Prosecution Insights
Prosecution Insights
82 pending office actions • 40 art units • 72 examiners • 0 of 82 (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. 81 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. 81 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 | 22 (27%) |
| §103 only | 49 (60%) |
| §102 only | 4 (5%) |
| §112 only | 1 (1%) |
| No statute on record | 6 (7%) |
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 |
|---|---|---|---|
| YONO, RAVEN E | 3 | 39.5% | +33.2% |
| KING, DAVIDA LEE | 2 | 33.3% | +41.7% |
| SHARON, AYAL I | 2 | 43.1% | +28.7% |
| DUCK, BRANDON M | 2 | 64.6% | +19.8% |
| DING, CHUNLING | 2 | 55.3% | +61.3% |
| KIM, STEVEN S | 2 | 38.0% | +39.5% |
| POE, KEVIN T | 2 | 39.6% | +16.1% |
| KANAAN, TONY P | 2 | 29.3% | +28.9% |
| RAZA, ZEHRA | 2 | 44.5% | +49.4% |
| SHAHABI, ARI ARASTOO | 1 | 53.7% | +40.4% |
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 |
|---|---|---|---|
| 18438505 | TRANSACTION PROCESSOR TESTING METHOD AND SYSTEM | YONO, RAVEN E | 147d overdue |
| 17401002 | SYSTEM AND METHOD FOR OPTIMIZING A MACHINE LEARNING MODEL | NILSSON, ERIC | 125d overdue |
| 18493101 | Method, System, and Computer Program Product for Processing a Group Payment Credential | KANAAN, TONY P | 85d overdue |
| 18347421 | SYSTEM AND METHOD FOR REDUCING CROSS-CURRENCY TRANSACTIONS | DUCK, BRANDON M | 78d overdue |
| 18114454 | Method, System, and Computer Program Product for Linking Latent Related Payment Devices | PUTTAIAH, ASHA | 58d overdue |
| 19118717 | SAMPLING FRAMEWORK FOR IMBALANCED TRANSACTIONS | BUNKER, WILLIAM B | 46d overdue |
| 18905709 | Method, System, and Computer Program Product for Improving Matching Algorithms | PATEL, DIPEN M | 24d overdue |
| 17957925 | DIGITAL FIAT CURRENCY | SMITH, SLADE E | 18d overdue |
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 |
|---|---|---|---|
| 18438505 | TRANSACTION PROCESSOR TESTING METHOD AND SYSTEM | YONO, RAVEN E | 147d overdue |
| 18493101 | Method, System, and Computer Program Product for Processing a Group Payment Credential | KANAAN, TONY P | 85d overdue |
| 18347421 | SYSTEM AND METHOD FOR REDUCING CROSS-CURRENCY TRANSACTIONS | DUCK, BRANDON M | 78d overdue |
| 19065787 | GLOBAL RELYING PARTY SYSTEM FOR VALIDATING DIGITAL IDENTITY CREDENTIALS | DUCK, BRANDON M | 15d overdue |
| 18880629 | TOKEN SERVICES FOR NON-FUNGIBLE TOKENS | DING, CHUNLING | 15d overdue |
| 18548056 | DIGITAL TAG INCLUDING REQUEST FOR INTERACTION | KANAAN, TONY P | 15d overdue |
| 18934781 | CLEARING METHOD AND SYSTEM WITH AUTOMATED CORRECTION | YONO, RAVEN E | 11d overdue |
| 19123351 | GATED MULTI-ENCODER MACHINE LEARNING MODEL FOR DISTINGUISHING ATTACKS FROM NORMAL TRANSACTIONS | SHAHABI, ARI ARASTOO | 8d overdue |
| Art Unit | Apps |
|---|---|
| 3699 | 8 |
| 3693 | 7 |
| 3694 | 7 |
| 3698 | 6 |
| 3697 | 5 |
| 3691 | 5 |
| 3692 | 4 |
| 2439 | 3 |
| 3696 | 3 |
| 3695 | 2 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19314109 | System, Method, and Computer Program Product for Secure Key Management | KING, DAVIDA LEE | 3699 | Other | Non-Final OA | 34d | Pending | Aug 29, 2025 |
| 19123351 | GATED MULTI-ENCODER MACHINE LEARNING MODEL FOR DISTINGUISHING ATTACKS FROM NORMAL TRANSACTIONS | SHAHABI, ARI ARASTOO | 3697 | §101 | Non-Final OA | 8d overdue | Pending | Apr 22, 2025 |
| 19118717 | SAMPLING FRAMEWORK FOR IMBALANCED TRANSACTIONS | BUNKER, WILLIAM B | 3691 | §101 | Non-Final OA | 46d overdue | Pending | Apr 04, 2025 |
| 19098347 | INTEGRATED CLAIMS PROCESSING HUB | SHARON, AYAL I | 3695 | §103 | Non-Final OA | 34d | Pending | Apr 02, 2025 |
| 19117748 | CARD WITH MAGNET ARRAY | MARSHALL, CHRISTLE I | 2876 | §103 | Non-Final OA | 22d | Pending | Apr 02, 2025 |
| 19115996 | ENTITY LINKING USING SUBGRAPH MATCHING | GORTAYO, DANGELINO N | 2168 | §102 | Non-Final OA | 5d overdue | Pending | Mar 27, 2025 |
| 19065787 | GLOBAL RELYING PARTY SYSTEM FOR VALIDATING DIGITAL IDENTITY CREDENTIALS | DUCK, BRANDON M | 3693 | §103 | Non-Final OA | 15d overdue | Pending | Feb 27, 2025 |
| 19034888 | REAL-TIME RISK BASED PAYMENT DECISION SERVICE FOR TRANSIT SYSTEM | SHARON, AYAL I | 3695 | §103 | Non-Final OA | 4d overdue | Pending | Jan 23, 2025 |
| 19034286 | CONDITIONAL OFFLINE INTERACTION SYSTEM AND METHOD | NIGH, JAMES D | 3699 | §101 | Non-Final OA | 17d overdue | Pending | Jan 22, 2025 |
| 18993504 | ENHANCED RECIPIENT NOTIFICATION | JIMENEZ, JUSTIN ABEL | 3697 | §103 | Non-Final OA | 27d | Pending | Jan 10, 2025 |
| 18992714 | Gesture-Controlled Payment Instrument | BORLINGHAUS, JASON M | 3692 | §103 | Non-Final OA | 16d | Pending | Jan 09, 2025 |
| 18880629 | TOKEN SERVICES FOR NON-FUNGIBLE TOKENS | DING, CHUNLING | 3699 | §103 | Non-Final OA | 15d overdue | Pending | Jan 02, 2025 |
| 18878693 | Method, System, and Computer Program Product for Efficient Content-Based Time Series Retrieval | NGUYEN, HENRY K | 2121 | §103 | Non-Final OA | 44d overdue | Pending | Dec 24, 2024 |
| 18986426 | ENHANCED AND EFFICIENT DATA FLOW | YONO, RAVEN E | 3694 | §103 | Non-Final OA | 6d | Pending | Dec 18, 2024 |
| 18986441 | TIME BASED RISK MANAGEMENT MECHANISMS | ALI, HATEM M | 3691 | §103 | Non-Final OA | 38d overdue | Pending | Dec 18, 2024 |
| 18980729 | INTEROPERABLE VALUE EXCHANGE SYSTEM AND METHOD | PRESTON, JOHN O | 3693 | §103 | Non-Final OA | 34d | Pending | Dec 13, 2024 |
| 18945660 | System, Method, and Computer Program Product for Authorization Based on Predicted Settlement Position | SHAH, BHAVIN D | 3694 | §101 | Final Rejection | 23d | Pending | Nov 13, 2024 |
| 18935956 | CROSS-BORDER QUICK RESPONSE (QR) PAYMENT FLOW FOR ENCRYPTED PRIMARY ACCOUNT NUMBER (PAN) PAYMENT FLOW | CASTILHO, EDUARDO D | 3698 | §103 | Final Rejection | 16d | Pending | Nov 04, 2024 |
| 18934781 | CLEARING METHOD AND SYSTEM WITH AUTOMATED CORRECTION | YONO, RAVEN E | 3694 | §103 | Non-Final OA | 11d overdue | Pending | Nov 01, 2024 |
| 18930825 | TECHNIQUES FOR SECURELY PERFORMING OFFLINE AUTHENTICATION | VAUGHAN, MICHAEL R | 2431 | §103 | Non-Final OA | 5d overdue | Pending | Oct 29, 2024 |
| 18930442 | Method, System, and Computer Program Product for Protocol Parsing for Network Security | KING, JOHN B | 2498 | Other | Non-Final OA | 29d | Pending | Oct 29, 2024 |
| 18905709 | Method, System, and Computer Program Product for Improving Matching Algorithms | PATEL, DIPEN M | 3621 | §101 | Final Rejection | 24d overdue | Pending | Oct 03, 2024 |
| 18890320 | USE OF WEB AUTHENTICATION TO ENHANCE SECURITY OF SECURE REMOTE PLATFORM SYSTEMS | SCOTT, RANDY A | 2439 | §103 | Non-Final OA | 34d | Pending | Sep 19, 2024 |
| 18847710 | System, Method, and Computer Program Product for Preventing Miner Extractable Value (MEV) Attacks in a Blockchain Network | SAX, TIMOTHY PAUL | 3698 | §103 | Final Rejection | 55d | Pending | Sep 17, 2024 |
| 18884659 | SECONDARY ACCOUNT MANAGEMENT PLATFORM | KIM, STEVEN S | 3698 | §112 | Final Rejection | 41d | Pending | Sep 13, 2024 |
| 18846914 | IN-PERSON PEER-TO-PEER TRANSFER USING TAP | ROSEN, ELIZABETH H | 3693 | §101 | Final Rejection | — | Pending | Sep 13, 2024 |
| 18845853 | PRIVACY-PRESERVING DETECTION FOR DIRECTIONAL ELECTRONIC COMMUNICATIONS | RANKINS, WILLIAM E | 3694 | §101 | Non-Final OA | 26d | Pending | Sep 10, 2024 |
| 18827129 | MICROSERVICE ADAPTIVE SECURITY HARDENING | WANG, CHAO | 2439 | §103 | Non-Final OA | 49d overdue | Pending | Sep 06, 2024 |
| 18844375 | CRYPTOGRAPHIC KEY STORE ON CARD | NARRAMORE, BLAKE I | 2438 | §102 | Non-Final OA | 23d overdue | Pending | Sep 05, 2024 |
| 18825263 | Method, System, and Computer Program Product for Identifying Library Vulnerabilities | RAHMAN, SM AZIZUR | 2434 | §103 | Non-Final OA | 27d | Pending | Sep 05, 2024 |
| 18824177 | METHOD AND SYSTEM FOR PROCESSING ACTION DATA | TURCHEN, JAMES R | 2439 | Other | Non-Final OA | 5d overdue | Pending | Sep 04, 2024 |
| 18840527 | Method, System, and Computer Program Product for Managing Configuration Lease | KIM, HYUN SOO | 2176 | §103 | Non-Final OA | 22d | Pending | Aug 22, 2024 |
| 18838520 | PRIVACY-PRESERVING BIOMETRICS FOR MULTI-FACTOR AUTHENTICATION | LE, KHOI V | 2436 | — | Non-Final OA | 22d | Pending | Aug 14, 2024 |
| 18833484 | System, Method, and Computer Program Product for Energy Efficient Generation of Artificial Noise to Prevent Side-Channel Attacks | LIU, ZHE | 2493 | §103 | Non-Final OA | 61d | Pending | Jul 26, 2024 |
| 18764064 | SECURE REMOTE TRANSACTION SYSTEM USING MOBILE DEVICES | EBERSMAN, BRUCE I | 3693 | §102 | Final Rejection | 49d | Pending | Jul 03, 2024 |
| 18762822 | Method, System, and Computer Program Product for Controlling Issuer Transactions | POE, KEVIN T | 3692 | §101 | Final Rejection | 6d | Pending | Jul 03, 2024 |
| 18716450 | UNIVERSAL PAYMENT CHANNEL SYSTEM AND METHOD | IMMANUEL, ILSE I | 3699 | §103 | Final Rejection | 62d | Pending | Jun 04, 2024 |
| 18702496 | Method, System, and Computer Program Product for Auto-Profiling Anomalies | HILMANTEL, ADAM J | 3691 | §103 | Non-Final OA | 43d | Pending | Apr 18, 2024 |
| 18623147 | SYSTEMS AND METHODS FOR DISPLAYING USER-CREATED INFORMATION ON A PAYMENT DEVICE TO ASSIST A USER IN SELECTING A PAYMENT DEVICE FOR USE IN A TRANSACTION | PINSKY, DOUGLAS W | 3626 | §103 | Final Rejection | 30d | Pending | Apr 01, 2024 |
| 18696294 | REMOTE IDENTITY INTERACTION | GERGISO, TECHANE | 2408 | §103 | Non-Final OA | 28d | Pending | Mar 27, 2024 |
| 18694886 | SYSTEM AND METHODS FOR ENABLING ULTRA-WIDE BAND IN PASSIVE DEVICES | LEUNG, ROBERT B | 2494 | §103 | Final Rejection | 83d | Pending | Mar 22, 2024 |
| 18689395 | CARD WITH SURFACE FEATURES FOR ACCOUNT SELECTION | WONG, ERIC TAK WAI | 3693 | §103 | Non-Final OA | 84d | Pending | Mar 05, 2024 |
| 18438505 | TRANSACTION PROCESSOR TESTING METHOD AND SYSTEM | YONO, RAVEN E | 3694 | §101 | Non-Final OA | 147d overdue | Pending | Feb 11, 2024 |
| 18438437 | MOBILE MERCHANT PAYMENT SYSTEM | SIMPSON, DIONE N | 3628 | §103 | Non-Final OA | 8d | Pending | Feb 10, 2024 |
| 18682080 | METHOD AND SYSTEM FOR GENERATING A SECRET KEY USING NON-COMMUNICATING ENTITIES | DAVIS, ZACHARY A | 2492 | §102 | Non-Final OA | 2d overdue | Pending | Feb 07, 2024 |
| 18430504 | SECURE COMMUNICATION OF SENSITIVE INFORMATION TO VISUALLY IMPAIRED DEVICE USERS | MAAZOUZ, GHIZLANE | 2499 | §103 | Final Rejection | 39d | Pending | Feb 01, 2024 |
| 18414594 | PAYMENT NETWORK INTENT MONEY MANAGER | WORJLOH, JALATEE | 3697 | §103 | Non-Final OA | 30d overdue | Pending | Jan 17, 2024 |
| 18408422 | AUGMENTED LOOKUPS | CORRIELUS, JEAN M | 2159 | §103 | Non-Final OA | 4d overdue | Pending | Jan 09, 2024 |
| 18406026 | BLOCKCHAIN ARCHITECTURE WITH RECORD SECURITY | DING, CHUNLING | 3699 | §103 | Final Rejection | 15d | Pending | Jan 05, 2024 |
| 18396099 | Apparatus, System, and Method for Enabling Secure Transactions with Haptic Authorization | LEE, CLAY C | 3699 | §103 | Non-Final OA | 36d | Pending | Dec 26, 2023 |
| 18544527 | PRIORITIZATION AND APPROVAL AUTOMATIONS FOR EFFECTIVE USER ACCESS RIGHTS MANAGEMENT | NGUYEN, DUSTIN | 2446 | §103 | Final Rejection | 8d overdue | Pending | Dec 19, 2023 |
| 18513136 | WIRELESS BIOMETRIC AUTHENTICATION SYSTEM AND METHOD | TC 3600, DOCKET | 3600 | §103 | Non-Final OA | 46d overdue | Pending | Nov 17, 2023 |
| 18493101 | Method, System, and Computer Program Product for Processing a Group Payment Credential | KANAAN, TONY P | 3696 | §101 | Non-Final OA | 85d overdue | Pending | Oct 24, 2023 |
| 18477505 | TOKEN PORTFOLIO MIGRATION SYSTEM AND METHOD | POE, KEVIN T | 3692 | §101 | Final Rejection | 50d | Pending | Sep 28, 2023 |
| 18474729 | MULTILAYER IDENTITY TRANSACTION CONTROL AND VERIFICATION FOR E-COMMERCE TRANSACTIONS | CUNNINGHAM II, GREGORY S | 3694 | §101 | Final Rejection | 29d | Pending | Sep 26, 2023 |
| 18462345 | SMART DEVICE SYSTEM AND METHOD OF USE | OUSSIR, EL MEHDI | 3699 | Other | Final Rejection | 21d | Pending | Sep 06, 2023 |
| 18548056 | DIGITAL TAG INCLUDING REQUEST FOR INTERACTION | KANAAN, TONY P | 3696 | §101 | Non-Final OA | 15d overdue | Pending | Aug 25, 2023 |
| 18347421 | SYSTEM AND METHOD FOR REDUCING CROSS-CURRENCY TRANSACTIONS | DUCK, BRANDON M | 3693 | §101 | Final Rejection | 78d overdue | Pending | Jul 05, 2023 |
| 18319219 | PRIVACY PROTECTED CONSUMERS IDENTITY FOR CENTRALIZED P2P NETWORK SERVICES | IDIAKE, VINCENT I | 3698 | §103 | Final Rejection | 5d overdue | Pending | May 17, 2023 |
| 18314625 | BROWSER EXTENSION FOR CLIENT-SIDE TOKENIZED AUTHENTICATION | GEORGALAS, ANNE MARIE | 3689 | §103 | Final Rejection | 83d | Pending | May 09, 2023 |
| 18310355 | SYSTEM AND METHOD FOR IDENTITY CHAINING | KAZIMI, HANI M | 3691 | §101 | Final Rejection | 40d | Pending | May 01, 2023 |
| 18298945 | METHODS AND SYSTEMS FOR SECURE TRANSFER OF PAYMENT PLANS | SHARVIN, DAVID P | 3692 | §101 | Final Rejection | 26d | Pending | Apr 11, 2023 |
| 18194213 | PREDICTIVE MACHINE LEARNING ARCHITECTURE FOR IDENTIFYING GAPS IN NETWORK ACTIVITY | KIM, HARRISON CHAN YOUNG | 2145 | §103 | Non-Final OA | 14d | Pending | Mar 31, 2023 |
| 18028845 | DETECTING ADVERSARIAL EXAMPLES USING LATENT NEIGHBORHOOD GRAPHS | ALSHAHARI, SADIK AHMED | 2121 | §103 | Non-Final OA | 26d overdue | Pending | Mar 28, 2023 |
| 18185444 | ACCELERATED ADVERSARIAL TRAINING FOR LARGE-SCALE SOURCE CODE DATASETS VIA FEATURE-SPACE TRANSFORMATION | DEVORE, CHRISTOPHER DILLON | 2129 | §103 | Non-Final OA | 5d | Pending | Mar 17, 2023 |
| 18044736 | DYNAMIC GRAPH NODE EMBEDDING VIA LIGHT CONVOLUTION | TRAN, DAVID HOANG | 2147 | §103 | Non-Final OA | 12d | Pending | Mar 09, 2023 |
| 18044060 | SECURE AND SCALABLE PRIVATE SET INTERSECTION FOR LARGE DATASETS | MUNGUIA, DUILIO | 2497 | §103 | Non-Final OA | 3d overdue | Pending | Mar 03, 2023 |
| 18114454 | Method, System, and Computer Program Product for Linking Latent Related Payment Devices | PUTTAIAH, ASHA | 3691 | §101 | Final Rejection | 58d overdue | Pending | Feb 27, 2023 |
| 18040673 | EFFICIENT AND SECURE AUTHENTICATION SYSTEM AND METHOD | CAREY, FORREST L | 2491 | §103 | Non-Final OA | 46d overdue | Pending | Feb 06, 2023 |
| 18040611 | RAPID CRYPTOCURRENCY TRANSACTION PROCESSING | KIM, STEVEN S | 3698 | §103 | Non-Final OA | 2d overdue | Pending | Feb 03, 2023 |
| 18154716 | AUTONOMOUS LEARNING PLATFORM FOR NOVEL FEATURE DISCOVERY | SMITH, BRIAN M | 2122 | Other | Non-Final OA | 24d overdue | Pending | Jan 13, 2023 |
| 18152025 | PROVISIONING PLATFORM FOR MACHINE-TO-MACHINE DEVICES | RAZA, ZEHRA | 3697 | §103 | Final Rejection | 70d | Pending | Jan 09, 2023 |
| 17957925 | DIGITAL FIAT CURRENCY | SMITH, SLADE E | 3696 | §101 | Non-Final OA | 18d overdue | Pending | Sep 30, 2022 |
| 17907932 | DIGITAL TAG | RAZA, ZEHRA | 3697 | §103 | Final Rejection | 49d | Pending | Aug 29, 2022 |
| 17898347 | AUTOMATED DATA CAPTURE PROCESSING | GAW, MARK H | 3693 | §101 | Final Rejection | 56d | Pending | Aug 29, 2022 |
| 17784981 | PLAN INTERACTION UTILIZING CRYPTOGRAM | DIROMA, SCOTT MICHAEL | 3698 | §103 | Non-Final OA | 27d | Pending | Jun 13, 2022 |
| 17692820 | SYSTEM AND METHOD FOR UPDATING ACCOUNT INFORMATION | HUDSON, MARLA LAVETTE | 3694 | §101 | Final Rejection | 9d | Pending | Mar 11, 2022 |
| 17677159 | System, Method, and Computer Program Product for Time Series Based Machine Learning Model Reduction Strategy | SMITH, KEVIN LEE | 2122 | §103 | Final Rejection | 14d | Pending | Feb 22, 2022 |
| 17401002 | SYSTEM AND METHOD FOR OPTIMIZING A MACHINE LEARNING MODEL | NILSSON, ERIC | 2151 | §101 | Non-Final OA | 125d overdue | Pending | Aug 12, 2021 |
| 17337742 | SYSTEMS AND METHODS FOR VERIFYING AND PROCESSING TRANSACTIONS USING VIRTUAL CURRENCY | KING, DAVIDA LEE | 3699 | §103 | Non-Final OA | 16d | Pending | Jun 03, 2021 |
| 17261676 | PRIVACY PRESERVING AI DERIVED SIMULATED WORLD | YESILDAG, MEHMET | 3624 | §101 | Final Rejection | 55d | Pending | Jan 20, 2021 |
| 17128572 | System, Method, and Computer Program Product for Determining Correspondence of Non-Indexed Records | WERONSKI, MATTHEW S | 3627 | §103 | Non-Final OA | 203d overdue | Pending | Dec 21, 2020 |
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