Prosecution Insights
Prosecution Insights
53 pending office actions • 1 client • 52 examiners • 42 art units • 0 of 53 (0%) have an AI response strategy ready • 247 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 53 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. 53 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 (9%) |
| §103 only | 38 (72%) |
| §102 only | 3 (6%) |
| §112 only | 3 (6%) |
| Double-patenting + other | 1 (2%) |
| No statute on record | 3 (6%) |
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 |
|---|---|---|---|
| HOANG, KEN | 2 | 72.3% | +31.6% |
| MEJIA, ANTHONY | 1 | 83.4% | +19.0% |
| YU, JAE UN | 1 | 89.9% | +10.3% |
| TSUI, DANIEL D | 1 | 91.6% | -0.3% |
| CHAI, LONGBIT | 1 | 87.9% | +31.6% |
| TRUONG, CAM Y T | 1 | 82.4% | +60.7% |
| GLENN III, FRANK T | 1 | 55.2% | +5.0% |
| ROSTAMI, MOHAMMAD S | 1 | 66.8% | +26.1% |
| RAJAPUTRA, SUMAN | 1 | 69.1% | +38.2% |
| SONG, HOSUK | 1 | 94.8% | +2.7% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 5 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19008450 | MANAGEMENT OF OPERATING SYSTEM SOFTWARE USING READ-ONLY MULTI-ATTACH BLOCK VOLUMES | YU, JAE UN | 30d overdue |
| 18817098 | MASKING SENSITIVE INFORMATION IN RECORDS OF FILTERED ACCESSES TO UNSTRUCTURED DATA | SONG, HOSUK | 9d overdue |
| 18984855 | MANAGED ATTESTATION SERVICE FOR COMPUTE INSTANCES | CHAI, LONGBIT | 4d overdue |
| 19022959 | MANAGING REPLICATION OF COMPUTING NODES FOR PROVIDED COMPUTER NETWORKS | MEJIA, ANTHONY | 33d |
| 18981057 | EVENT DEDUPLICATION USING MULTIPLE STAGES AND CONCURRENT PROCESSING | TRUONG, CAM Y T | 60d |
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 |
|---|---|---|---|
| 18481937 | AUTOMATIC ARCHIVING OF DATA STORE LOG DATA | MOSER, BRUCE M | 60d overdue |
| 16791050 | CONSTRAINTS AND CONSTRAINT SHARING IN A CATALOG SERVICE PLATFORM | BYRD, UCHE SOWANDE | 35d overdue |
| 18441948 | CONTINUOUS FUNCTIONS IN A TIME-SERIES DATABASE | KIM, PAUL | 33d |
| 18416755 | NORMALIZING TEXT ATTRIBUTES FOR MACHINE LEARNING MODELS | STARKS, WILBERT L | 35d |
| 18344739 | AUTOMATED EVALUATION OF EVIDENCE MAPPING MODELS | AGAHI, DARIOUSH | 75d |
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 |
|---|---|---|---|
| 18518916 | DYNAMICALLY SCALING A DISTRIBUTED DATABASE ACCORDING TO A CLUSTER-WIDE RESOURCE ALLOCATION | HOANG, KEN | 87d overdue |
| 19008450 | MANAGEMENT OF OPERATING SYSTEM SOFTWARE USING READ-ONLY MULTI-ATTACH BLOCK VOLUMES | YU, JAE UN | 30d overdue |
| 18984855 | MANAGED ATTESTATION SERVICE FOR COMPUTE INSTANCES | CHAI, LONGBIT | 4d overdue |
| 18892144 | CONVERTING NATURAL LANGUAGE QUERIES TO SQL QUERIES USING ONTOLOGICAL CODES AND PLACEHOLDERS | RAJAPUTRA, SUMAN | 14d |
| 17472449 | ORDERING TRANSACTION REQUESTS IN A DISTRIBUTED DATABASE ACCORDING TO AN INDEPENDENTLY ASSIGNED SEQUENCE | HOANG, KEN | 15d |
| 18900105 | ARTIFICIAL INTELLIGENCE SYSTEM FOR EFFICIENT ATTRIBUTE EXTRACTION | ROSTAMI, MOHAMMAD S | 27d |
| 19022959 | MANAGING REPLICATION OF COMPUTING NODES FOR PROVIDED COMPUTER NETWORKS | MEJIA, ANTHONY | 33d |
| 18981057 | EVENT DEDUPLICATION USING MULTIPLE STAGES AND CONCURRENT PROCESSING | TRUONG, CAM Y T | 60d |
| Client (Assignee) | Pending OAs |
|---|---|
| Amazon | 53 |
| Art Unit | Apps |
|---|---|
| 2199 | 3 |
| 2451 | 2 |
| 2169 | 2 |
| 2154 | 2 |
| 2163 | 2 |
| 2492 | 2 |
| 2152 | 2 |
| 2168 | 2 |
| 2198 | 2 |
| 2653 | 2 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 19022959 | MANAGING REPLICATION OF COMPUTING NODES FOR PROVIDED COMPUTER NETWORKS | Amazon Technologies, Inc. | MEJIA, ANTHONY | 2451 | §102 | Non-Final OA | 33d | Pending | Jan 15, 2025 |
| 19008450 | MANAGEMENT OF OPERATING SYSTEM SOFTWARE USING READ-ONLY MULTI-ATTACH BLOCK VOLUMES | Amazon Technologies, Inc. | YU, JAE UN | 2138 | §112 | Non-Final OA | 30d overdue | Pending | Jan 02, 2025 |
| 19008481 | MANAGING ACCESS OF MULTIPLE EXECUTING PROGRAMS TO NON-LOCAL BLOCK DATA STORAGE | Amazon Technologies, Inc. | TSUI, DANIEL D | 2132 | Other | Non-Final OA | 34d | Pending | Jan 02, 2025 |
| 18984855 | MANAGED ATTESTATION SERVICE FOR COMPUTE INSTANCES | Amazon Technologies, Inc. | CHAI, LONGBIT | 2431 | §103 | Non-Final OA | 4d overdue | Pending | Dec 17, 2024 |
| 18981057 | EVENT DEDUPLICATION USING MULTIPLE STAGES AND CONCURRENT PROCESSING | Amazon Technologies, Inc. | TRUONG, CAM Y T | 2169 | §103 | Final Rejection | 60d | Pending | Dec 13, 2024 |
| 18940406 | FLEET DATA COLLECTION USING A UNIFIED MODEL TO COLLECT DATA FROM HETEROGENOUS VEHICLES | Amazon Technologies, Inc. | GLENN III, FRANK T | 3662 | §103 | Non-Final OA | 29d | Pending | Nov 07, 2024 |
| 18900105 | ARTIFICIAL INTELLIGENCE SYSTEM FOR EFFICIENT ATTRIBUTE EXTRACTION | Amazon Technologies, Inc. | ROSTAMI, MOHAMMAD S | 2154 | §103 | Non-Final OA | 27d | Pending | Sep 27, 2024 |
| 18892144 | CONVERTING NATURAL LANGUAGE QUERIES TO SQL QUERIES USING ONTOLOGICAL CODES AND PLACEHOLDERS | Amazon Technologies, Inc. | RAJAPUTRA, SUMAN | 2163 | §103 | Non-Final OA | 14d | Pending | Sep 20, 2024 |
| 18817098 | MASKING SENSITIVE INFORMATION IN RECORDS OF FILTERED ACCESSES TO UNSTRUCTURED DATA | Amazon Technologies, Inc. | SONG, HOSUK | 2435 | §102 | Non-Final OA | 9d overdue | Pending | Aug 27, 2024 |
| 18757282 | INDEPENDENT ENCRYPTION FOR CROSS REGION DATA SET REPLICATION | Amazon Technologies, Inc. | ALMEIDA, DEVIN E | 2492 | §103 | Non-Final OA | 55d | Pending | Jun 27, 2024 |
| 18752544 | ISOLATION TECHNIQUES AT EXECUTION PLATFORMS USED FOR SENSITIVE DATA ANALYSIS | Amazon Technologies, Inc. | FARAMARZI, GITA | 2496 | §103 | Non-Final OA | 44d overdue | Pending | Jun 24, 2024 |
| 18747329 | USING SENSING FUNCTIONS AND ACTUATING FUNCTIONS TO SAFELY IMPLEMENT ACTIONS FOR IOT DEVICES | Amazon Technologies, Inc. | KABIR, SAAD M | 2119 | §103 | Non-Final OA | 30d overdue | Pending | Jun 18, 2024 |
| 18656520 | AUTOMATED THREAT MODELING USING APPLICATION RELATIONSHIPS | Amazon Technologies, Inc. | DAVIS, ZACHARY A | 2492 | §103 | Non-Final OA | 4d overdue | Pending | May 06, 2024 |
| 18601916 | CUSTOMER-REQUESTED PARTITIONING OF JOURNAL-BASED STORAGE SYSTEMS | Amazon Technologies, Inc. | MORRIS, JOHN J | 2152 | §103 | Non-Final OA | 26d overdue | Pending | Mar 11, 2024 |
| 18441948 | CONTINUOUS FUNCTIONS IN A TIME-SERIES DATABASE | Amazon Technologies, Inc. | KIM, PAUL | 2152 | §101 | Non-Final OA | 33d | Pending | Feb 14, 2024 |
| 18416755 | NORMALIZING TEXT ATTRIBUTES FOR MACHINE LEARNING MODELS | Amazon Technologies, Inc. | STARKS, WILBERT L | 2122 | §101 | Final Rejection | 35d | Pending | Jan 18, 2024 |
| 18399005 | ARTIFICIAL INTELLIGENCE SYSTEM WITH ITERATIVE TWO-PHASE ACTIVE LEARNING | Amazon Technologies, Inc. | JACOB, WILLIAM J | 3696 | §103 | Non-Final OA | 3d overdue | Pending | Dec 28, 2023 |
| 18544229 | CONTENT EXTRACTION USING RELATED ENTITY GROUP METADATA FROM REFERENCE OBJECTS | Amazon Technologies, Inc. | MINCEY, JERMAINE A | 2159 | §103 | Non-Final OA | 15d overdue | Pending | Dec 18, 2023 |
| 18518916 | DYNAMICALLY SCALING A DISTRIBUTED DATABASE ACCORDING TO A CLUSTER-WIDE RESOURCE ALLOCATION | Amazon Technologies, Inc. | HOANG, KEN | 2168 | §103 | Non-Final OA | 87d overdue | Pending | Nov 24, 2023 |
| 18518927 | DYNAMIC ENDPOINT MANAGEMENT FOR HETEROGENEOUS MACHINE LEARNING MODELS | Amazon Technologies, Inc. | EWALD, JOHN ROBERT DAKITA | 2199 | §103 | Non-Final OA | 17d overdue | Pending | Nov 24, 2023 |
| 18490686 | SECURED DATABASE RESTORATION ACROSS SERVICE REGIONS | Amazon Technologies, Inc. | WOLDEMARIAM, NEGA | 2407 | §103 | Non-Final OA | 4d overdue | Pending | Oct 19, 2023 |
| 18489752 | Automated Management of Machine Images | Amazon Technologies, Inc. | DASCOMB, JACOB D | 2198 | DPOther | Final Rejection | 62d | Pending | Oct 18, 2023 |
| 18481937 | AUTOMATIC ARCHIVING OF DATA STORE LOG DATA | Amazon Technologies, Inc. | MOSER, BRUCE M | 2154 | §101 | Final Rejection | 60d overdue | Pending | Oct 05, 2023 |
| 18478647 | DISTRIBUTED ORCHESTRATION OF NATURAL LANGUAGE TASKS USING A GENERATE MACHINE LEARNING MODEL | Amazon Technologies, Inc. | VOGT, JACOB BUI | 2653 | §103 | Non-Final OA | 26d | Pending | Sep 29, 2023 |
| 18478830 | CONTAINERIZED EXECUTION ORCHESTRATION OF QUANTUM TASKS ON QUANTUM HARDWARE PROVIDER QUANTUM PROCESSING UNITS | Amazon Technologies, Inc. | LU, KEVIN X | 2199 | §103 | Non-Final OA | 28d | Pending | Sep 29, 2023 |
| 18478766 | INTENT CLASSIFICATION FOR EXECUTING A RETRIEVAL AUGMENTED GENERATION PIPELINE FOR NATURAL LANGUAGE TASKS USING A GENERATE MACHINE LEARNING MODEL | Amazon Technologies, Inc. | SHAW, PETER C | 2493 | §103 | Final Rejection | 30d | Pending | Sep 29, 2023 |
| 18477209 | INDEXING SPLIT DOCUMENTS FOR DATA RETRIEVAL AUGMENTING GENERATIVE MACHINE LEARNING RESULTS | Amazon Technologies, Inc. | SOLAIMAN, FOUZIA HYE | 2653 | §103 | Final Rejection | 3d overdue | Pending | Sep 28, 2023 |
| 18473152 | DYNAMIC PREFETCHING FOR DATABASE QUERIES | Amazon Technologies, Inc. | VUONG, CAO DANG | 2153 | §103 | Non-Final OA | 4d overdue | Pending | Sep 22, 2023 |
| 18472402 | CONFIGURABLE VIRTUAL MACHINES | Amazon Technologies, Inc. | LEE, ADAM | 2198 | §103 | Final Rejection | 54d | Pending | Sep 22, 2023 |
| 18465916 | ATTENTION-BASED DEEP REINFORCEMENT LEARNING FOR AUTONOMOUS AGENTS | Amazon Technologies, Inc. | SHUDY, ANGELINA M | 3668 | Other | Final Rejection | 34d | Pending | Sep 12, 2023 |
| 18464951 | PRIVATE ALIAS ENDPOINTS FOR ISOLATED VIRTUAL NETWORKS | Amazon Technologies, Inc. | DABIPI, DIXON F | 2451 | §103 | Final Rejection | 16d overdue | Pending | Sep 11, 2023 |
| 18462321 | DISTRIBUTION OF MESSAGES WITH GUARANTEED OR SYNCHRONIZED TIME OF DELIVERY | Amazon Technologies, Inc. | NDIAYE, CHEIKH T | 2447 | Other | Final Rejection | 40d | Pending | Sep 06, 2023 |
| 18455408 | SERVICE FOR MANAGING QUANTUM COMPUTING RESOURCES | Amazon Technologies, Inc. | MILLS, FRANK D | 2194 | §103 | Non-Final OA | 42d overdue | Pending | Aug 24, 2023 |
| 18365927 | ARTIFICIAL INELLIGENCE SYSTEM WITH INTUITIVE INTERACTIVE INTERFACES FOR GUIDED LABELING OF TRAINING DATA FOR MACHINE LEARNING MODELS | Amazon Technologies, Inc. | SAMARA, HUSAM TURKI | 2161 | §103 | Non-Final OA | 29d | Pending | Aug 04, 2023 |
| 18356117 | GUIDING TRANSCRIPT GENERATION USING DETECTED SECTION TYPES AS PART OF AUTOMATIC SPEECH RECOGNITION | Amazon Technologies, Inc. | HE, JIALONG | 2659 | §103 | Non-Final OA | 43d | Pending | Jul 20, 2023 |
| 18344764 | DOMAIN ENTITY EXTRACTION FOR PERFORMING TEXT ANALYSIS TASKS | Amazon Technologies, Inc. | LERNER, MARTIN | 2658 | §103 | Non-Final OA | 3d overdue | Pending | Jun 29, 2023 |
| 18344739 | AUTOMATED EVALUATION OF EVIDENCE MAPPING MODELS | Amazon Technologies, Inc. | AGAHI, DARIOUSH | 2656 | §101 | Non-Final OA | 75d | Pending | Jun 29, 2023 |
| 18331087 | SYSTEM AND METHOD FOR PERFORMING LIVE PARTITIONING IN A DATA STORE | Amazon Technologies, Inc. | LOONAN, ERIC T | 2137 | §103 | Non-Final OA | 59d overdue | Pending | Jun 07, 2023 |
| 18329504 | DISCOVERING MATCHING CODE SEGMENTS ACCORDING TO INDEX AND COMPARATIVE SIMILARITY | Amazon Technologies, Inc. | JEON, JAE UK | 2193 | §103 | Final Rejection | 69d | Pending | Jun 05, 2023 |
| 18194391 | VEHICLE TEST ENVIRONMENT MANAGEMENT SERVICE | Amazon Technologies, Inc. | AGUILERA, TODD | 2192 | §103 | Final Rejection | 79d | Pending | Mar 31, 2023 |
| 18192954 | QUANTUM CIRCUIT MAPPING USING REINFORCEMENT LEARNING TECHNIQUES | Amazon Technologies, Inc. | RUTTEN, JAMES D | 2121 | §103 | Non-Final OA | 34d | Pending | Mar 30, 2023 |
| 18193294 | QUANTUM COMPILATION SERVICE | Amazon Technologies, Inc. | WANG, RONGFA PHILIP | 2199 | §103 | Non-Final OA | 13d | Pending | Mar 30, 2023 |
| 18151359 | HANDS-ON ARTIFICIAL INTELLIGENCE EDUCATION SERVICE | Amazon Technologies, Inc. | SCHREIBER, CHRISTINA MARIE | 2837 | §112 | Non-Final OA | 8d overdue | Pending | Jan 06, 2023 |
| 18067674 | ADAPTING PROMPTS SELECTED FROM PROMPT TASK COLLECTIONS | Amazon Technologies, Inc. | SHAH, ANTIM G | 2693 | §103 | Non-Final OA | 34d | Pending | Dec 16, 2022 |
| 18065565 | VEHICLE APPLICATION DEPLOYMENT PLANNER | Amazon Technologies, Inc. | LYONS, ANDREW M | 2191 | §103 | Non-Final OA | 44d overdue | Pending | Dec 13, 2022 |
| 18053287 | VERIFIED ISOLATED RUN-TIME ENVIRONMENTS FOR ENHANCED SECURITY COMPUTATIONS WITHIN COMPUTE INSTANCES | Amazon Technologies, Inc. | XU, ZUJIA | 2195 | §103 | Non-Final OA | 27d | Pending | Nov 07, 2022 |
| 17936793 | MANAGED SOLVER EXECUTION USING DIFFERENT SOLVER TYPES | Amazon Technologies, Inc. | VY, HUNG T | 2163 | §102 | Non-Final OA | 46d | Pending | Sep 29, 2022 |
| 17710585 | PERSPECTIVE BASED VEHICLE SHADOW SYSTEM | Amazon Technologies, Inc. | ZECHER, CORDELIA P K | 2100 | §103 | Non-Final OA | 35d overdue | Pending | Mar 31, 2022 |
| 17472449 | ORDERING TRANSACTION REQUESTS IN A DISTRIBUTED DATABASE ACCORDING TO AN INDEPENDENTLY ASSIGNED SEQUENCE | Amazon Technologies, Inc. | HOANG, KEN | 2168 | §103 | Final Rejection | 15d | Pending | Sep 10, 2021 |
| 17362729 | DETECTING SCHEMA INCOMPATIBILITIES FOR GENERATING VIEWS AT TARGET DATA STORES | Amazon Technologies, Inc. | ALLEN, BRITTANY N | 2169 | §103 | Final Rejection | 11d overdue | Pending | Jun 29, 2021 |
| 17106027 | MONITORING BIAS METRICS AND FEATURE ATTRIBUTION FOR TRAINED MACHINE LEARNING MODELS | Amazon Technologies, Inc. | ROY, SANCHITA | 2146 | §112 | Final Rejection | 21d | Pending | Nov 27, 2020 |
| 17106029 | CAPTURING FEATURE ATTRIBUTION IN MACHINE LEARNING PIPELINES | Amazon Technologies, Inc. | TAN, DAVID H | 2145 | §103 | Non-Final OA | 5d overdue | Pending | Nov 27, 2020 |
| 16791050 | CONSTRAINTS AND CONSTRAINT SHARING IN A CATALOG SERVICE PLATFORM | Amazon Technologies, Inc. | BYRD, UCHE SOWANDE | 3624 | §101 | Final Rejection | 35d overdue | Pending | Feb 14, 2020 |
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