Prosecution Insights
Prosecution Insights
52 pending office actions • 34 art units • 49 examiners • 0 of 52 (0%) have an AI response strategy ready • 155 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 49 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. 49 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 | 3 (6%) |
| §103 only | 45 (87%) |
| §102 only | 2 (4%) |
| No statute on record | 2 (4%) |
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 |
|---|---|---|---|
| WYSZYNSKI, AUBREY H | 3 | 89.4% | +12.6% |
| ALI, AFAQ | 2 | 90.2% | +12.0% |
| ROBINSON, GRETA LEE | 1 | 80.5% | +16.9% |
| LEE, MICHAEL M | 1 | 83.5% | +43.2% |
| OWYANG, MICHELLE N | 1 | 76.0% | +29.5% |
| LITTLE, VANCE M | 1 | 83.5% | +24.9% |
| WILLIAMS, JEFFERY L | 1 | 68.5% | +19.0% |
| CHOU, ALAN S | 1 | 75.3% | +13.7% |
| TRAN, JIMMY H | 1 | 79.6% | +16.8% |
| JOO, JOSHUA | 1 | 78.2% | +23.5% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 6 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18931476 | AUTOMATICALLY DETECTING UNKNOWN PACKERS | LITTLE, VANCE M | 30d overdue |
| 18229062 | ADVANCED THREAT PREVENTION | ALI, AFAQ | 4d overdue |
| 17862877 | SEQUENTIAL DUAL MACHINE LEARNING MODELS FOR EFFECTIVE CLOUD DETECTION ENGINES | ALI, AFAQ | 3d overdue |
| 18425625 | CONTEXT-BASED POLICY MAPPING FOR SECURITY COMPLIANCE | WYSZYNSKI, AUBREY H | 22d |
| 18961594 | Malicious C&C channel to fixed IP detection based on packet volume | LEE, MICHAEL M | 27d |
| 18592351 | AUDITED, CLIENTLESS, JUST IN TIME ACCESS TO PROTECTED RESOURCES TO ENHANCE SECURITY | WYSZYNSKI, AUBREY H | 30d |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 3 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18533943 | SECURITY RULE CONVERSION AND PERFORMANCE EVALUATION | WYSZYNSKI, AUBREY H | 28d |
| 18826659 | NETWORK PATH HEALTH SCORING BASED ON LOAD BINNED LATENCY DATA | CHOU, ALAN S | 62d |
| 17737787 | Anomaly Detection for Cloud Computing Platforms | VANG, MENG | — |
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 |
|---|---|---|---|
| 18931476 | AUTOMATICALLY DETECTING UNKNOWN PACKERS | LITTLE, VANCE M | 30d overdue |
| 18784438 | PERMANENT IDENTIFIER BASED SECURITY FOR REMOTE UES IN MOBILE NETWORKS | JOO, JOSHUA | 24d overdue |
| 18925278 | MALWARE ANALYSIS THROUGH VIRTUAL MACHINE FORKING | WILLIAMS, JEFFERY L | 9d overdue |
| 19067270 | AUTO GENERATING BUILD TIME POLICIES FROM RUN TIME POLICIES FOR SHIFT LEFT SECURITY | ROBINSON, GRETA LEE | 5d overdue |
| 18229062 | ADVANCED THREAT PREVENTION | ALI, AFAQ | 4d overdue |
| 17862877 | SEQUENTIAL DUAL MACHINE LEARNING MODELS FOR EFFECTIVE CLOUD DETECTION ENGINES | ALI, AFAQ | 3d overdue |
| 18940388 | NATURAL LANGUAGE TO CUSTOMIZE DATA VISUALIZATION | OWYANG, MICHELLE N | 7d |
| 18425625 | CONTEXT-BASED POLICY MAPPING FOR SECURITY COMPLIANCE | WYSZYNSKI, AUBREY H | 22d |
| Art Unit | Apps |
|---|---|
| 2434 | 7 |
| 2451 | 3 |
| 2443 | 3 |
| 2436 | 2 |
| 2445 | 2 |
| 2433 | 2 |
| 2449 | 2 |
| 2499 | 2 |
| 2457 | 2 |
| 2437 | 2 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19067270 | AUTO GENERATING BUILD TIME POLICIES FROM RUN TIME POLICIES FOR SHIFT LEFT SECURITY | ROBINSON, GRETA LEE | 2163 | Other | Non-Final OA | 5d overdue | Pending | Feb 28, 2025 |
| 18961594 | Malicious C&C channel to fixed IP detection based on packet volume | LEE, MICHAEL M | 2436 | §103 | Non-Final OA | 27d | Pending | Nov 27, 2024 |
| 18940388 | NATURAL LANGUAGE TO CUSTOMIZE DATA VISUALIZATION | OWYANG, MICHELLE N | 2168 | §103 | Final Rejection | 7d | Pending | Nov 07, 2024 |
| 18931476 | AUTOMATICALLY DETECTING UNKNOWN PACKERS | LITTLE, VANCE M | 2494 | §103 | Non-Final OA | 30d overdue | Pending | Oct 30, 2024 |
| 18925278 | MALWARE ANALYSIS THROUGH VIRTUAL MACHINE FORKING | WILLIAMS, JEFFERY L | 2495 | §103 | Non-Final OA | 9d overdue | Pending | Oct 24, 2024 |
| 18826659 | NETWORK PATH HEALTH SCORING BASED ON LOAD BINNED LATENCY DATA | CHOU, ALAN S | 2451 | §101 | Non-Final OA | 62d | Pending | Sep 06, 2024 |
| 18786056 | INTELLIGENT DNS LOAD BALANCING USING COMBINATION OF DYNAMIC DNAT POOL AND APPLICATION PROBING IN CONNECTOR BASED SOLUTION FOR PRIVATE APPLICATION ACCESS | TRAN, JIMMY H | 2451 | §103 | Final Rejection | 56d | Pending | Jul 26, 2024 |
| 18784438 | PERMANENT IDENTIFIER BASED SECURITY FOR REMOTE UES IN MOBILE NETWORKS | JOO, JOSHUA | 2445 | §103 | Final Rejection | 24d overdue | Pending | Jul 25, 2024 |
| 18773921 | ZERO SHOT DETECTION OF LLM GENERATED PHISHING EMAILS | LAM, PHILIP HUNG FAI | 2656 | §103 | Non-Final OA | 3d overdue | Pending | Jul 16, 2024 |
| 18774568 | MACHINE LEARNING PIPELINE FOR DETECTING ZERO-DAY PHISHING KIT SOURCE CODES | ANDERSON, MICHAEL D | 2433 | §103 | Non-Final OA | 28d overdue | Pending | Jul 16, 2024 |
| 18759092 | ROOT DOMAIN BENIGNITY EVALUATION | SHIN, KYUNG H | 2447 | §103 | Non-Final OA | 29d | Pending | Jun 28, 2024 |
| 18751718 | INLINE DETECTION OF PROMPT INDUCED GENERATIVE AI APPLICATION DATA LEAKAGE | HOANG, HIEU T | 2449 | §103 | Final Rejection | 43d overdue | Pending | Jun 24, 2024 |
| 18680876 | VISCAD: VISUAL-GUIDED CAMPAIGN AUTO-DISCOVERY | HOLLISTER, JAMES ROSS | 2499 | §103 | Non-Final OA | 30d overdue | Pending | May 31, 2024 |
| 18665654 | BROWSER ISOLATION | OSMAN, RAMY M | 2457 | §103 | Final Rejection | 29d | Pending | May 16, 2024 |
| 18656645 | MAINTAINING STABLE UNIFORM RESOURCE LOCATOR VERDICTS WITH INTELLIGENT RECRAWLING | WORKU, SARON MATTHEWOS | 2408 | §103 | Non-Final OA | 34d | Pending | May 07, 2024 |
| 18648539 | UNSTRUCTURED DATA EXTRACTION WITH LARGE LANGUAGE MODELS FOR QUERY RESOLUTION | LOWEN, NICHOLAS DANIEL | 2653 | §103 | Non-Final OA | 51d overdue | Pending | Apr 29, 2024 |
| 18649259 | DEEP LEARNING IN A DATA PLANE | ABDULLAH, SAAD AHMAD | 2431 | §103 | Final Rejection | 15d | Pending | Apr 29, 2024 |
| 18644580 | MITIGATING PHISHING ATTEMPTS | TAYLOR, SAKINAH W | 2407 | §103 | Final Rejection | 8d | Pending | Apr 24, 2024 |
| 18643923 | HEIDI: ML ON HYPERVISOR DYNAMIC ANALYSIS DATA FOR MALWARE CLASSIFICATION | RAHIM, MONJUR | 2436 | Other | Final Rejection | 39d | Pending | Apr 23, 2024 |
| 18621872 | GRAMMAR POWERED RETRIEVAL AUGMENTED GENERATION FOR DOMAIN SPECIFIC LANGUAGES | MAY, ROBERT F | 2154 | §103 | Non-Final OA | 43d overdue | Pending | Mar 29, 2024 |
| 18614920 | USER INTERFACE NAVIGATION FOR WEB APPLICATIONS WITH RETRIEVAL-AUGMENTED GENERATION | OBISESAN, AUGUSTINE KUNLE | 2156 | §103 | Final Rejection | 34d | Pending | Mar 25, 2024 |
| 18598830 | NATURAL LANGUAGE QUERY TO DOMAIN-SPECIFIC DATABASE QUERY CONVERSION WITH LANGUAGE MODELS | GMAHL, NAVNEET K | 2166 | §103 | Final Rejection | 30d overdue | Pending | Mar 07, 2024 |
| 18592351 | AUDITED, CLIENTLESS, JUST IN TIME ACCESS TO PROTECTED RESOURCES TO ENHANCE SECURITY | WYSZYNSKI, AUBREY H | 2434 | §103 | Final Rejection | 30d | Pending | Feb 29, 2024 |
| 18588860 | TWO-STAGE ANOMALOUS DEVICE DETECTION | ANYAN, BARBARA BURGESS | 2457 | §102 | Non-Final OA | 8d overdue | Pending | Feb 27, 2024 |
| 18432878 | INTERWORKING OF STUN AND ALG | MCBETH, WILLIAM C | 2449 | §103 | Non-Final OA | 9d overdue | Pending | Feb 05, 2024 |
| 18429166 | APPLICATION ACCESS ANALYZER | TRAN, NAM T | 2455 | §103 | Final Rejection | 78d | Pending | Jan 31, 2024 |
| 18429198 | SECURITY POLICY ANALYSIS | HAILU, TESHOME | 2434 | §103 | Non-Final OA | 3d overdue | Pending | Jan 31, 2024 |
| 18429191 | SECURITY POLICY ANALYSIS | ZOUBAIR, NOURA | 2434 | §103 | Final Rejection | 6d | Pending | Jan 31, 2024 |
| 18425625 | CONTEXT-BASED POLICY MAPPING FOR SECURITY COMPLIANCE | WYSZYNSKI, AUBREY H | 2434 | §103 | Final Rejection | 22d | Pending | Jan 29, 2024 |
| 18419970 | COMBINED INLINE CACHE PURGING AND PERIODIC HARD PURGING IN A CACHE SERVER | HLAING, SOE MIN | 2451 | §103 | Non-Final OA | — | Pending | Jan 23, 2024 |
| 18535122 | THREAT INTELLIGENCE DIALOGUE SYSTEM FOR INTERFACING WITH A PROPRIETARY THREAT INTELLIGENCE DATABASE | SMITH, SEAN THOMAS | 2659 | §103 | Final Rejection | 17d overdue | Pending | Dec 11, 2023 |
| 18533943 | SECURITY RULE CONVERSION AND PERFORMANCE EVALUATION | WYSZYNSKI, AUBREY H | 2434 | §101 | Final Rejection | 28d | Pending | Dec 08, 2023 |
| 18530458 | Managing Cloud-Based Networks | GREENE, JOSEPH L | 2443 | §103 | Final Rejection | 31d overdue | Pending | Dec 06, 2023 |
| 18525342 | INTELLIGENT SECURITY FOR ZERO TRUST IN MOBILE NETWORKS WITH SECURITY PLATFORMS USING A PACKET FORWARDING CONTROL PROTOCOL | HERZOG, MADHURI R | 2438 | §103 | Final Rejection | 25d overdue | Pending | Nov 30, 2023 |
| 18499256 | Security alert prioritization for cloud-based resources | PARTHASARATHY, PRAMILA | 2409 | §102 | Non-Final OA | 84d | Pending | Nov 01, 2023 |
| 18487087 | DATA DEPENDENT RESTRICTIONS | JAKOVAC, RYAN J | 2445 | §103 | Non-Final OA | 41d | Pending | Oct 15, 2023 |
| 18482519 | BINARY FILE MALWARE DETECTION WITH STRUCTURE AWARE MACHINE LEARNING | PATEL, HARESH N | 2496 | §103 | Non-Final OA | 33d | Pending | Oct 06, 2023 |
| 18468962 | MACHINE LEARNING-BASED FILTERING OF FALSE POSITIVE PATTERN MATCHES FOR PERSONALLY IDENTIFIABLE INFORMATION | ALMEIDA, DEVIN E | 2492 | §103 | Non-Final OA | 11d overdue | Pending | Sep 18, 2023 |
| 18229062 | ADVANCED THREAT PREVENTION | ALI, AFAQ | 2434 | §103 | Non-Final OA | 4d overdue | Pending | Aug 01, 2023 |
| 18228397 | ASSET SECURITY AND RISK POSTURE VISUALIZATION | BENGZON, GREG C | 2444 | §103 | Non-Final OA | 4d overdue | Pending | Jul 31, 2023 |
| 18227817 | DETECTING FRAUDULENT E-COMMERCE WEBSITES | BALLOU, MAAME BOAKYEWAA | 3629 | §103 | Non-Final OA | 49d overdue | Pending | Jul 28, 2023 |
| 18355486 | KERNEL SPACE FEATURE GENERATION FOR USER SPACE MACHINE LEARNING-BASED MALICIOUS NETWORK TRAFFIC DETECTION | TRUONG, THONG P | 2433 | §103 | Final Rejection | 9d | Pending | Jul 20, 2023 |
| 18324219 | DATA SECURITY RISK POSTURE | VU, TAYLOR P | 2437 | §103 | Final Rejection | 112d overdue | Pending | May 26, 2023 |
| 18072452 | DEPENDENCY EMULATION FOR EXECUTABLE SAMPLES | POPHAM, JEFFREY D | 2432 | §103 | Non-Final OA | 20d | Pending | Nov 30, 2022 |
| 18052140 | CONTRASTIVE CREDIBILITY PROPAGATION FOR SEMI-SUPERVISED LEARNING | SHALU, ZELALEM W | 2145 | §103 | Final Rejection | 8d | Pending | Nov 02, 2022 |
| 17877199 | METHOD TO CLASSIFY COMPLIANCE PROTOCOLS FOR SAAS APPS BASED ON WEB PAGE CONTENT | NGUYEN, LOAN T | 2165 | §103 | Non-Final OA | 26d | Pending | Jul 29, 2022 |
| 17862877 | SEQUENTIAL DUAL MACHINE LEARNING MODELS FOR EFFECTIVE CLOUD DETECTION ENGINES | ALI, AFAQ | 2434 | §103 | Final Rejection | 3d overdue | Pending | Jul 12, 2022 |
| 17826766 | IDENTIFY AND BLOCK DOMAINS USED FOR NXNS-BASED DDOS ATTACK | MAAZOUZ, GHIZLANE | 2499 | §103 | Non-Final OA | — | Pending | May 27, 2022 |
| 17737787 | Anomaly Detection for Cloud Computing Platforms | VANG, MENG | 2443 | §101 | Final Rejection | — | Pending | May 05, 2022 |
| 17649704 | SECURE MULTI-ENTERPRISE WIRELESS NETWORK | DHAKAD, RUPALI | 2437 | §103 | Final Rejection | 125d overdue | Pending | Feb 02, 2022 |
| 17127876 | Managing Application Access Controls And Routing In Cloud Computing Platforms | TODD, GREGORY G | 2443 | §103 | Non-Final OA | 89d overdue | Pending | Dec 18, 2020 |
| 15948931 | IoT DEVICE SECURITY | SAVENKOV, VADIM | 2432 | §103 | Non-Final OA | 9d | Pending | Apr 09, 2018 |
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