Prosecution Insights
Prosecution Insights
40 pending office actions • 30 art units • 36 examiners • 0 of 40 (0%) have an AI response strategy ready • 172 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 39 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. 39 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 | 5 (12%) |
| §103 only | 35 (88%) |
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 |
|---|---|---|---|
| MUELLER, PAUL JOSEPH | 2 | 76.2% | +33.7% |
| THOMAS-HOMESCU, ANNE L | 2 | 77.0% | +35.8% |
| CASTILLO-TORRES, KEISHA Y | 2 | 74.5% | +29.5% |
| SALMAN, AVIA ABDULSATTAR | 2 | 48.9% | +41.3% |
| FUELLING, MICHAEL | 1 | 43.1% | +32.4% |
| PULLIAS, JESSE SCOTT | 1 | 83.0% | +12.7% |
| PATEL, SHREYANS A | 1 | 88.9% | +7.7% |
| GOFMAN, ALEX N | 1 | 68.7% | +24.6% |
| MASTERS, KRISTEN MICHELLE | 1 | 63.0% | +22.3% |
| GAY, SONIA L | 1 | 82.2% | +11.4% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 3 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18767899 | END-TO-END AUTOMATED LARGE LANGUAGE MODEL EVALUATION AND DEPLOYMENT | PATEL, SHREYANS A | 8d overdue |
| 18789839 | MACHINE LEARNING BASED APPROACH FOR AUTOMATICALLY IDENTIFYING AND EXTRACTING TRANSACTIONS FROM WEBPAGES | PULLIAS, JESSE SCOTT | 28d |
| 18752964 | EVALUATING CONTEXT-SPECIFIC CONTENT GENERATED BY A GENERATIVE ARTIFICIAL INTELLIGENCE MODEL | GAY, SONIA L | 28d |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 5 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 17698676 | HYBRID ARTIFICIAL INTELLIGENCE GENERATED ACTIONABLE RECOMMENDATIONS | SALMAN, AVIA ABDULSATTAR | 119d overdue |
| 18496813 | AUTOMATED RECOMMENDATIONS FOR HIERARCHICAL DATA STRUCTURES | LIU, CHIA-YI | 9d |
| 17815552 | USING A MULTI-ARMED BANDIT APPROACH FOR BOOSTING CATEGORIZATION PERFORMANCE | SALMAN, AVIA ABDULSATTAR | 23d |
| 18759767 | TRAINED MULTI-DOMAIN LANGUAGE MODEL FOR CONTENT MODERATION OF A PRIMARY LANGUAGE MODEL | MASTERS, KRISTEN MICHELLE | 28d |
| 18674736 | PERSONALIZED CAMPAIGN GENERATION THROUGH DEEP CUSTOMER LEARNING | BEKERMAN, MICHAEL | 62d |
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 |
|---|---|---|---|
| 17698676 | HYBRID ARTIFICIAL INTELLIGENCE GENERATED ACTIONABLE RECOMMENDATIONS | SALMAN, AVIA ABDULSATTAR | 119d overdue |
| 18759744 | IMPROVED COMPUTING SYSTEM FOR IDENTIFYING AND USING BENCHMARK ATTRIBUTE TYPES AMONG SIMILAR ENTITIES IN DIFFERENT DATASETS | GOFMAN, ALEX N | 15d overdue |
| 18789845 | RECOMMENDING TARGETED INFORMATION | MUELLER, PAUL JOSEPH | 4d overdue |
| 18758291 | TEXT CLASSIFICATION WITH WEIGHTED EMBEDDINGS | MUELLER, PAUL JOSEPH | 6d |
| 18428790 | AUGMENTING SEMANTIC SEARCH SCORES BASED ON RELEVANCY AND POPULARITY | THOMAS-HOMESCU, ANNE L | 19d |
| 18525706 | INDIRECT LOOKUP USING SEMANTIC MATCHING AND A LARGE LANGUAGE MODEL | CASTILLO-TORRES, KEISHA Y | 21d |
| 18375775 | IDENTIFICATION AND ALERT GENERATION FOR MISCATEGORIZATIONS IN CATEGORIZATION PROBLEMS | THOMAS-HOMESCU, ANNE L | 22d |
| 17815552 | USING A MULTI-ARMED BANDIT APPROACH FOR BOOSTING CATEGORIZATION PERFORMANCE | SALMAN, AVIA ABDULSATTAR | 23d |
| Art Unit | Apps |
|---|---|
| 2659 | 5 |
| 2657 | 3 |
| 2658 | 2 |
| 2656 | 2 |
| 2654 | 2 |
| 3627 | 2 |
| 3992 | 1 |
| 2655 | 1 |
| 2163 | 1 |
| 3621 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 18789869 | DYNAMIC AUTOMATED RECOMMENDER SYSTEM WITH TUNABLE RECOMMENDATION DISTRIBUTIONS | FUELLING, MICHAEL | 3992 | §103 | Final Rejection | 42d | 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 |
| 18789845 | RECOMMENDING TARGETED INFORMATION | MUELLER, PAUL JOSEPH | 2657 | §103 | Non-Final OA | 4d overdue | Pending | Jul 31, 2024 |
| 18767899 | END-TO-END AUTOMATED LARGE LANGUAGE MODEL EVALUATION AND DEPLOYMENT | PATEL, SHREYANS A | 2659 | §103 | Non-Final OA | 8d overdue | Pending | Jul 09, 2024 |
| 18759744 | IMPROVED COMPUTING SYSTEM FOR IDENTIFYING AND USING BENCHMARK ATTRIBUTE TYPES AMONG SIMILAR ENTITIES IN DIFFERENT DATASETS | GOFMAN, ALEX N | 2163 | §103 | Non-Final OA | 15d overdue | Pending | Jun 28, 2024 |
| 18759767 | TRAINED MULTI-DOMAIN LANGUAGE MODEL FOR CONTENT MODERATION OF A PRIMARY LANGUAGE MODEL | MASTERS, KRISTEN MICHELLE | 2659 | §101 | Non-Final OA | 28d | Pending | Jun 28, 2024 |
| 18758291 | TEXT CLASSIFICATION WITH WEIGHTED EMBEDDINGS | MUELLER, PAUL JOSEPH | 2657 | §103 | Non-Final OA | 6d | Pending | Jun 28, 2024 |
| 18752964 | EVALUATING CONTEXT-SPECIFIC CONTENT GENERATED BY A GENERATIVE ARTIFICIAL INTELLIGENCE MODEL | GAY, SONIA L | 2657 | §103 | Non-Final OA | 28d | Pending | Jun 25, 2024 |
| 18744434 | SMART DISPATCHER IN A COMPOSITE ARTIFICIAL INTELLIGENCE (AI) SYSTEM | SHAIKH, ZEESHAN MAHMOOD | 2658 | §103 | Non-Final OA | 9d | Pending | Jun 14, 2024 |
| 18674736 | PERSONALIZED CAMPAIGN GENERATION THROUGH DEEP CUSTOMER LEARNING | BEKERMAN, MICHAEL | 3621 | §101 | Final Rejection | 62d | Pending | May 24, 2024 |
| 18674732 | COLLABORATIVE COMPONENTS FRAMEWORK FOR CONTENT-BASED RECOMMENDATIONS SYSTEM | VIG, NARESH | 3622 | §103 | Non-Final OA | 34d | Pending | May 24, 2024 |
| 18668113 | METHOD FOR LABELING LANGUAGE DATA STRUCTURES USING LANGUAGE MODEL | NGUYEN, LOAN T | 2165 | §103 | Final Rejection | 12d | Pending | May 17, 2024 |
| 18663329 | ADVERSARIAL GENERATION OF SOFTWARE BILL OF MATERIALS (SBOM) FOR COMPUTING SECURITY | KIM, HEE SOO | 2443 | §103 | Non-Final OA | 16d overdue | Pending | May 14, 2024 |
| 18651680 | PROMPT INJECTION ATTACK DETECTION IN RESPONSES FROM LARGE LANGUAGE MODELS | LOUIE, HOWARD H | 2494 | §103 | Final Rejection | 56d | Pending | Apr 30, 2024 |
| 18633382 | VARIABLE PROCESSING WITH MACHINE LEARNING USAGE PREDICTION | THEIN, MARIA TERESA T | 3689 | §103 | Non-Final OA | 35d overdue | Pending | Apr 11, 2024 |
| 18614582 | LOGGING AND VISUALIZING EXECUTION FLOW IN AN LLM ENABLED USER QUERY APPLICATION | CHEN, QING | 2191 | §103 | Non-Final OA | 22d | Pending | Mar 22, 2024 |
| 18612119 | MACHINE LEARNING BASED APPROACH FOR AUTOMATICALLY RECOMMENDING PERSONALIZED ESTIMATES OF TIME NEEDED TO COMPLETE A TASK | HOLLY, JOHN H | 3696 | §103 | Final Rejection | 27d | Pending | Mar 21, 2024 |
| 18591788 | INTEGRATING USER INTERFACE FUNCTIONALITY FROM DISPARATE APPLICATIONS | MALIK, ZEERICK ASIM | 2193 | §103 | Non-Final OA | 55d | Pending | Feb 29, 2024 |
| 18592461 | QUERY EXECUTION METHOD FOR ELECTRONIC FORM COMPLETION | HUYNH, LINDA TANG | 2172 | §103 | Non-Final OA | 21d | Pending | Feb 29, 2024 |
| 18428790 | AUGMENTING SEMANTIC SEARCH SCORES BASED ON RELEVANCY AND POPULARITY | THOMAS-HOMESCU, ANNE L | 2656 | §103 | Non-Final OA | 19d | Pending | Jan 31, 2024 |
| 18429131 | SEARCHING PROGRAMMING CODE REPOSITORIES USING LATENT SEMANTIC ANALYSIS | SMITH, SEAN THOMAS | 2659 | §103 | Non-Final OA | 4d overdue | Pending | Jan 31, 2024 |
| 18427108 | UNSUPERVISED ANOMALY DETECTION USING LOOKAHEAD PAIRS | ALRIYASHI, ABDULKADER MOHAMED | 2447 | §103 | Non-Final OA | 50d overdue | Pending | Jan 30, 2024 |
| 18424572 | SLANG USAGE DETECTION AND MITIGATION FOR LARGE LANGUAGE MODELS | TENGBUMROONG, NATHAN NARA | 2654 | §103 | Non-Final OA | 49d overdue | Pending | Jan 26, 2024 |
| 18412448 | AUTOMATIC INVOICE TEMPLATE GENERATION BASED ON INFORMATION EXTRACTED FROM INDIVIDUAL INVOICES | CASTILLO-TORRES, KEISHA Y | 2659 | §103 | Final Rejection | 41d | Pending | Jan 12, 2024 |
| 18543798 | DATA SOURCE MAPPER FOR ENHANCED DATA RETRIEVAL | CHEUNG, HUBERT G | 2152 | §103 | Final Rejection | 20d | Pending | Dec 18, 2023 |
| 18525706 | INDIRECT LOOKUP USING SEMANTIC MATCHING AND A LARGE LANGUAGE MODEL | CASTILLO-TORRES, KEISHA Y | 2659 | §103 | Final Rejection | 21d | Pending | Nov 30, 2023 |
| 18525501 | DOCUMENT ROTATION DETECTION AND CORRECTION | VANCHY JR, MICHAEL J | 2666 | §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 |
| 18498988 | CONTRASTIVE IN-CONTEXT LEARNING FOR LARGE LANGUAGE MODELS | OPSASNICK, MICHAEL N | 2658 | §103 | Non-Final OA | 23d overdue | Pending | Oct 31, 2023 |
| 18498398 | TOKEN BASED APPROACH FOR PROVIDING CERTIFIED REVIEWS ON THIRD-PARTY REVIEW SERVICES | PHAN, NICHOLAS K | 3699 | §103 | Final Rejection | 16d | Pending | Oct 31, 2023 |
| 18496813 | AUTOMATED RECOMMENDATIONS FOR HIERARCHICAL DATA STRUCTURES | LIU, CHIA-YI | 3692 | §101 | Non-Final OA | 9d | 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 |
| 18375775 | IDENTIFICATION AND ALERT GENERATION FOR MISCATEGORIZATIONS IN CATEGORIZATION PROBLEMS | THOMAS-HOMESCU, ANNE L | 2656 | §103 | Non-Final OA | 22d | Pending | Oct 02, 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 |
| 18375364 | IDENTIFYING DATA LAKE OWNERSHIP USING WRITE ACCESS LOGS | AKBARI, FARAZ TIMA | 2196 | §103 | Non-Final OA | 19d | Pending | Sep 29, 2023 |
| 18455595 | LARGE LANGUAGE MODEL AND DETERMINISTIC CALCULATOR SYSTEMS AND METHODS | MUDRICK, TIMOTHY A | 2198 | §103 | Final Rejection | 47d | Pending | Aug 24, 2023 |
| 18194676 | MACHINE-LEARNING MODELS TO FACILITATE USER RETENTION FOR SOFTWARE APPLICATIONS | RAHMAN, IBRAHIM | 2122 | §103 | Non-Final OA | 19d overdue | Pending | Apr 03, 2023 |
| 17815552 | USING A MULTI-ARMED BANDIT APPROACH FOR BOOSTING CATEGORIZATION PERFORMANCE | SALMAN, AVIA ABDULSATTAR | 3627 | §101 | Non-Final OA | 23d | Pending | Jul 27, 2022 |
| 17698676 | HYBRID ARTIFICIAL INTELLIGENCE GENERATED ACTIONABLE RECOMMENDATIONS | SALMAN, AVIA ABDULSATTAR | 3627 | §101 | Final Rejection | 119d overdue | Pending | Mar 18, 2022 |
| 17491495 | ARTIFICIAL INTELLIGENCE BASED COMPLIANCE DOCUMENT PROCESSING | MAUNI, HUMAIRA ZAHIN | 2141 | §103 | Final Rejection | 79d overdue | Pending | Sep 30, 2021 |
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