Prosecution Insights
Prosecution Insights
24 pending office actions • 22 art units • 24 examiners • 0 of 24 (0%) have an AI response strategy ready • 65 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 6 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. 6 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 | 1 (4%) |
| §101 + other | 4 (17%) |
| §103 only | 10 (42%) |
| §102 only | 2 (8%) |
| Double-patenting + other | 1 (4%) |
| Multi-statute (no §101) | 6 (25%) |
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 |
|---|---|---|---|
| NGUYEN, TRONG H | 1 | 79.9% | +56.6% |
| FISHER, PAUL R | 1 | 23.3% | +24.1% |
| SPOONER, LAMONT M | 1 | 73.6% | +12.2% |
| ZHU, ZHIMEI | 1 | 77.6% | +37.2% |
| GIDDINS, NELSON S | 1 | 84.7% | +10.2% |
| IDOWU, OLUGBENGA O | 1 | 71.5% | +19.0% |
| HENDERSON, ESTHER BENOIT | 1 | 79.0% | +23.4% |
| CHOWDHURY, ZIAUL A. | 1 | 87.1% | +36.8% |
| LE, VU | 1 | 52.4% | +7.9% |
| BOURZIK, BRAHIM | 1 | 64.1% | +44.0% |
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 |
|---|---|---|---|
| 18475058 | INCREMENTAL SOLVES USING LLMS FOR API CALLS | DASCOMB, JACOB D | 1d overdue |
| 18383791 | Method and Apparatus for Data Synchronization and Persistence Between Computing Devices | HOANG, PHUONG N | 30d |
| 17943061 | Source Code Programming Language Prediction for a Text File | JEON, JAE UK | 40d |
| 18960497 | CYBERSECURITY RISK DETECTION FOR A SERVICE | FISHER, PAUL R | — |
| 18900283 | REPRESENTATION-AGNOSTIC FILE CLASSIFIER | ZHU, ZHIMEI | — |
| 18899421 | AUTO-CUSTOMIZING CONFIGURATION ASSESSMENT RULE VALUES FROM CAPTURED STATE OF A TEMPLATE MACHINE | GIDDINS, NELSON S | — |
| 18789144 | STATIC ANALYSIS TECHNIQUES FOR DYNAMIC COMPUTER PROGRAMMING LANGUAGE | CHOWDHURY, ZIAUL A. | — |
| 18399390 | USING LARGE LANGUAGE MODELS TO GENERATE NATURAL LANGUAGE DESCRIPTIONS OF CODE FOR ENHANCED THREAT ANALYSIS AND MALWARE DETECTION | CHANG, TOM Y | — |
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 |
|---|---|---|---|
| 18760946 | TECHNIQUES FOR PERFORMING STATIC ANALYSIS ON DEPLOYED APPLICATION CODE | BOURZIK, BRAHIM | 16d overdue |
| 19017191 | INJECTED BYTE BUFFER DATA CLASSIFICATION | NGUYEN, TRONG H | — |
| 18960497 | CYBERSECURITY RISK DETECTION FOR A SERVICE | FISHER, PAUL R | — |
| 18926119 | DEFINING INDICATORS OF MALICIOUS ACTIVITY BY A MACHINE LEARNED MODEL | SPOONER, LAMONT M | — |
| 18900283 | REPRESENTATION-AGNOSTIC FILE CLASSIFIER | ZHU, ZHIMEI | — |
| 18899421 | AUTO-CUSTOMIZING CONFIGURATION ASSESSMENT RULE VALUES FROM CAPTURED STATE OF A TEMPLATE MACHINE | GIDDINS, NELSON S | — |
| 18894372 | Prediction of False Positive Cybersecurity Detections | IDOWU, OLUGBENGA O | — |
| 18819747 | AI MODEL-BASED DATA ENRICHMENT PIPELINE | HENDERSON, ESTHER BENOIT | — |
| Art Unit | Apps |
|---|---|
| 2432 | 2 |
| 2436 | 1 |
| 2498 | 1 |
| 2657 | 1 |
| 2495 | 1 |
| 2408 | 1 |
| 2494 | 1 |
| 2458 | 1 |
| 2192 | 1 |
| 2668 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19017191 | INJECTED BYTE BUFFER DATA CLASSIFICATION | NGUYEN, TRONG H | 2436 | §112DP | Non-Final OA | — | Pending | Jan 10, 2025 |
| 18960497 | CYBERSECURITY RISK DETECTION FOR A SERVICE | FISHER, PAUL R | 2498 | §101§103 | Non-Final OA | — | Pending | Nov 26, 2024 |
| 18926119 | DEFINING INDICATORS OF MALICIOUS ACTIVITY BY A MACHINE LEARNED MODEL | SPOONER, LAMONT M | 2657 | §103 | Non-Final OA | — | Pending | Oct 24, 2024 |
| 18900283 | REPRESENTATION-AGNOSTIC FILE CLASSIFIER | ZHU, ZHIMEI | 2495 | §102§103 | Non-Final OA | — | Pending | Sep 27, 2024 |
| 18899421 | AUTO-CUSTOMIZING CONFIGURATION ASSESSMENT RULE VALUES FROM CAPTURED STATE OF A TEMPLATE MACHINE | GIDDINS, NELSON S | 2408 | §102§103 | Non-Final OA | — | Pending | Sep 27, 2024 |
| 18894372 | Prediction of False Positive Cybersecurity Detections | IDOWU, OLUGBENGA O | 2494 | §102 | Non-Final OA | — | Pending | Sep 24, 2024 |
| 18819747 | AI MODEL-BASED DATA ENRICHMENT PIPELINE | HENDERSON, ESTHER BENOIT | 2458 | §102 | Non-Final OA | — | Pending | Aug 29, 2024 |
| 18789144 | STATIC ANALYSIS TECHNIQUES FOR DYNAMIC COMPUTER PROGRAMMING LANGUAGE | CHOWDHURY, ZIAUL A. | 2192 | §103§112 | Non-Final OA | — | Pending | Jul 30, 2024 |
| 18773123 | IMAGE ANALYSIS USING A MULTIMODAL LARGE LANGUAGE MODEL | LE, VU | 2668 | §103 | Non-Final OA | — | Pending | Jul 15, 2024 |
| 18760946 | TECHNIQUES FOR PERFORMING STATIC ANALYSIS ON DEPLOYED APPLICATION CODE | BOURZIK, BRAHIM | 2191 | §103 | Final Rejection | 16d overdue | Pending | Jul 01, 2024 |
| 18630667 | eBPF GENERAL ALLOCATOR | VINCENT, ROSS MICHAEL | — | §103 | Non-Final OA | — | Pending | Apr 09, 2024 |
| 18588976 | AUTOMATED VULNERABILITY REMEDIATION GUIDANCE BASED ON DETECTION LOGIC ELEMENTS | LYNCH, SHARON S | 2400 | §103 | Final Rejection | — | Pending | Feb 27, 2024 |
| 18399390 | USING LARGE LANGUAGE MODELS TO GENERATE NATURAL LANGUAGE DESCRIPTIONS OF CODE FOR ENHANCED THREAT ANALYSIS AND MALWARE DETECTION | CHANG, TOM Y | 2455 | §103§112 | Non-Final OA | — | Pending | Dec 28, 2023 |
| 18383791 | Method and Apparatus for Data Synchronization and Persistence Between Computing Devices | HOANG, PHUONG N | 2194 | §101§103 | Non-Final OA | 30d | Pending | Oct 25, 2023 |
| 18475058 | INCREMENTAL SOLVES USING LLMS FOR API CALLS | DASCOMB, JACOB D | 2198 | §103§112 | Final Rejection | 1d overdue | Pending | Sep 26, 2023 |
| 18460886 | Embedding Entity Matching | MORRIS, JOHN J | 2152 | §103 | Final Rejection | 6d | Pending | Sep 05, 2023 |
| 18338112 | Rules-Based Malware Resolution Suggestions | REVAK, CHRISTOPHER A | 2407 | §103 | Non-Final OA | 82d | Pending | Jun 20, 2023 |
| 18175766 | FINGERPRINTING TECHNIQUES TO SUPPORT FILE HASH GENERATION | VU, TAYLOR P | 2437 | §103 | Final Rejection | — | Pending | Feb 28, 2023 |
| 18159266 | DATA-ONLY DECISION VALIDATION MODELS TO UPDATE FALSE PREDICTIONS | ZHENG, BIN QING | 2499 | §103 | Final Rejection | — | Pending | Jan 25, 2023 |
| 17943061 | Source Code Programming Language Prediction for a Text File | JEON, JAE UK | 2193 | §101 | Non-Final OA | 40d | Pending | Sep 12, 2022 |
| 17884295 | IDENTIFICATION OF A COMPUTING DEVICE DURING AUTHENTICATION | KHADKA, AMIT | 2432 | §103 | Non-Final OA | — | Pending | Aug 09, 2022 |
| 17855360 | METHODS AND SYSTEMS FOR IDENTITY CONTROL | SHAUGHNESSY, AIDAN EDWARD | 2432 | §103§112 | Non-Final OA | — | Pending | Jun 30, 2022 |
| 17745762 | ENTROPY EXCLUSION OF TRAINING DATA FOR AN EMBEDDING NETWORK | HICKS, AUSTIN JAMES | 2142 | §101§103 | Non-Final OA | — | Pending | May 16, 2022 |
| 17177220 | EMBEDDING NETWORKS TO EXTRACT MALWARE FAMILY INFORMATION | KWON, JUN | 2127 | §101§103 | Final Rejection | — | Pending | Feb 17, 2021 |
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