Prosecution Insights
Prosecution Insights
57 pending office actions • 2 clients • 57 examiners • 36 art units • 9 of 57 (16%) have an AI response strategy ready
Based on the USPTO statutory response window for each pending office action. 20 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. 20 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 | 4 (7%) |
| §101 + other | 14 (25%) |
| §103 only | 20 (35%) |
| §102 only | 2 (4%) |
| §112 only | 4 (7%) |
| Double-patenting only | 1 (2%) |
| Double-patenting + other | 1 (2%) |
| Multi-statute (no §101) | 11 (19%) |
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 |
|---|---|---|---|
| HAJ SAID, FADI | 1 | 79.4% | +18.8% |
| TRAN, ALEX HOANG | 1 | 62.8% | +29.0% |
| JOHNSON, AMY COHEN | 1 | 53.8% | +21.6% |
| LE, HUNG D | 1 | 90.1% | +6.2% |
| LI, JAI WEI TOMMY | 1 | — | — |
| GEORGANDELLIS, ANDREW C | 1 | 56.5% | +40.4% |
| SHAH, VAISHALI | 1 | 57.1% | +54.6% |
| CREARY, LATRELL ANTHONY | 1 | 76.3% | +39.1% |
| HARRISON, CHANTE E | 1 | 68.5% | +29.2% |
| SULTANA, NADIRA | 1 | 73.1% | +33.7% |
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 |
|---|---|---|---|
| 18110847 | AUTOMATED MACHINE LEARNING USING LARGE LANGUAGE MODELS | CAMPOS, ALFREDO | 71d overdue |
| 18401324 | NETWORK PROCESSOR PRIMITIVES FOR WORKLOADS IN A SOFTWARE DEFINED NETWORK | TRAN, JIMMY H | 51d overdue |
| 18673750 | ENHANCED CONTROLS FOR CONFIGURATING CUSTOMIZED CALENDAR EVENTS WITH SHORTENED ATTENDANCE PERIODS | LABOGIN, DORETHEA L | 49d overdue |
| 18409657 | TELECOMMUNICATIONS NETWORK PERFORMANCE SIGNATURES | BOLOURCHI, NADER | 49d overdue |
| 18660592 | REDUCING THE AMOUNT OF ANOMALY DETECTION NOISE IN A DISTRIBUTED COMPUTING ENVIRONMENT | MEHRMANESH, ELMIRA | 38d overdue |
| 17555278 | LIGHTWEIGHT ELECTROENCEPHALOGRAM MONITORING DEVICE WITH SEMI-DRY ELECTRODES | GUERRERO ROSARIO, ANA VERUSKA | 15d overdue |
| 18812626 | JOB LOADER | ELKASSABGI, ZAHRA | 9d |
| 18669449 | MECHANISM TO REDUCE QUERY REJECT RATE | JAMI, HARES | 19d |
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 |
|---|---|---|---|
| 18986294 | Untitled | HAJ SAID, FADI | — |
| 18986247 | Untitled | TRAN, ALEX HOANG | — |
| 18963406 | Untitled | JOHNSON, AMY COHEN | — |
| 18933983 | Untitled | GEORGANDELLIS, ANDREW C | — |
| 18964166 | Untitled | SHAH, VAISHALI | — |
| 18982904 | VISUAL CONTENT REDACTION FOR CONTENT CAPTURES | CREARY, LATRELL ANTHONY | — |
| 18976129 | RE-CREATION OF VIRTUAL ENVIRONMENT THROUGH A VIDEO CALL | HARRISON, CHANTE E | — |
| 18964326 | MESSAGE PROCESSING USING LANGUAGE MODELS | SULTANA, NADIRA | — |
| Client (Assignee) | Pending OAs |
|---|---|
| Microsoft | 56 |
| TOWER ROCK TECHNOLOGIES, LLC | 1 |
| Art Unit | Apps |
|---|---|
| 3623 | 2 |
| 2691 | 2 |
| 2192 | 2 |
| 2197 | 2 |
| 2195 | 2 |
| 2435 | 1 |
| 2613 | 1 |
| 2653 | 1 |
| 1781 | 1 |
| 2138 | 1 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 18986294 | Untitled | Microsoft Technology Licensing, LLC | HAJ SAID, FADI | §112 | Non-Final OA | — | Pending | ||
| 18986247 | Untitled | Microsoft Technology Licensing, LLC | TRAN, ALEX HOANG | §103 | Non-Final OA | — | Pending | ||
| 18963406 | Untitled | Microsoft Technology Licensing, LLC | JOHNSON, AMY COHEN | 2435 | §103§112 | Non-Final OA | — | Pending | |
| 19267409 | Untitled | Microsoft Technology Licensing, LLC | LE, HUNG D | §101§102§103 | Non-Final OA | — | Pending | ||
| 18943518 | Untitled | Microsoft Technology Licensing, LLC | LI, JAI WEI TOMMY | §103 | Non-Final OA | — | Pending | ||
| 18933983 | Untitled | Microsoft Technology Licensing, LLC | GEORGANDELLIS, ANDREW C | §103 | Non-Final OA | — | Pending | ||
| 18964166 | Untitled | Microsoft Technology Licensing, LLC | SHAH, VAISHALI | §103 | Final Rejection | — | Pending | ||
| 18982904 | VISUAL CONTENT REDACTION FOR CONTENT CAPTURES | Microsoft Technology Licensing, LLC | CREARY, LATRELL ANTHONY | 2613 | §101§102§103 | Non-Final OA | — | Pending | Dec 16, 2024 |
| 18976129 | RE-CREATION OF VIRTUAL ENVIRONMENT THROUGH A VIDEO CALL | Microsoft Technology Licensing, LLC | HARRISON, CHANTE E | §102§112 | Non-Final OA | — | Pending | Dec 10, 2024 | |
| 18964326 | MESSAGE PROCESSING USING LANGUAGE MODELS | Microsoft Technology Licensing, LLC | SULTANA, NADIRA | 2653 | §101§103 | Non-Final OA | — | Pending | Nov 29, 2024 |
| 18885600 | OPTICAL OVER-THE-AIR PEER TO PEER COMMUNICATION FOR XR DEVICES | Microsoft Technology Licensing, LLC | PHAN, HANH | DP | Non-Final OA | — | Pending | Sep 14, 2024 | |
| 18885372 | USER INTERFACE FOR VISUALIZING SEARCH DATA | Microsoft Technology Licensing, LLC | OLSHANNIKOV, ALEKSEY | §101§103DP | Non-Final OA | — | Pending | Sep 13, 2024 | |
| 18884956 | ACCESS CONTROL OF AUDIO AND VIDEO STREAMS AND CONTROL OF REPRESENTATIONS FOR COMMUNICATION SESSIONS | Microsoft Technology Licensing, LLC | PAN, YONGJIA | §112DP | Non-Final OA | — | Pending | Sep 13, 2024 | |
| 18813890 | HIGH SURFACE AREA COATINGS FOR SOLID-PHASE SYNTHESIS | Microsoft Technology Licensing, LLC | KHAN, TAHSEEN | 1781 | §103 | Non-Final OA | — | Pending | Aug 23, 2024 |
| 18812626 | JOB LOADER | Tower Rock Technologies, LLC | ELKASSABGI, ZAHRA | 3623 | §101Other | Non-Final OA | 9d | Pending | Aug 22, 2024 |
| 18789107 | CONJOINED MEMORY SYSTEMS SUPPORTING DATA STORAGE IN LARGER MEMORY SYSTEM WHEN SMALLER MEMORY SYSTEM IS UNAVAILABLE AND WITH SMALLER MEMORY SYSTEM READ LATENCY, AND RELATED PROCESSOR-BASED SYSTEMS AND METHODS | Microsoft Technology Licensing, LLC | GIROUARD, JANICE MARIE | 2138 | §101§103 | Final Rejection | — | Pending | Jul 30, 2024 |
| 18772056 | NETWORK PACKET MIRRORING FOR COMMUNICATIONS NETWORK ANALYSIS | Microsoft Technology Licensing, LLC | LEE, CHI HO A | 2475 | §103 | Non-Final OA | — | Pending | Jul 12, 2024 |
| 18765196 | ENHANCE CONTROL OF COMMUNICATION SESSIONS | Microsoft Technology Licensing, LLC | TRAN, TUYETLIEN T | §103§112Other | Non-Final OA | — | Pending | Jul 05, 2024 | |
| 18765192 | AUTOMATED UI AND PERMISSION TRANSITIONS BETWEEN PRESENTERS OF A COMMUNICATION SESSION | Microsoft Technology Licensing, LLC | NGUYEN, PHUNG HOANG JOSEPH | 2691 | §103 | Non-Final OA | — | Pending | Jul 05, 2024 |
| 18755596 | AUTOMATIC INCIDENT IDENTIFICATION, INVESTIGATION, AND NEXT-STEP PREDICTION | Microsoft Technology Licensing, LLC | BROWN, CHRISTOPHER J | 2439 | §101§103 | Non-Final OA | 56d | Pending | Jun 26, 2024 |
| 18677999 | DIAGNOSTIC SYSTEM FOR CONTINUOUS INTEGRATION TESTING PIPELINE | Microsoft Technology Licensing, LLC | PAN, HANG | 2193 | §101§103 | Non-Final OA | — | Pending | May 30, 2024 |
| 18673750 | ENHANCED CONTROLS FOR CONFIGURATING CUSTOMIZED CALENDAR EVENTS WITH SHORTENED ATTENDANCE PERIODS | Microsoft Technology Licensing, LLC | LABOGIN, DORETHEA L | 3624 | §101 | Final Rejection | 49d overdue | Pending | May 24, 2024 |
| 18674557 | DYNAMIC LOAD BALANCING WITH IMPROVED RSS | Microsoft Technology Licensing, LLC | GEBRE, MESSERET F | 2445 | §103 | Non-Final OA | — | Pending | May 24, 2024 |
| 18670596 | CONTENT DETECTION FOR VOICE CALLS | Microsoft Technology Licensing, LLC | JONES, CARISSA ANNE | 2691 | §103 | Non-Final OA | — | Pending | May 21, 2024 |
| 18669449 | MECHANISM TO REDUCE QUERY REJECT RATE | Microsoft Technology Licensing, LLC | JAMI, HARES | 2164 | §101 | Final Rejection | 19d | Pending | May 20, 2024 |
| 18665751 | FLEXIBLE ANALYTICS ENGINE API USING NATURAL LANGUAGE | Microsoft Technology Licensing, LLC | RASHID, WISSAM | §102 | Non-Final OA | — | Pending | May 16, 2024 | |
| 18660592 | REDUCING THE AMOUNT OF ANOMALY DETECTION NOISE IN A DISTRIBUTED COMPUTING ENVIRONMENT | Microsoft Technology Licensing, LLC | MEHRMANESH, ELMIRA | 2113 | §101 | Final Rejection | 38d overdue | AI Ready | May 10, 2024 |
| 18625428 | FAST TEST DISABLEMENT FOR PULL REQUEST AND CONTINUOUS INTEGRATION WORKFLOWS | Microsoft Technology Licensing, LLC | LEE, MARINA | 2192 | §112 | Non-Final OA | 16d | Pending | Apr 03, 2024 |
| 18622926 | DISAGGREGATION FROM NETWORK APPLIANCES TO HARDWARE-BASED NETWORK DEVICES IN SOFTWARE DEFINED NETWORKS | Microsoft Technology Licensing, LLC | ZHANG, SHIRLEY X | 2447 | §102 | Final Rejection | 5d overdue | AI Ready | Mar 30, 2024 |
| 18622736 | MAPPING THREADS TO CORES FOR TELECOMS PERFORMANCE | Microsoft Technology Licensing, LLC | HU, SELINA ELISA | §103§112 | Non-Final OA | — | Pending | Mar 29, 2024 | |
| 18440643 | SYSTEM FOR OPTIMIZING SENSOR SETTINGS IN A MULTI-CAMERA ENVIRONMENT BASED ON FOUNDATION MODELS AND HISTORICAL DATA | Microsoft Technology Licensing, LLC | LE, JOHNNY TRAN | 2614 | §103 | Non-Final OA | 7d | Pending | Feb 13, 2024 |
| 18430289 | MACHINE LEARNING DEVELOPMENT USING LANGUAGE MODELS | Microsoft Technology Licensing, LLC | SACKALOSKY, COREY MATTHEW | §103 | Non-Final OA | — | Pending | Feb 01, 2024 | |
| 18424473 | Battery Current Optimization Scheme for High Power Laser Applications | Microsoft Technology Licensing, LLC | LEUNG, CHRISTINA Y | §112 | Non-Final OA | — | Pending | Jan 26, 2024 | |
| 18409657 | TELECOMMUNICATIONS NETWORK PERFORMANCE SIGNATURES | Microsoft Technology Licensing, LLC | BOLOURCHI, NADER | 2631 | §101§112 | Non-Final OA | 49d overdue | AI Ready | Jan 10, 2024 |
| 18401186 | AI-GENERATED DATASETS FOR AI MODEL TRAINING AND VALIDATION | Microsoft Technology Licensing, LLC | JACKSON, JAKIEDA R | 2657 | §103 | Non-Final OA | 5d overdue | Pending | Dec 29, 2023 |
| 18401324 | NETWORK PROCESSOR PRIMITIVES FOR WORKLOADS IN A SOFTWARE DEFINED NETWORK | Microsoft Technology Licensing, LLC | TRAN, JIMMY H | 2451 | §102§103Other | Non-Final OA | 51d overdue | AI Ready | Dec 29, 2023 |
| 18397996 | MULTIPLE SIMULTANEOUS CODE DEBUGGING | Microsoft Technology Licensing, LLC | UNG, LANNY N | 2197 | §103 | Final Rejection | 26d overdue | Pending | Dec 27, 2023 |
| 18391362 | ENDPOINT SECURITY GROUPS IN PRIVATE MULTI-ACCESS EDGE COMPUTE NETWORKS | Microsoft Technology Licensing, LLC | LEE, GIL H | 2446 | §112Other | Non-Final OA | — | Pending | Dec 20, 2023 |
| 18504819 | ADAPTABLE NOTIFICATIONS FOR INCOMING MESSAGES | Microsoft Technology Licensing, LLC | MENDAYE, KIDEST H | 2457 | §103 | Final Rejection | 34d | AI Ready | Nov 08, 2023 |
| 18482145 | FILE ACCESS PERMISSION REVOCATION NOTIFICATION | Microsoft Technology Licensing, LLC | FOROUHARNEJAD, FAEZEH | 2166 | §103 | Non-Final OA | — | Pending | Oct 06, 2023 |
| 18371158 | RESOURCE ESTIMATION FOR MOBILE PACKET CORE CLOUD DEPLOYMENTS | Microsoft Technology Licensing, LLC | SUN, ANDREW NMN | 2195 | §103 | Final Rejection | 5d | AI Ready | Sep 21, 2023 |
| 18367392 | NEURONAL CELL CULTURES AS COMPUTE SUBSTRATES | Microsoft Technology Licensing, LLC | GRABER, JAMES J | 1631 | §102§103 | Non-Final OA | — | Pending | Sep 12, 2023 |
| 18456838 | COMPRESSION FOR QUANTIZING MODEL WEIGHTS | Microsoft Technology Licensing, LLC | KASSIM, HAFIZ A | 3623 | §101§112 | Final Rejection | — | AI Ready | Aug 28, 2023 |
| 18217274 | CONFIGURABLE MESH NETWORK NODE AGGREGATION FOR MITIGATING VOLTAGE DROOP IN AN INTEGRATED CIRCUIT (IC) CHIP AND RELATED METHODS | Microsoft Technology Licensing, LLC | YEN, PAUL JUEI-FU | 2175 | §103 | Non-Final OA | — | Pending | Jun 30, 2023 |
| 18216255 | DYNAMIC ALLOCATION TO DISAGGREGATED SDN APPLIANCES/SWITCHES | Microsoft Technology Licensing, LLC | LIN, HSING CHUN | 2195 | §103§112 | Final Rejection | — | Pending | Jun 29, 2023 |
| 18215801 | ENSEMBLE MACHINE LEARNING TECHNIQUE FOR VISUALIZING COMPLEX DATA RELATIONSHIPS | Microsoft Technology Licensing, LLC | HICKS, AUSTIN JAMES | 2142 | §101§103 | Non-Final OA | 71d | Pending | Jun 28, 2023 |
| 18214960 | SYSTEMS AND METHODS UTILIZING HARDWARE MODELS TO DETECT SIDE-CHANNEL VULNERABILITIES IN PROCESSOR DESIGNS | Microsoft Technology Licensing, LLC | POPHAM, JEFFREY D | 2432 | §102§103 | Non-Final OA | — | Pending | Jun 27, 2023 |
| 18326391 | INTEROPERABILITY BETWEEN ACTOR FRAMEWORKS AND ASYNCHRONOUS FRAMEWORKS | Microsoft Technology Licensing, LLC | RIGGINS, ARI FAITH COLEMA | 2197 | §101§102§103§112 | Final Rejection | — | Pending | May 31, 2023 |
| 18199889 | EDGE COMPUTING | Microsoft Technology Licensing, LLC | BUKHARI, SIBTE H | 2449 | §103 | Non-Final OA | — | Pending | May 19, 2023 |
| 18199312 | GENERATION OF TECHNICAL DATA | Microsoft Technology Licensing, LLC | LUU, CUONG V | 2192 | §101§103 | Final Rejection | 63d | Pending | May 18, 2023 |
| 18110847 | AUTOMATED MACHINE LEARNING USING LARGE LANGUAGE MODELS | Microsoft Technology Licensing, LLC | CAMPOS, ALFREDO | 2129 | §101§103 | Final Rejection | 71d overdue | Pending | Feb 16, 2023 |
| 18146123 | MACHINE LEARNING SOLUTION TO PREDICT PROTEIN CHARACTERISTICS | Microsoft Technology Licensing, LLC | VASSELL, MEREDITH ABBOTT | §101§102§103§112 | Non-Final OA | — | Pending | Dec 23, 2022 | |
| 17950475 | METHOD AND SYSTEM OF INTELLIGENTLY GENERATING A TITLE FOR A GROUP OF DOCUMENTS | Microsoft Technology Licensing, LLC | HICKS, SHIRLEY D. | 2168 | §103 | Final Rejection | — | Pending | Sep 22, 2022 |
| 17873093 | Progress Monitoring Service | Microsoft Technology Licensing, LLC | PATEL, HIREN P | 2196 | §103§112 | Non-Final OA | 22d | AI Ready | Jul 25, 2022 |
| 17852171 | PROVIDING NAME RESOLUTION SERVICES TO COMPONENTS EXECUTING IN A VIRTUALIZED ENVIRONMENT | Microsoft Technology Licensing, LLC | ANYA, CHARLES E | 2194 | §103 | Final Rejection | 86d overdue | AI Ready | Jun 28, 2022 |
| 17670350 | OLIGONUCLEOTIDE ASSEMBLY USING HAIRPINS AND INVADING STRANDS | Microsoft Technology Licensing, LLC | FLINDERS, JEREMY C | 1684 | §102§103 | Final Rejection | — | Pending | Feb 11, 2022 |
| 17555278 | LIGHTWEIGHT ELECTROENCEPHALOGRAM MONITORING DEVICE WITH SEMI-DRY ELECTRODES | Microsoft Technology Licensing, LLC | GUERRERO ROSARIO, ANA VERUSKA | 3794 | §102§103§112 | Final Rejection | 15d overdue | Pending | Dec 17, 2021 |
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