Technology area: Transportation, E-Commerce & Mechanical Systems
36 pending office actions • 18 art units • 31 examiners • 0 of 36 (0%) have an AI response strategy ready • 31 patents granted in the last 365 days
KPN Innovations LLC has 40 pending office actions in Transportation, E-Commerce & Mechanical Systems. The portfolio spans 33 distinct examiners and 19 distinct art units, indicating substantial distribution across examination personnel with repeated activity within technical groups.
DUNHAM, JASON B is the busiest examiner, with 3 pending matters. That assignment is a useful focal point for examiner-specific review, but the majority of the portfolio is handled elsewhere.
The examiner count exceeds the art-unit count, so some technical groups include matters before multiple examiners. Counsel should use art-unit tracking to identify recurring transportation and mechanical issues, then separate those patterns from examiner-specific treatment.
A coordinated process for disclosures, claim terminology, and deadlines can support portfolio consistency. Matter-level review remains important because the profile combines repeated technical settings with varied examination personnel.
Based on the USPTO statutory response window for each pending office action. 21 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. 21 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 | 13 (36%) |
| §101 + other | 16 (44%) |
| §103 only | 6 (17%) |
| §112 only | 1 (3%) |
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 |
|---|---|---|---|
| PEACH, POLINA G | 2 | 50.3% | +23.8% |
| DUNHAM, JASON B | 2 | 26.8% | +27.3% |
| COBANOGLU, DILEK B | 2 | 33.2% | +27.3% |
| CHOI, PETER H | 2 | 26.3% | +18.5% |
| HRANEK, KAREN AMANDA | 2 | 34.7% | +40.4% |
| HOANG, HAU HAI | 1 | 78.4% | +13.4% |
| KHATTAR, RAJESH | 1 | 36.9% | +35.6% |
| KAKARLA, BHASKAR | 1 | 20.0% | +0.0% |
| SIOZOPOULOS, CONSTANTINE B | 1 | 57.5% | +39.6% |
| EL CHANTI, HUSSEIN A | 1 | 84.6% | +9.0% |
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 |
| 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 |
| 18426154 | SYSTEM AND METHOD FOR GENERATING A NEONATAL DISORDER NOURISHMENT PROGRAM | HRANEK, KAREN AMANDA | 70d overdue |
| 18108836 | METHODS AND SYSTEMS FOR GENERATING A DESCRIPTOR TRAIL USING ARTIFICIAL INTELLIGENCE | TRAN, DANIEL DUC | 70d overdue |
| 17164602 | SYSTEMS AND METHODS FOR GENERATING A NUTRITIVE PLAN TO MANAGE A UROLOGICAL DISORDER | ELSHAER, ALAAELDIN M | 70d overdue |
| 18989259 | METHODS AND SYSTEMS FOR BIOLOGICALLY DETERMINED ARTIFICIAL INTELLIGENCE SELECTION GUIDANCE | HOANG, HAU HAI | 58d 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 |
| 18989259 | METHODS AND SYSTEMS FOR BIOLOGICALLY DETERMINED ARTIFICIAL INTELLIGENCE SELECTION GUIDANCE | HOANG, HAU HAI | 58d 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 |
| 18521997 | APPARATUS AND METHOD FOR OUTPUTTING AN ALIMENTARY PROGRAM TO A USER | COBANOGLU, DILEK B | 5d |
| 17062710 | SYSTEM AND METHOD FOR PRESENTING A MONITORING DEVICE IDENTIFICATION | HRANEK, KAREN AMANDA | 27d |
| 18988078 | SYSTEMS AND METHODS FOR GENERATING A HEMATOLOGICAL PROGRAM | KHATTAR, RAJESH | 62d |
| 17517745 | METHODS AND SYSTEMS FOR SELF-FULFILLMENT OF AN ALIMENTARY INSTRUCTION SET BASED ON VIBRANT CONSTITUTIONAL GUIDANCE | PEACH, POLINA G | 70d |
| Art Unit | Apps |
|---|---|
| 3686 | 5 |
| 3684 | 4 |
| 3687 | 3 |
| 3683 | 3 |
| 3715 | 3 |
| 1685 | 3 |
| 2165 | 2 |
| 3681 | 2 |
| 2167 | 1 |
| 3669 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19342817 | METHODS AND SYSTEMS FOR TRANSPORT OF AN ALIMENTARY COMPONENT BASED ON DIETARY REQUIRED ELIMINATIONS | PEACH, POLINA G | 2165 | §101§103 | Non-Final OA | — | Pending | Sep 29, 2025 |
| 19218926 | SYSTEMS AND METHODS FOR GENERATING A NOCICEPTION NOURISHEMENT PROGRAM | 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 | DUNHAM, JASON B | 3686 | §101§103§112Other | Non-Final OA | — | Pending | May 13, 2025 |
| 18989259 | METHODS AND SYSTEMS FOR BIOLOGICALLY DETERMINED ARTIFICIAL INTELLIGENCE SELECTION GUIDANCE | HOANG, HAU HAI | 2167 | §101 | Final Rejection | 58d overdue | Pending | Dec 20, 2024 |
| 18988078 | SYSTEMS AND METHODS FOR GENERATING A HEMATOLOGICAL PROGRAM | KHATTAR, RAJESH | 3684 | §101§103§112 | Non-Final OA | 62d | Pending | Dec 19, 2024 |
| 18955119 | SYSTEMS AND METHODS FOR A CONFIGURABLE DEVICE ENVIRONMENT | KAKARLA, BHASKAR | — | §103 | Non-Final OA | — | Pending | Nov 21, 2024 |
| 18938009 | SYSTEM AND METHOD FOR MODIFYING A NUTRITION REQUIREMENT | COBANOGLU, DILEK B | 3687 | §101§103 | Final Rejection | 46d overdue | Pending | Nov 05, 2024 |
| 18766090 | SYSTEM AND METHOD FOR GENERATING A COGNITIVE DISORDER NOURISHMENT PROGRAM | SIOZOPOULOS, CONSTANTINE B | 3686 | §101 | Final Rejection | — | Pending | Jul 08, 2024 |
| 18765746 | APPARATUS AND METHOD FOR GENERATING ALIMENTARY DATA WITHIN A GEOFENCE | EL CHANTI, HUSSEIN A | 3669 | §101Other | Non-Final OA | — | Pending | Jul 08, 2024 |
| 18625510 | METHODS AND SYSTEMS FOR INFORMING PRODUCT DECISIONS | COLEMAN, CHARLES P. | 3683 | §101§103Other | Final Rejection | — | Pending | Apr 03, 2024 |
| 18592570 | SYSTEMS AND METHODS FOR GENERATING A CUSTOMIZED BADGE | CHOI, PETER H | 3681 | §103 | Non-Final OA | 50d overdue | Pending | Mar 01, 2024 |
| 18426154 | SYSTEM AND METHOD FOR GENERATING A NEONATAL DISORDER NOURISHMENT PROGRAM | HRANEK, KAREN AMANDA | 3684 | §101§103 | Final Rejection | 70d overdue | Pending | Jan 29, 2024 |
| 18410381 | METHODS AND SYSTEMS FOR CUSTOMIZING TREATMENTS | CHNG, JOY POH AI | 3686 | §101 | Non-Final OA | — | Pending | Jan 11, 2024 |
| 18521997 | APPARATUS AND METHOD FOR OUTPUTTING AN ALIMENTARY PROGRAM TO A USER | COBANOGLU, DILEK B | 3687 | §101 | Non-Final OA | 5d | Pending | Nov 28, 2023 |
| 18377135 | METHODS AND SYSTEMS FOR CALCULATING AN EDIBLE SCORE IN A DISPLAY INTERFACE | GEBREMICHAEL, BRUK A | 3715 | §101 | Non-Final OA | 69d | Pending | Oct 05, 2023 |
| 18369357 | METHOD OF AND SYSTEM FOR IDENTIFYING AND AMELIORATING BODY DEGRADATIONS | FRUMKIN, JESSE P | 1685 | §101DP | Non-Final OA | — | Pending | Sep 18, 2023 |
| 18197149 | METHODS AND SYSTEMS FOR GENERATING A SUPPLEMENT INSTRUCTION SET USING ARTIFICIAL INTELLIGENCE | COLE, BRANDON S | 2128 | §101§103§112 | Final Rejection | 28d | Pending | May 15, 2023 |
| 18195006 | METHODS AND SYSTEMS FOR INFORMING FOOD ELEMENT DECISIONS IN THE ACQUISITION OF EDIBLE MATERIALS FROM ANY SOURCE | MANG, VAN C | 2126 | §101 | Non-Final OA | — | Pending | May 09, 2023 |
| 18133798 | SYSTEMS AND METHODS FOR GENERATING A GENOTYPIC CAUSAL MODEL OF A DISEASE STATE | MINCHELLA, KAITLYN L | 1685 | §101§103§112DP | Non-Final OA | — | Pending | Apr 12, 2023 |
| 18115979 | SYSTEM AND METHOD FOR GENERATING CARDIOVASCULAR HEALTH PROGRAMS | CHOI, PETER H | 3681 | §103 | Non-Final OA | 84d | Pending | Mar 01, 2023 |
| 18108836 | METHODS AND SYSTEMS FOR GENERATING A DESCRIPTOR TRAIL USING ARTIFICIAL INTELLIGENCE | TRAN, DANIEL DUC | 2147 | §101§103 | Non-Final OA | 70d overdue | Pending | Feb 13, 2023 |
| 18099742 | SYSTEMS AND METHODS FOR ARRANGING TRANSPORT OF ADAPTED NUTRIMENTAL ARTIFACTS WITH USER-DEFINED RESTRICTION REQUIREMENTS USING ARTIFICIAL INTELLIGENCE | ALVESTEFFER, STEPHEN D | 3715 | §101§103 | Final Rejection | — | Pending | Jan 20, 2023 |
| 18076100 | METHODS AND SYSTEMS FOR IDENTIFYING COMPATIBLE MEAL OPTIONS | PUENTES, DANIEL CALRISSIAN | 2836 | §103 | Final Rejection | 31d overdue | Pending | Dec 06, 2022 |
| 17963532 | SYSTEMS AND METHODS FOR PREDICTING THE TASTE OF A USER | SCHULTZHAUS, JANNA NICOLE | 1685 | §101§102§112Other | Non-Final OA | 22d | Pending | Oct 11, 2022 |
| 17900685 | METHODS AND SYSTEMS FOR PHYSIOLOGICALLY INFORMED ACCOUNT METRICS UTILIZING ARTIFICIAL INTELLIGENCE | HATCH, ANGELA MAIDA | 3626 | §101§103 | Final Rejection | 99d overdue | Pending | Aug 31, 2022 |
| 17712509 | SYSTEM AND METHOD FOR GENERATING AN OCULAR DYSFUNCTION NOURISHMENT PROGRAM | HUYNH, EMILY | 3683 | §101 | Non-Final OA | 128d overdue | Pending | Apr 04, 2022 |
| 17517745 | METHODS AND SYSTEMS FOR SELF-FULFILLMENT OF AN ALIMENTARY INSTRUCTION SET BASED ON VIBRANT CONSTITUTIONAL GUIDANCE | PEACH, POLINA G | 2165 | §103 | Final Rejection | 70d | Pending | Nov 03, 2021 |
| 17463948 | SYSTEM AND METHOD FOR GENERATING A DIGESTIVE DISEASE FUNCTIONAL PROGRAM | SZUMNY, JONATHON A | 3686 | §112 | Final Rejection | 33d | Pending | Sep 01, 2021 |
| 17216228 | SYSTEM AND METHOD FOR GENERATING A MITOCHONDRIAL DYSFUNCTION NOURISHMENT PROGRAM | BAILEY, STEVEN WILLIAM | 1687 | §101 | Final Rejection | — | Pending | Mar 29, 2021 |
| 17216190 | SYSTEMS AND METHODS FOR GENERATING AN ARTHRITIC DISORDER NOURISHMENT PROGRAM | WEBB, JESSICA MARIE | 3683 | §101§103 | Non-Final OA | 99d overdue | Pending | Mar 29, 2021 |
| 17164602 | SYSTEMS AND METHODS FOR GENERATING A NUTRITIVE PLAN TO MANAGE A UROLOGICAL DISORDER | ELSHAER, ALAAELDIN M | 3687 | §101§103§112 | Final Rejection | 70d overdue | Pending | Feb 01, 2021 |
| 17062710 | SYSTEM AND METHOD FOR PRESENTING A MONITORING DEVICE IDENTIFICATION | HRANEK, KAREN AMANDA | 3684 | §101 | Non-Final OA | 27d | Pending | Oct 05, 2020 |
| 17032080 | METHODS, SYSTEMS, AND DEVICES FOR GENERATING A REFRESHMENT INSTRUCTION SET BASED ON INDIVIDUAL PREFERENCES | REYES, REGINALD R | 3684 | §101 | Non-Final OA | 131d overdue | Pending | Sep 25, 2020 |
| 16948104 | SYSTEMS AND METHODS FOR ARRANGING TRANSPORT OF ADAPTED NUTRIMENTAL ARTIFACTS WITH USER-DEFINED RESTRICTION REQUIREMENTS USING ARTIFICIAL INTELLIGENCE | GRANT, MICHAEL CHRISTOPHER | 3715 | §101 | Final Rejection | — | Pending | Sep 03, 2020 |
| 17007196 | METHODS AND SYSTEMS FOR PRIORITIZING COMPREHENSIVE PROGNOSES AND GENERATING AN ASSOCIATED TREATMENT INSTRUCTION SET | BALAJ, ANTHONY MICHAEL | 3682 | §101 | Final Rejection | — | Pending | Aug 31, 2020 |
| 16836008 | ARTIFICIAL INTELLIGENCE METHODS AND SYSTEMS FOR MULTI-FACTOR SELECTION PROCESS | JACKSON, JORDAN L | 2857 | §101§112 | Non-Final OA | 30d | Pending | Mar 31, 2020 |
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Start Free TrialKPN Innovations LLC has 36 pending office actions as of October 2026, spread across 18 art units and 31 examiners.
Polina G Peach has the most, with 2 of KPN Innovations LLC's pending office actions.
Mostly Transportation, E-Commerce & Mechanical Systems (USPTO Tech Center 3600), based on where its pending office actions are examined.
