Prosecution Insights
Prosecution Insights
75 pending office actions • 34 art units • 67 examiners • 0 of 75 (0%) have an AI response strategy ready • 117 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 15 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. 15 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 | 2 (3%) |
| §101 + other | 8 (11%) |
| §103 only | 44 (59%) |
| §102 only | 1 (1%) |
| Double-patenting only | 8 (11%) |
| Double-patenting + other | 1 (1%) |
| Multi-statute (no §101) | 11 (15%) |
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 |
|---|---|---|---|
| CASTRO, ALFONSO | 3 | 50.8% | +19.1% |
| FLYNN, RANDY A | 2 | 65.4% | +16.3% |
| KURIEN, CHRISTEN A | 2 | 56.7% | +27.3% |
| FAN, HUA | 2 | 69.7% | +21.2% |
| ALAM, MUSHFIKH I | 2 | 58.1% | +38.1% |
| SHAH, SAYED MUNEER | 2 | — | — |
| PRESTON, ASHLEY DAWN | 2 | 43.0% | +26.0% |
| BANTAMOI, ANTHONY | 1 | 74.5% | +30.0% |
| BLACK-CHILDRESS, RAJSHEED O | 1 | 62.6% | +24.1% |
| LANGHNOJA, KUNAL N | 1 | 43.8% | +23.6% |
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 |
|---|---|---|---|
| 18732183 | Computing System with Personalized Educational Content Generation Feature | BIANCAMANO, ALYSSA N | 31d overdue |
| 18680112 | DATA EXTRACTION AND ENHANCEMENT USING ARTIFICIAL INTELLIGENCE | SERRAGUARD, SEAN ERIN | 3d overdue |
| 18505398 | TECHNIQUES FOR CONTENT RECOMMENDATION IN MULTIMEDIA ENVIRONMENTS | PRESTON, ASHLEY DAWN | 9d |
| 19261126 | VOICE CONTROL FOR SETTINGS ON TV OR OTHER ELECTRONIC DEVICES | LANGHNOJA, KUNAL N | — |
| 19255420 | ADAPTIVE AD BREAK CLASSIFICATION AND RECOMMENDATION BASED ON MULTIMODAL MEDIA FEATURES | HUERTA, ALEXANDER Q | — |
| 19082855 | RENDERING A DYNAMIC ENDEMIC BANNER ON STREAMING PLATFORMS USING CONTENT RECOMMENDATION SYSTEMS AND CONTENT AFFINITY MODELING | NGUYEN, THUY N | — |
| 19037613 | POWER SHARING FOR SMART DOORBELL HEAD AND CHIME CONTROLLER | GAUTHIER, GERALD | — |
| 19010973 | CONTENT DISPLAY AND CLUSTERING SYSTEM | TO, BAOQUOC N | — |
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 |
|---|---|---|---|
| 18958959 | ADAPTIVE AUDIO BITRATE SELECTION | FAN, HUA | 9d overdue |
| 18505398 | TECHNIQUES FOR CONTENT RECOMMENDATION IN MULTIMEDIA ENVIRONMENTS | PRESTON, ASHLEY DAWN | 9d |
| 18925580 | DYNAMIC SPLASH SCREEN DURING AN APPLICATION LAUNCH SEQUENCE FOR MEDIA STREAMING DEVICES | ALAM, MUSHFIKH I | 23d |
| 18223891 | PROVIDING ENERGY-EFFICIENT FEATURES USING HUMAN PRESENCE DETECTION | FLYNN, RANDY A | 33d |
| 19293603 | WEB-BASED CONTENT PRESENTATION VIA SMART TELEVISION DEVICE APPLICATION | BANTAMOI, ANTHONY | — |
| 19276957 | Dynamic Collection and Reporting of Customer Premises Context Information in Response to Predicted Emergency Event | BLACK-CHILDRESS, RAJSHEED O | — |
| 19261126 | VOICE CONTROL FOR SETTINGS ON TV OR OTHER ELECTRONIC DEVICES | LANGHNOJA, KUNAL N | — |
| 19229206 | Product Metrics Monitoring and Anomaly Detection Using Machine Learning Models | FLYNN, RANDY A | — |
| Art Unit | Apps |
|---|---|
| 2421 | 5 |
| 2426 | 4 |
| 2424 | 4 |
| 2425 | 3 |
| 2422 | 3 |
| 2659 | 3 |
| 2691 | 2 |
| 2484 | 2 |
| 3689 | 2 |
| 2471 | 2 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19293603 | WEB-BASED CONTENT PRESENTATION VIA SMART TELEVISION DEVICE APPLICATION | BANTAMOI, ANTHONY | — | DP | Non-Final OA | — | Pending | Aug 07, 2025 |
| 19276957 | Dynamic Collection and Reporting of Customer Premises Context Information in Response to Predicted Emergency Event | BLACK-CHILDRESS, RAJSHEED O | — | §103 | Non-Final OA | — | Pending | Jul 22, 2025 |
| 19261126 | VOICE CONTROL FOR SETTINGS ON TV OR OTHER ELECTRONIC DEVICES | LANGHNOJA, KUNAL N | 2425 | §102§103 | Non-Final OA | — | Pending | Jul 07, 2025 |
| 19261363 | AUDIO DUPLICATION AND REDIRECTION SYSTEM | LE, RONG | — | DP | Non-Final OA | — | Pending | Jul 07, 2025 |
| 19255420 | ADAPTIVE AD BREAK CLASSIFICATION AND RECOMMENDATION BASED ON MULTIMODAL MEDIA FEATURES | HUERTA, ALEXANDER Q | — | §102§103 | Non-Final OA | — | Pending | Jun 30, 2025 |
| 19250427 | DISPLAYING MULTIMEDIA SEGMENTS IN A DISPLAY DEVICE | KHALID, OMER | 2422 | §103 | Non-Final OA | — | Pending | Jun 26, 2025 |
| 19248598 | SECURE PAYMENT USING A RADIO FREQUENCY IDENTIFICATION (RFID) ENABLED REMOTE CONTROL | EKPO, NNENNA NGOZI | 2425 | §103Other | Non-Final OA | — | Pending | Jun 25, 2025 |
| 19240316 | TAILORING AND CENSORING CONTENT BASED ON A DETECTED AUDIENCE | PARRA, OMAR S | — | §103Other | Non-Final OA | — | Pending | Jun 17, 2025 |
| 19229206 | Product Metrics Monitoring and Anomaly Detection Using Machine Learning Models | FLYNN, RANDY A | — | §103 | Non-Final OA | — | Pending | Jun 05, 2025 |
| 19221091 | INTELLIGENT DOWNLOAD OF CONTENT | KURIEN, CHRISTEN A | — | DP | Non-Final OA | — | Pending | May 28, 2025 |
| 19196382 | AUTOMATED ANALYSIS AND DYNAMIC SELECTION (CREATION) OF HIGH QUALITY SUPPLEMENTAL CONTENT FOR USER ENGAGEMENT OPTIMIZATION | CASTRO, ALFONSO | 2421 | §103 | Non-Final OA | — | Pending | May 01, 2025 |
| 19082855 | RENDERING A DYNAMIC ENDEMIC BANNER ON STREAMING PLATFORMS USING CONTENT RECOMMENDATION SYSTEMS AND CONTENT AFFINITY MODELING | NGUYEN, THUY N | — | §101§112DP | Non-Final OA | — | Pending | Mar 18, 2025 |
| 19037613 | POWER SHARING FOR SMART DOORBELL HEAD AND CHIME CONTROLLER | GAUTHIER, GERALD | — | §101 | Non-Final OA | — | Pending | Jan 27, 2025 |
| 19034015 | Computing System with Device Attestation Feature | IDOWU, OLUGBENGA O | 2494 | §103 | Non-Final OA | — | Pending | Jan 22, 2025 |
| 19016064 | REAL-TIME OBJECTS INSERTION INTO CONTENT BASED ON FRAME IDENTIFIERS | HONG, MICHAEL HYUN | 2426 | §103 | Final Rejection | — | Pending | Jan 10, 2025 |
| 19010973 | CONTENT DISPLAY AND CLUSTERING SYSTEM | TO, BAOQUOC N | 2154 | §101§103Other | Non-Final OA | — | Pending | Jan 06, 2025 |
| 18976916 | Dynamic Triggering and Processing of a Purchase Based on Computer Detection of Media Object | BHATNAGAR, ANAND P | — | DP | Non-Final OA | — | Pending | Dec 11, 2024 |
| 18975589 | Media System with Closed-Captioning Data and/or Subtitle Data Generation Features | ARMSTRONG, ANGELA A | — | §103Other | Non-Final OA | — | Pending | Dec 10, 2024 |
| 18975208 | TRANSMITTING MESSAGES TO A DISPLAY DEVICE BASED ON DETECTED AUDIO OUTPUT | SAUNDERS JR, JOSEPH | — | DP | Non-Final OA | — | Pending | Dec 10, 2024 |
| 18973485 | STOCHASTIC RANK BOOST FACTORS TO OPTIMIZE ENGAGEMENT AND REVENUE | WALSH, EMMETT K | 3626 | §101§103 | Final Rejection | — | Pending | Dec 09, 2024 |
| 18970589 | REPLACEMENT OF DIGITAL CONTENT IN DATA STREAMS | MONSHI, SAMIRA | 2422 | §103 | Final Rejection | — | Pending | Dec 05, 2024 |
| 18958959 | ADAPTIVE AUDIO BITRATE SELECTION | FAN, HUA | 2400 | §102DP | Final Rejection | 9d overdue | Pending | Nov 25, 2024 |
| 18957227 | INTEREST-BASED CONVERSATIONAL RECOMMENDATION SYSTEM | COLUCCI, MICHAEL C | — | DP | Non-Final OA | — | Pending | Nov 22, 2024 |
| 18949332 | DYNAMIC SOUND OUTPUT ADJUSTMENT BASED ON ENVIRONMENTAL DETECTION | BEKEE, CHIMEZIE EZERIWE | 2691 | §103 | Non-Final OA | — | Pending | Nov 15, 2024 |
| 18946519 | DISPLAY SETTING ADJUSTMENT | XAVIER, ANTONIO J | 2622 | §103 | Non-Final OA | — | Pending | Nov 13, 2024 |
| 18946366 | INTERACTIVE CONTENT WHEN THE SECONDARY CONTENT IS SERVER STITCHED | ALAM, MUSHFIKH I | 2426 | §103 | Final Rejection | — | Pending | Nov 13, 2024 |
| 18927516 | USER INTERFACE RESPONSIVE TO BACKGROUND VIDEO | FAN, HUA | — | §103§112 | Non-Final OA | — | Pending | Oct 25, 2024 |
| 18925580 | DYNAMIC SPLASH SCREEN DURING AN APPLICATION LAUNCH SEQUENCE FOR MEDIA STREAMING DEVICES | ALAM, MUSHFIKH I | 2426 | DP | Non-Final OA | 23d | Pending | Oct 24, 2024 |
| 18924467 | USING NON-AUDIO DATA EMBEDDED IN AN AUDIO SIGNAL | SELLERS, DANIEL R | — | §103 | Non-Final OA | — | Pending | Oct 23, 2024 |
| 18920422 | AUTOMATICALLY DETERMINING OPTIMAL SUPPLEMENTAL CONTENT FOR A MEDIA STREAM MENU INTERFACE | CASTRO, ALFONSO | 2421 | §103 | Final Rejection | — | Pending | Oct 18, 2024 |
| 18919019 | ANALYTICS ASSISTANT USING A LARGE LANGUAGE MODEL | ESPINAS, KYLENINO TAGALOG | 2655 | §102 | Non-Final OA | — | Pending | Oct 17, 2024 |
| 18919190 | PERSONALIZED AUDIO IN A SHARED VIEWING ENVIRONMENT | NGUYEN, PHUNG HOANG JOSEPH | 2691 | §102§103 | Final Rejection | — | Pending | Oct 17, 2024 |
| 18913919 | Computing System with Multi-Layered and Unified Machine-Learning Model | BODNARK, MATTHEW JAMES | 2668 | §103 | Non-Final OA | — | Pending | Oct 11, 2024 |
| 18907650 | NON-TELEVISION EXPERIENCE TRIGGERS | VU, NGOC K | 2421 | §103 | Final Rejection | 3d overdue | Pending | Oct 07, 2024 |
| 18829979 | CONTENT ACQUISITION SYSTEM | NEWLIN, TIMOTHY R | 2424 | §103 | Final Rejection | 44d overdue | Pending | Sep 10, 2024 |
| 18830189 | CLOUD COMPUTATION FOR APPLICATIONS ON MEDIA DEVICES | ANYA, CHARLES E | — | §103 | Non-Final OA | — | Pending | Sep 10, 2024 |
| 18827340 | Use of Relative Time of Receipt of Voice Command as Basis to Control Response to Voice Command | VILLENA, MARK | 2658 | DP | Non-Final OA | — | Pending | Sep 06, 2024 |
| 18816484 | Dynamic Configuration of an IoT Control Application to Support New Controlled Device Type | BARRY, LANCE LEONARD | 2457 | §103 | Non-Final OA | 34d | Pending | Aug 27, 2024 |
| 18808347 | AUDIO COMMAND INTERFACE FOR A MULTIMEDIA DEVICE | SHARMA, NEERAJ | 2659 | §102§103 | Non-Final OA | — | Pending | Aug 19, 2024 |
| 18805231 | ADJUSTING VIDEO NOISE REDUCTION USING AN AI-BASED NOISE METRIC | GEBRESLASSIE, WINTA | 2677 | §103 | Non-Final OA | — | Pending | Aug 14, 2024 |
| 18802695 | USING GENERATIVE MACHINE-LEARNING TO INTERPOLATE DROPPED FRAMES | LEE, MICHAEL | 2422 | §103 | Final Rejection | — | Pending | Aug 13, 2024 |
| 18755484 | DYNAMIC RENDERING OF A CONTEXTUALIZED ADVERTISEMENT | KURIEN, CHRISTEN A | 2421 | §103 | Non-Final OA | — | Pending | Jun 26, 2024 |
| 18732183 | Computing System with Personalized Educational Content Generation Feature | BIANCAMANO, ALYSSA N | 3715 | §102§103 | Final Rejection | 31d overdue | Pending | Jun 03, 2024 |
| 18680112 | DATA EXTRACTION AND ENHANCEMENT USING ARTIFICIAL INTELLIGENCE | SERRAGUARD, SEAN ERIN | 2657 | §102§103 | Final Rejection | 3d overdue | Pending | May 31, 2024 |
| 18667192 | PAIRWISE COMPARISON RATING TO REDUCE PRESENTATION BIAS IN CONTENT RECOMMENDATION | DAUD, ABDULLAH AHMED | 2164 | §103 | Non-Final OA | — | Pending | May 17, 2024 |
| 18667823 | Computing System with Functionality Related to a Machine-Learning Model Store | XIA, XUYANG | — | §102§103 | Non-Final OA | — | Pending | May 17, 2024 |
| 18659542 | CONTENT ITEM RECOMMENDATIONS | SAINT CYR, JEAN D | 2425 | §103 | Final Rejection | 9d overdue | Pending | May 09, 2024 |
| 18611562 | PERSONALIZATION OF USER INTERFACE TEMPLATES | BELOUSOV, ANDREY | 2172 | §103 | Non-Final OA | — | Pending | Mar 20, 2024 |
| 18597099 | GENERATION OF MEDIA SEGMENTS FROM LARGER MEDIA CONTENT FOR MEDIA CONTENT NAVIGATION | DANG, HUNG Q | 2484 | §103 | Non-Final OA | — | Pending | Mar 06, 2024 |
| 18441377 | Content System with Related Segment Feature | MENGESHA, MULUGETA A | 2424 | §103 | Non-Final OA | — | Pending | Feb 14, 2024 |
| 18440815 | THREAD WATCHDOG MANAGER | YUN, CARINA | 4100 | §103§112 | Non-Final OA | — | Pending | Feb 13, 2024 |
| 18438946 | GENERATING AND PROVIDING VISUAL CONTENT ITEMS FOR DISPLAY | CHEN, YU | 2613 | §103 | Final Rejection | 26d overdue | Pending | Feb 12, 2024 |
| 18423789 | USING A LARGE LANGUAGE MODEL TO IMPROVE TRAINING DATA | HUTCHESON, CODY DOUGLAS | 2659 | §101§103 | Final Rejection | — | Pending | Jan 26, 2024 |
| 18423802 | ENHANCING TRANSFER LEARNING FOR LARGE LANGUAGE MODELS | SHAH, SAYED MUNEER | — | §101§103 | Non-Final OA | — | Pending | Jan 26, 2024 |
| 18423825 | RETRIEVAL OPTIMIZATION USING REINFORCEMENT LEARNING | SHAH, SAYED MUNEER | — | §103 | Non-Final OA | — | Pending | Jan 26, 2024 |
| 18398616 | INTERNET OF THINGS CAMERA-BASED ITEM SEARCH | GART, MATTHEW S | 3696 | §103 | Final Rejection | 1d overdue | Pending | Dec 28, 2023 |
| 18391979 | MODEL CUSTOMIZATION FOR DOMAIN-SPECIFIC TASKS | KEATON, SHERROD L | — | §103Other | Non-Final OA | — | Pending | Dec 21, 2023 |
| 18505398 | TECHNIQUES FOR CONTENT RECOMMENDATION IN MULTIMEDIA ENVIRONMENTS | PRESTON, ASHLEY DAWN | 3689 | §101§103 | Non-Final OA | 9d | Pending | Nov 09, 2023 |
| 18498917 | SCENE BREAK DETECTION | PARK, SUNGHYOUN | 2484 | §103 | Non-Final OA | — | Pending | Oct 31, 2023 |
| 18498951 | PROCESSING AND CONTEXTUAL UNDERSTANDING OF VIDEO SEGMENTS | VANCHY JR, MICHAEL J | 2666 | §103 | Final Rejection | — | Pending | Oct 31, 2023 |
| 18380650 | Smart Water Valve Charged By Water Flow | GONZALEZ, JULIO CESAR | — | §102§103§112 | Non-Final OA | — | Pending | Oct 16, 2023 |
| 18374463 | MULTI-ALERT-LEVEL MONITORING AND ALERTING FOR PREMISES USING INTERNET OF THINGS DEVICES | TUN, NAY L | 2688 | §103 | Final Rejection | 10d overdue | Pending | Sep 28, 2023 |
| 18464617 | Dynamic Triggering and Processing of a Purchase Based on Computer Detection of Media Object | PRESTON, ASHLEY DAWN | 3688 | §101 | Non-Final OA | — | Pending | Sep 11, 2023 |
| 18455758 | MACHINE LEARNING MODEL SELECTION FOR CAMERA SYSTEMS | CAI, PHUONG HAU | 2673 | §103 | Non-Final OA | 3d overdue | Pending | Aug 25, 2023 |
| 18238030 | UNIFICATION REDUCTION OF COMPLEX TRAVERSAL AND SEARCH APPLICATION PROGRAMMING INTERFACE | CASTRO, ALFONSO | 2421 | §103 | Non-Final OA | — | Pending | Aug 25, 2023 |
| 18360458 | STREAMING-MEDIA SYSTEM WITH PUBLISHER SYSTEM INTEGRATION AND ADVERTISEMENT PRESENTATION FEATURE | BOYD, ALEXANDER L | 2424 | §103 | Final Rejection | — | Pending | Jul 27, 2023 |
| 18223891 | PROVIDING ENERGY-EFFICIENT FEATURES USING HUMAN PRESENCE DETECTION | FLYNN, RANDY A | 2424 | §103 | Non-Final OA | 33d | Pending | Jul 19, 2023 |
| 18340808 | Content System with Speech-Related Audio Content Replacement Feature | CHUNG, DANIEL WONSUK | 2659 | §102§103 | Non-Final OA | — | Pending | Jun 23, 2023 |
| 18208717 | EXPLORING USER INTERESTS WITH MULTI-ARM BANDIT (MAB), CONTEXTUAL MAB, AND REINFORCEMENT LEARNING IN RECOMMENDATION | KRINGEN, MICHELLE THERESE | 3689 | §101§103 | Final Rejection | — | Pending | Jun 12, 2023 |
| 18328560 | Content System with Summary-Based Content Generation Feature | TELAN, MICHAEL R | 2426 | §103 | Non-Final OA | — | Pending | Jun 02, 2023 |
| 18204048 | HYBRID MACHINE LEARNING CLASSIFIERS FOR USER RESPONSE STATEMENTS | MENGISTU, TEWODROS E | 2127 | §103 | Final Rejection | — | Pending | May 31, 2023 |
| 17965284 | ONLINE AUTOMATIC HYPERPARAMETER TUNING | NYE, LOUIS CHRISTOPHER | 2141 | §103 | Non-Final OA | — | Pending | Oct 13, 2022 |
| 17932985 | DEMAND SIDE PLATFORM IDENTITY GRAPH ENHANCEMENT THROUGH MACHINE LEARNING (ML) INFERENCING | SHELDEN, BION A | 3685 | §101§112 | Final Rejection | — | Pending | Sep 16, 2022 |
| 17932444 | Distributed Maintenance of Operational Data Among IoT Devices, with Soft-Wiring or Other Configuration | ADHAMI, MOHAMMAD SAJID | 2471 | §103 | Non-Final OA | 50d | Pending | Sep 15, 2022 |
| 17939494 | NETWORK PATH SELECTION IN A SINGLE SERVICE SET ID | KIM, ANDREW CHANUL | 2471 | §103 | Non-Final OA | — | Pending | Sep 07, 2022 |
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