-Final OA | — | Pending | Nov 08, 2024 |
| 18939543 | MODULARIZED SMART GLASSES WITH CAMERA | Solos Technology (Shenzhen) Limited | CHOUDHURY, MUSTAK | 2872 | §103 | Non-Final OA | — | Pending | Nov 07, 2024 |
| 18938009 | SYSTEM AND METHOD FOR MODIFYING A NUTRITION REQUIREMENT | Kpn Innovations LLC | COBANOGLU, DILEK B | 3687 | §101§103 | Final Rejection | 46d overdue | Pending | Nov 05, 2024 |
| 18931937 | SECURE MESSAGING SYSTEMS AND METHODS | Uva Ip, LLC | TRAN, TAM T | Other | Non-Final OA | — | Pending | Oct 30, 2024 | |
| 18927795 | APPARATUS FOR AND METHOD OF DE-IDENTIFICATION OF MEDICAL IMAGES | NFERENCE, INC. | SHAH, UTPAL D | 2668 | DP | Non-Final OA | — | Pending | Oct 25, 2024 |
| 18924614 | SYSTEM AND METHODS FOR COLOR GAMUT NORMALIZATION FOR PATHOLOGY SLIDES | Pramana, Inc. | HYTREK, ASHLEY LYNN | 2665 | §103Other | Non-Final OA | — | Pending | Oct 23, 2024 |
| 18918246 | APPARATUS AND METHOD FOR BIOMETRIC ACCESS CONTROL | Loft Labs, LLC | RAHMAN, MAHFUZUR | 2498 | §103 | Non-Final OA | — | Pending | Oct 17, 2024 |
| 18918529 | APPARATUS AND METHOD FOR AN ORAL NICOTINE DISPENSING SYSTEM | Loft Labs, LLC | WAGGONER, TIMOTHY R | 3655 | §103§112 | Final Rejection | 70d overdue | Pending | Oct 17, 2024 |
| 18912221 | APPARATUS AND METHOD FOR NEAR FIELD COMMUNICATION (NFC) READING | Skyx Ip Holdings I LLC | KUNTZ, CURTIS A | 2646 | §102 | Non-Final OA | — | Pending | Oct 10, 2024 |
| 18885624 | ECG-BASED CARDIAC EJECTION-FRACTION SCREENING | Mayo Foundation for Medical Education and Research | LUKJAN, SEBASTIAN X | 3792 | §103§112Other | Non-Final OA | — | Pending | Sep 14, 2024 |
| 18884936 | SYSTEM AND APPARATUS FOR GENERATING IMAGING INFORMATION BASED ON AT LEAST A SIGNAL | Anumana, Inc. | JIAN, SHIRLEY XUEYING | 3792 | §101§102 | Non-Final OA | — | Pending | Sep 13, 2024 |
| 18819046 | APPARATUS AND A METHOD FOR THE GENERATION OF PRODUCTIVITY DATA | The Strategic Coach Inc. | NGUYEN, NGA B | 3625 | §101§103 | Non-Final OA | 27d | Pending | Aug 29, 2024 |
| 18817870 | APPARATUS AND METHODS FOR SYNTHETIZING MEDICAL IMAGES | Anumana, Inc. | YANG, WEI WEN | 2662 | §103 | Non-Final OA | — | Pending | Aug 28, 2024 |
| 18811167 | SYSTEM AND METHOD FOR AUTOMATIC TASK CONTROL | Workstarr, Inc. | BALLOU, MAAME BOAKYEWAA | 3629 | §101§103 | Non-Final OA | — | Pending | Aug 21, 2024 |
| 18802389 | CONTAINER AND METHOD FOR HANDLING BEVERAGE SUBSTANCES | Cambio Roasters, LLC | THAKUR, VIREN A | 1792 | §103§112 | Final Rejection | 10d overdue | Pending | Aug 13, 2024 |
| 18802884 | SINGLE-USE CONTAINER COMPRISING AN ALUMINUM ALLOY | Cambio Roasters, LLC | KMET, LAUREN ELIZABETH | 3735 | §103§112 | Final Rejection | — | Pending | Aug 13, 2024 |
| 18778094 | APPARATUS AND METHOD FOR TRAINING AN EXCITATION MODEL USING REPRESENTATION DATA | Flourish Worldwide, LLC | GODO, MORIAM MOSUNMOLA | 2148 | §103 | Final Rejection | 31d overdue | Pending | Jul 19, 2024 |
| 18773302 | APPARATUS AND METHOD FOR DETERMINING WOMENS HEALTH ATTRIBUTES IN FEMALE CLASSIFICATION TIME-SERIES DATA | Anumana, Inc. | PORTER, RACHEL L | 3684 | §101§103§112 | Final Rejection | — | Pending | Jul 15, 2024 |
IP Author helps law firms respond to office actions faster with AI-generated responses, examiner analytics, and prosecution intelligence.
Start Free Trial90.8% of resolved applications prosecuted by Caldwell LLC were allowed, across 2,642 applications in USPTO records.
3.94 office actions per allowed application on average.
136 pending office actions as of October 2026, for 48 clients, before 124 examiners in 73 art units.
