Prosecution Insights
Prosecution Insights
58 pending office actions • 33 art units • 57 examiners • 0 of 58 (0%) have an AI response strategy ready • 203 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 13 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. 13 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 | 10 (17%) |
| §101 + other | 17 (29%) |
| §103 only | 23 (40%) |
| §112 only | 1 (2%) |
| Double-patenting only | 1 (2%) |
| Double-patenting + other | 1 (2%) |
| Multi-statute (no §101) | 5 (9%) |
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 |
|---|---|---|---|
| COLEMAN, PAUL | 2 | 68.4% | +42.9% |
| LU, KUEN S | 1 | 85.4% | +15.1% |
| HOLLY, JOHN H | 1 | 53.3% | +30.9% |
| LAM, PHILIP HUNG FAI | 1 | 84.7% | +48.0% |
| PATEL, PINALBEN V | 1 | 88.9% | +9.9% |
| HALE, BROOKS T | 1 | 49.4% | +33.0% |
| CHAVEZ, RODRIGO A | 1 | 51.7% | +38.2% |
| SERRAGUARD, SEAN ERIN | 1 | 68.4% | +34.9% |
| ANKRUM, ALEC CHRISTOPHER | 1 | — | — |
| AUGUSTINE, NICHOLAS | 1 | 72.9% | +27.7% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 2 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18987876 | METHOD FOR OVERCOMING TOKEN CONSTRAINTS OF LANGUAGE MODELS APPLIED TO LARGE COMPUTATIONAL MATCHING TASKS | LAM, PHILIP HUNG FAI | — |
| 18962894 | VISION-LANGUAGE MODEL WITH IMPROVED ACCURACY | PATEL, PINALBEN V | — |
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 |
|---|---|---|---|
| 18633382 | VARIABLE PROCESSING WITH MACHINE LEARNING USAGE PREDICTION | GEORGALAS, ANNE MARIE | 35d overdue |
| 18759744 | IMPROVED COMPUTING SYSTEM FOR IDENTIFYING AND USING BENCHMARK ATTRIBUTE TYPES AMONG SIMILAR ENTITIES IN DIFFERENT DATASETS | GOFMAN, ALEX N | 15d overdue |
| 18744434 | SMART DISPATCHER IN A COMPOSITE ARTIFICIAL INTELLIGENCE (AI) SYSTEM | SHAIKH, ZEESHAN MAHMOOD | 9d |
| 18498398 | TOKEN BASED APPROACH FOR PROVIDING CERTIFIED REVIEWS ON THIRD-PARTY REVIEW SERVICES | PHAN, NICHOLAS K | 16d |
| 18375364 | IDENTIFYING DATA LAKE OWNERSHIP USING WRITE ACCESS LOGS | AKBARI, FARAZ TIMA | 19d |
| 18789869 | DYNAMIC AUTOMATED RECOMMENDER SYSTEM WITH TUNABLE RECOMMENDATION DISTRIBUTIONS | FUELLING, MICHAEL | 42d |
| 18674736 | PERSONALIZED CAMPAIGN GENERATION THROUGH DEEP CUSTOMER LEARNING | BEKERMAN, MICHAEL | 62d |
| 19287726 | COMPUTATIONALLY EFFICIENT ARTIFACT TAGGING FOR DOCUMENT MANAGEMENT | LU, KUEN 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 |
|---|---|---|---|
| 19287726 | COMPUTATIONALLY EFFICIENT ARTIFACT TAGGING FOR DOCUMENT MANAGEMENT | LU, KUEN S | — |
| 19276221 | ARTIFICIAL INTELLIGENCE BASED APPROACH FOR SUPPLEMENTING AN EXPLANATION of a result determined by A software application | HOLLY, JOHN H | — |
| 18987876 | METHOD FOR OVERCOMING TOKEN CONSTRAINTS OF LANGUAGE MODELS APPLIED TO LARGE COMPUTATIONAL MATCHING TASKS | LAM, PHILIP HUNG FAI | — |
| 18960567 | STRUCTURED PROMPT FRAMEWORK FOR MACHINE LEARNING MODEL OUPUT GENERATION | HALE, BROOKS T | — |
| 18932662 | SYSTEM AND METHOD FOR PERFORMING KEYWORD-ASSISTED SEMANTIC SEARCHING | CHAVEZ, RODRIGO A | — |
| 18930938 | SYNTHETIC KNOWLEDGE INGESTION FOR ENHANCING LARGE LANGUAGE MODEL PERFORMANCE | SERRAGUARD, SEAN ERIN | — |
| 18926128 | ADAPTIVE USER INTERFACE GENERATION AND PROCESS MODIFICATION | AUGUSTINE, NICHOLAS | — |
| 18414451 | DETECTION AND REMEDIATION OF INSTABILITIES IN LARGE LANGUAGE MODELS | COLEMAN, PAUL | — |
| Art Unit | Apps |
|---|---|
| 2658 | 2 |
| 2178 | 2 |
| 2659 | 2 |
| 3624 | 2 |
| 2655 | 2 |
| 3992 | 2 |
| 3689 | 2 |
| 2654 | 2 |
| 3627 | 2 |
| 4100 | 2 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19287726 | COMPUTATIONALLY EFFICIENT ARTIFACT TAGGING FOR DOCUMENT MANAGEMENT | LU, KUEN S | 2165 | §101 | Non-Final OA | — | Pending | Jul 31, 2025 |
| 19276221 | ARTIFICIAL INTELLIGENCE BASED APPROACH FOR SUPPLEMENTING AN EXPLANATION of a result determined by A software application | HOLLY, JOHN H | — | §101DP | Non-Final OA | — | Pending | Jul 22, 2025 |
| 18987876 | METHOD FOR OVERCOMING TOKEN CONSTRAINTS OF LANGUAGE MODELS APPLIED TO LARGE COMPUTATIONAL MATCHING TASKS | LAM, PHILIP HUNG FAI | 2656 | §103 | Non-Final OA | — | Pending | Dec 19, 2024 |
| 18962894 | VISION-LANGUAGE MODEL WITH IMPROVED ACCURACY | PATEL, PINALBEN V | 2673 | §103 | Non-Final OA | — | Pending | Nov 27, 2024 |
| 18960567 | STRUCTURED PROMPT FRAMEWORK FOR MACHINE LEARNING MODEL OUPUT GENERATION | HALE, BROOKS T | 2166 | §101 | Non-Final OA | — | Pending | Nov 26, 2024 |
| 18932662 | SYSTEM AND METHOD FOR PERFORMING KEYWORD-ASSISTED SEMANTIC SEARCHING | CHAVEZ, RODRIGO A | 2658 | §102§103 | Non-Final OA | — | Pending | Oct 31, 2024 |
| 18930938 | SYNTHETIC KNOWLEDGE INGESTION FOR ENHANCING LARGE LANGUAGE MODEL PERFORMANCE | SERRAGUARD, SEAN ERIN | 2657 | §102§103 | Non-Final OA | — | Pending | Oct 29, 2024 |
| 18930230 | VOICE APPLICATION PROTECTION | ANKRUM, ALEC CHRISTOPHER | 2434 | §103 | Non-Final OA | — | Pending | Oct 29, 2024 |
| 18926128 | ADAPTIVE USER INTERFACE GENERATION AND PROCESS MODIFICATION | AUGUSTINE, NICHOLAS | 2178 | §103 | Non-Final OA | — | Pending | Oct 24, 2024 |
| 18916682 | IMPROVED RETRIEVAL AUGMENTED GENERATION LANGUAGE MODEL SYSTEM | PATEL, SHREYANS A | 2659 | §101§103 | Non-Final OA | — | Pending | Oct 15, 2024 |
| 18914991 | VOICE ENABLED CONTENT TRACKER | OBAID, FATEH M | — | §101 | Non-Final OA | — | Pending | Oct 14, 2024 |
| 18901804 | ARTIFICIAL INTELLIGENCE DRIVEN SYSTEM FOR MANAGING DEPLOYMENT ACTIONS BASED ON SENTIMENT ANALYSIS | PAN, HANG | 2193 | §101 | Non-Final OA | — | Pending | Sep 30, 2024 |
| 18902652 | SUPERVISED TEXT RETRIEVAL | NGUYEN, THU N | 2154 | §103 | Final Rejection | — | Pending | Sep 30, 2024 |
| 18902284 | CONVERSATIONAL USER INTERFACES BASED ON KNOWLEDGE GRAPHS | YEN, ERIC L | — | §103§112DP | Non-Final OA | — | Pending | Sep 30, 2024 |
| 18821992 | TRAINING OF MACHINE LEARNING ENSEMBLE TO PROCESS DIVERGENT INPUT DOMAINS | MINOR, AYANNA YVETTE | 3624 | §103 | Final Rejection | — | Pending | Aug 30, 2024 |
| 18791175 | TWO PHASE META INSTRUCTION | LIU, ZHE | 2493 | §103 | Final Rejection | — | Pending | Jul 31, 2024 |
| 18791185 | ADAPTIVE INFORMATION RETRIEVAL UTILIZING SEMANTIC AND LEXICAL SCORING | MORRISON, JAY A | 2151 | §101 | Final Rejection | — | Pending | Jul 31, 2024 |
| 18789839 | MACHINE LEARNING BASED APPROACH FOR AUTOMATICALLY IDENTIFYING AND EXTRACTING TRANSACTIONS FROM WEBPAGES | PULLIAS, JESSE SCOTT | 2655 | §103 | Final Rejection | 28d | Pending | Jul 31, 2024 |
| 18789869 | DYNAMIC AUTOMATED RECOMMENDER SYSTEM WITH TUNABLE RECOMMENDATION DISTRIBUTIONS | FUELLING, MICHAEL | 3992 | §101§103 | Final Rejection | 42d | Pending | Jul 31, 2024 |
| 18791172 | ADVICE PLANNER | SINGLETARY, TYRONE E | 3625 | §103 | Non-Final OA | — | Pending | Jul 31, 2024 |
| 18777524 | MULTI-OBJECTIVE PROMPT OPTIMIZATION FOR LARGE LANGUAGE MODELS | SHARMA, NEERAJ | 2659 | §103 | Non-Final OA | — | Pending | Jul 18, 2024 |
| 18759744 | IMPROVED COMPUTING SYSTEM FOR IDENTIFYING AND USING BENCHMARK ATTRIBUTE TYPES AMONG SIMILAR ENTITIES IN DIFFERENT DATASETS | GOFMAN, ALEX N | 2163 | §101 | Final Rejection | 15d overdue | Pending | Jun 28, 2024 |
| 18744434 | SMART DISPATCHER IN A COMPOSITE ARTIFICIAL INTELLIGENCE (AI) SYSTEM | SHAIKH, ZEESHAN MAHMOOD | 2658 | §101§103 | Final Rejection | 9d | Pending | Jun 14, 2024 |
| 18674736 | PERSONALIZED CAMPAIGN GENERATION THROUGH DEEP CUSTOMER LEARNING | BEKERMAN, MICHAEL | 3621 | §101 | Non-Final OA | 62d | Pending | May 24, 2024 |
| 18650651 | BENCHMARK CREATOR - AN ARTIFICIAL INTELLIGENCE-BASED APPROACH TO EVALUATING THE KNOWLEDGE OF A LANGUAGE MODEL FOR A DATASET | ANDERSON, SCOTT C | — | §101§103§112 | Non-Final OA | — | Pending | Apr 30, 2024 |
| 18651668 | SYSTEMS AND METHODS FOR PERSONALIZED SUMMARIZATION TECHNIQUES USING RETRIEVAL AUGMENTED GENERATION | MANOHARAN, SHASHIDHAR SHANKAR | 2655 | §101§103 | Final Rejection | — | Pending | Apr 30, 2024 |
| 18651460 | MACHINE LEARNING BASED APPROACH FOR AUTOMATICALLY RECOMMENDING CONTEXT-SPECIFIC NAVIGATION OPTIONS WITHIN A USER INTERFACE | NILSSON, ERIC | — | §102§103 | Non-Final OA | — | Pending | Apr 30, 2024 |
| 18649027 | COUNTERFACTUALS GENERATION USING PROBABILITY DISTANCE | KHAN, USMAN A | — | §101§102 | Non-Final OA | — | Pending | Apr 29, 2024 |
| 18633387 | DECODING INVERTIBLE EMBEDDINGS FOR INSTRUCTION PROMPT OPTIMIZATION IN BLACKBOX LARGE LANGUAGE MODELS | ABOUD, ABDULLAH KHALED | — | §103 | Non-Final OA | — | Pending | Apr 11, 2024 |
| 18633382 | VARIABLE PROCESSING WITH MACHINE LEARNING USAGE PREDICTION | GEORGALAS, ANNE MARIE | 3689 | §101§102§103§112 | Final Rejection | 35d overdue | Pending | Apr 11, 2024 |
| 18627230 | MAPPING DISPARATE LANGUAGE-BASED DATASETS USING A LANGUAGE MODEL | LE, HUNG VAN | — | §103 | Non-Final OA | — | Pending | Apr 04, 2024 |
| 18622484 | AUTOMATION TOOL FOR MANAGING RESOURCES ACROSS COMPUTING ENVIRONMENTS | WOOD, WILLIAM H | 3992 | §103§112 | Final Rejection | — | Pending | Mar 29, 2024 |
| 18621368 | GENERATIVE ARTIFICIAL INTELLIGENCE BASED STATEFUL ADVICE SYSTEM | MAC, GARY | — | §103 | Non-Final OA | — | Pending | Mar 29, 2024 |
| 18612138 | AUTOMATED OPTIMIZATION OF EXTRACTION-BASED CATEGORIZATION PROCESSES | NAULT, VICTOR ADELARD | — | §103 | Non-Final OA | — | Pending | Mar 21, 2024 |
| 18611543 | AUTOMATED CORPUS TOOL GENERATOR FOR AGENTS | SAX, STEVEN PAUL | — | §103 | Non-Final OA | — | Pending | Mar 20, 2024 |
| 18435975 | CONFIGURABLE API CONNECTOR | MUDRICK, TIMOTHY A | 2198 | §103 | Non-Final OA | — | Pending | Feb 07, 2024 |
| 18424572 | SLANG USAGE DETECTION AND MITIGATION FOR LARGE LANGUAGE MODELS | TENGBUMROONG, NATHAN NARA | 2654 | §103 | Final Rejection | 49d overdue | Pending | Jan 26, 2024 |
| 18414451 | DETECTION AND REMEDIATION OF INSTABILITIES IN LARGE LANGUAGE MODELS | COLEMAN, PAUL | — | §112 | Non-Final OA | — | Pending | Jan 16, 2024 |
| 18413589 | USING A RECURRENT NEURAL NETWORK AND A CLASSIFICATION MACHINE LEARNING MODEL TO PREDICT ACTIONS IN SOFTWARE APPLICATIONS | HAN, BYUNGKWON | — | §101§103 | Non-Final OA | — | Pending | Jan 16, 2024 |
| 18402330 | IMAGE TEMPLATE-BASED AR FORM EXPERIENCES | CHEN, KUANG FU | 2143 | §103§112 | Final Rejection | — | Pending | Jan 02, 2024 |
| 18391919 | DECISION MODEL COMPRESSION FOR EFFICIENT PROCESSING AND STORAGE OF MULTI-CONDITION WORKFLOWS | CHEIN, ALLEN C | 3627 | §101§102Other | Non-Final OA | — | Pending | Dec 21, 2023 |
| 18390359 | RE-TRAINING A MACHINE LEARNING MODEL IN REAL-TIME USING A FAST ALGORITHM | RYLANDER, BART I | — | §101§103 | Non-Final OA | — | Pending | Dec 20, 2023 |
| 18525225 | VECTOR EMBEDDING PREPROCESSING AND RETRIEVAL FOR GENERATIVE MODELS | SCHNEE, HAL W | — | §103 | Non-Final OA | — | Pending | Nov 30, 2023 |
| 18525545 | CONFIGURATION DRIVEN NATURAL LANGUAGE PROCESSING PIPELINE PROVISIONING | SULTANA, NADIRA | 2653 | §103 | Final Rejection | 56d | Pending | Nov 30, 2023 |
| 18520693 | MACHINE LEARNING BASED APPROACH FOR AUTOMATICALLY PREDICTING A CLASSIFICATION FOR TRANSACTIONS BASED ON INDUSTRY NAME EMBEDDINGS | OJIAKU, CHIKAODINAKA | 3696 | §101 | Non-Final OA | — | Pending | Nov 28, 2023 |
| 18498398 | TOKEN BASED APPROACH FOR PROVIDING CERTIFIED REVIEWS ON THIRD-PARTY REVIEW SERVICES | PHAN, NICHOLAS K | 3699 | §101§103 | Non-Final OA | 16d | Pending | Oct 31, 2023 |
| 18496496 | DOMAIN-SPECIFIC PROMPT PROCESSING AND ANSWERING VIA LARGE LANGUAGE MODELS AND ARTIFICIAL INTELLIGENCE PLANNERS | COLEMAN, PAUL | 4100 | §103 | Non-Final OA | — | Pending | Oct 27, 2023 |
| 18383799 | MULTI-MODAL MACHINE LEARNING MODEL FOR DIGITAL DOCUMENT PROCESSING | BARNES JR, CARL E | 2178 | §103 | Non-Final OA | 45d overdue | Pending | Oct 25, 2023 |
| 18493676 | SYSTEM AND METHOD FOR SPATIAL ENCODING AND FEATURE GENERATORS FOR ENHANCING INFORMATION EXTRACTION | GAUTHIER, GERALD | 2692 | DP | Final Rejection | — | Pending | Oct 24, 2023 |
| 18488993 | SHALLOW-DEEP MACHINE LEARNING CLASSIFIER AND METHOD | RHO, YONG DOO | 4100 | §101§103§112 | Non-Final OA | — | Pending | Oct 17, 2023 |
| 18480308 | DYNAMICALLY TARGETED NETWORK INVITATIONS | WEBB III, JAMES L | 3624 | §101 | Final Rejection | — | Pending | Oct 03, 2023 |
| 18375364 | IDENTIFYING DATA LAKE OWNERSHIP USING WRITE ACCESS LOGS | AKBARI, FARAZ TIMA | 2196 | §101§103 | Final Rejection | 19d | Pending | Sep 29, 2023 |
| 18478867 | SYSTEMS AND METHODS FOR ANSWERING INQUIRIES USING VECTOR EMBEDDINGS AND LARGE LANGUAGE MODELS | SONIFRANK, RICHA MISHRA | 2654 | §103 | Non-Final OA | 1d overdue | Pending | Sep 29, 2023 |
| 18372660 | EXPERT FEEDBACK LOOP FOR RESOLVING AMBIGUITY | ROY, SANCHITA | 2146 | §101§102§103§112 | Non-Final OA | — | Pending | Sep 25, 2023 |
| 18450931 | SYSTEMS AND METHODS FOR GENERATING RECOMMENDATIONS USING CONTEXTUAL BANDIT MODELS WITH NON-LINEAR ORACLES | KRINGEN, MICHELLE THERESE | 3689 | §101§102§103 | Non-Final OA | — | Pending | Aug 16, 2023 |
| 18194676 | MACHINE-LEARNING MODELS TO FACILITATE USER RETENTION FOR SOFTWARE APPLICATIONS | RAHMAN, IBRAHIM | 2122 | §103 | Final Rejection | 19d overdue | Pending | Apr 03, 2023 |
| 17384349 | GENERATING AND ADJUSTING DECISION-MAKING ALGORITHMS USING REINFORCEMENT MACHINE LEARNING | GALVIN-SIEBENALER, PAUL MICHAEL | 2147 | §101§103 | Non-Final OA | — | Pending | Jul 23, 2021 |
| 16912843 | MINIMIZING REGRET THROUGH ACTIVE LEARNING FOR TRANSACTION CATEGORIZATION | MOORE, REVA R | 3627 | §101 | Final Rejection | — | Pending | Jun 26, 2020 |
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