Technology area: Networking & Security
28 pending office actions • 20 art units • 27 examiners • 0 of 28 (0%) have an AI response strategy ready • 31 patents granted in the last 365 days
Darktrace Holdings Limited has 28 pending office actions in Networking & Security. The matters involve 27 distinct examiners across 20 distinct art units, indicating a widely distributed docket with many individual examination assignments.
BROWN, CHRISTOPHER J is the busiest examiner, with 2 pending matters. Counsel should maintain centralized visibility and consistent security-related claim strategy while adapting responses to the separate examiner and art-unit contexts.
Based on the USPTO statutory response window for each pending office action. 9 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. 9 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 | 5 (18%) |
| §103 only | 7 (25%) |
| §102 only | 1 (4%) |
| §112 only | 1 (4%) |
| Double-patenting only | 2 (7%) |
| Double-patenting + other | 3 (11%) |
| Multi-statute (no §101) | 8 (29%) |
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 |
|---|---|---|---|
| BROWN, CHRISTOPHER J | 2 | 75.5% | +12.8% |
| TOLENTINO, RODERICK | 1 | 77.6% | +35.3% |
| TRAN, VU V | 1 | 89.9% | +16.7% |
| AHMED, MAHABUB S | 1 | 84.8% | +9.4% |
| TABOR, AMARE F | 1 | 83.0% | +23.1% |
| WANG, HARRIS C | 1 | 69.9% | +20.1% |
| WRIGHT, BRYAN F | 1 | 78.3% | +24.0% |
| CHAI, LONGBIT | 1 | 87.9% | +31.2% |
| LE, THANH T | 1 | 83.3% | +32.5% |
| LEWIS, LISA C | 1 | 80.8% | +15.5% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 4 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19207151 | INTERACTIVE ARTIFICIAL INTELLIGENCE-BASED RESPONSE LOOP TO A CYBERATTACK | TRAN, VU V | — |
| 19207158 | INTELLIGENT ADVERSARY SIMULATOR | AHMED, MAHABUB S | — |
| 19207141 | Capturing Importance In A Network Using Graph Theory | TABOR, AMARE F | — |
| 18988523 | CYBER SECURITY USING MODELS INCLUDING A MODEL TRAINED ON A NORMAL BEHAVIOR | LEWIS, LISA C | — |
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 |
|---|---|---|---|
| 18737534 | SYSTEM AND METHOD FOR UTILIZING LARGE LANGUAGE MODELS FOR MITIGATION OF CYBER THREATS AND REMEDIATION OR RESTORATION OF FUNCTIONALITY OF A CYBERSECURITY SYSTEM | WYSZYNSKI, AUBREY H | 155d overdue |
| 18678545 | INTERACTIVE EXTENSION FOR A CYBERSECURITY APPLIANCE | DAILEY, THOMAS J | 51d overdue |
| 18630896 | TREATING DATA FLOWS DIFFERENTLY BASED ON LEVEL OF INTEREST | HERZOG, MADHURI R | 10d overdue |
| 18908203 | ARTIFICIAL INTELLIGENCE BASED CYBERSECURITY SYSTEM FOR MONITORING AUTOMOTIVE ECOSYSTEMS | POLTORAK, PIOTR | 7d |
| 18603064 | ENDPOINT AGENT EXTENSION OF A MACHINE LEARNING CYBER DEFENSE SYSTEM FOR EMAIL | CHAO, MICHAEL W | 13d |
| 18207058 | ANALYSES AND AGGREGATION OF DOMAIN BEHAVIOR FOR EMAIL THREAT DETECTION BY A CYBER SECURITY SYSTEM | CELANI, NICHOLAS P | 34d |
| 19053216 | ARTIFICIAL INTELLIGENCE BASED ANALYST AS AN EVALUATOR | CHAI, LONGBIT | — |
| 19034288 | DETECTION AND DEOBFUSCATION OF BARCODES SUCH AS QR CODES | LE, THANH T | — |
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 |
|---|---|---|---|
| 19292707 | ARTIFICIAL INTELLIGENCE CYBER SECURITY ANALYST | BROWN, CHRISTOPHER J | — |
| 19242732 | CYBER SECURITY APPLIANCE FOR AN OPERATIONAL TECHNOLOGY NETWORK | TOLENTINO, RODERICK | — |
| 19207151 | INTERACTIVE ARTIFICIAL INTELLIGENCE-BASED RESPONSE LOOP TO A CYBERATTACK | TRAN, VU V | — |
| 19207141 | Capturing Importance In A Network Using Graph Theory | TABOR, AMARE F | — |
| 19058587 | BASE MACHINE LEARNING MODEL PAIRED WITH MULTIPLE LOW RANKING ADAPTION ATTACHMENTS FOR CYBER SECURITY PURPOSES | WANG, HARRIS C | — |
| 19058581 | MACHINE LEARNING ANALYZING NON-STANDARD CONFIGURATIONS FOR CYBER SECURITY PURPOSES | WRIGHT, BRYAN F | — |
| 19053216 | ARTIFICIAL INTELLIGENCE BASED ANALYST AS AN EVALUATOR | CHAI, LONGBIT | — |
| 19034288 | DETECTION AND DEOBFUSCATION OF BARCODES SUCH AS QR CODES | LE, THANH T | — |
| Art Unit | Apps |
|---|---|
| 2439 | 4 |
| 2434 | 3 |
| 2495 | 3 |
| 2491 | 2 |
| 2497 | 1 |
| 2431 | 1 |
| 4100 | 1 |
| 2432 | 1 |
| 2435 | 1 |
| 2433 | 1 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19292707 | ARTIFICIAL INTELLIGENCE CYBER SECURITY ANALYST | BROWN, CHRISTOPHER J | 2439 | §103Other | Non-Final OA | — | Pending | Aug 06, 2025 |
| 19242732 | CYBER SECURITY APPLIANCE FOR AN OPERATIONAL TECHNOLOGY NETWORK | TOLENTINO, RODERICK | 2439 | §112Other | Non-Final OA | — | Pending | Jun 18, 2025 |
| 19207151 | INTERACTIVE ARTIFICIAL INTELLIGENCE-BASED RESPONSE LOOP TO A CYBERATTACK | TRAN, VU V | 2491 | DP | Non-Final OA | — | Pending | May 13, 2025 |
| 19207158 | INTELLIGENT ADVERSARY SIMULATOR | AHMED, MAHABUB S | 2434 | §112DP | Non-Final OA | — | Pending | May 13, 2025 |
| 19207141 | Capturing Importance In A Network Using Graph Theory | TABOR, AMARE F | 2434 | DP | Non-Final OA | — | Pending | May 13, 2025 |
| 19058587 | BASE MACHINE LEARNING MODEL PAIRED WITH MULTIPLE LOW RANKING ADAPTION ATTACHMENTS FOR CYBER SECURITY PURPOSES | WANG, HARRIS C | 2439 | §103 | Final Rejection | — | Pending | Feb 20, 2025 |
| 19058581 | MACHINE LEARNING ANALYZING NON-STANDARD CONFIGURATIONS FOR CYBER SECURITY PURPOSES | WRIGHT, BRYAN F | 2497 | §103 | Non-Final OA | — | Pending | Feb 20, 2025 |
| 19053216 | ARTIFICIAL INTELLIGENCE BASED ANALYST AS AN EVALUATOR | CHAI, LONGBIT | 2431 | §101§102 | Non-Final OA | — | Pending | Feb 13, 2025 |
| 19034288 | DETECTION AND DEOBFUSCATION OF BARCODES SUCH AS QR CODES | LE, THANH T | 4100 | §101§102§103§112 | Non-Final OA | — | Pending | Jan 22, 2025 |
| 18988523 | CYBER SECURITY USING MODELS INCLUDING A MODEL TRAINED ON A NORMAL BEHAVIOR | LEWIS, LISA C | 2495 | §103§112DP | Non-Final OA | — | Pending | Dec 19, 2024 |
| 18936546 | VOICE CLONING DETECTION AND TRAINING SYSTEM FOR A CYBER SECURITY SYSTEM | SHAUGHNESSY, AIDAN EDWARD | 2432 | §103 | Final Rejection | — | Pending | Nov 04, 2024 |
| 18908111 | CLOUD-BASED CYBER SECURITY AND METHODS OF OPERATION | ZEE, EDWARD | 2435 | §102 | Final Rejection | — | Pending | Oct 07, 2024 |
| 18908203 | ARTIFICIAL INTELLIGENCE BASED CYBERSECURITY SYSTEM FOR MONITORING AUTOMOTIVE ECOSYSTEMS | POLTORAK, PIOTR | 2433 | §102§103 | Final Rejection | 7d | Pending | Oct 07, 2024 |
| 18900360 | ANOMALY ALERT SYSTEM FOR CYBER THREAT DETECTION | PYZOCHA, MICHAEL J | 2409 | §103DP | Non-Final OA | 28d overdue | Pending | Sep 27, 2024 |
| 18778125 | CYBER SECURITY SCENARIOS WITH SIMULATED INCIDENTS | BROWN, CHRISTOPHER J | 2439 | §101§103 | Final Rejection | — | Pending | Jul 19, 2024 |
| 18737534 | SYSTEM AND METHOD FOR UTILIZING LARGE LANGUAGE MODELS FOR MITIGATION OF CYBER THREATS AND REMEDIATION OR RESTORATION OF FUNCTIONALITY OF A CYBERSECURITY SYSTEM | WYSZYNSKI, AUBREY H | 2434 | §101§103§112 | Non-Final OA | 155d overdue | Pending | Jun 07, 2024 |
| 18678461 | CYBER SECURITY TRAINING TOOL THAT USES A LARGE LANGUAGE MODEL | FARAMARZI, GITA | 2496 | §101§103§112 | Final Rejection | — | Pending | May 30, 2024 |
| 18678524 | SYSTEM AND METHOD FOR ADJUSTING OR CREATING AI MODELS BASED ON MODEL BREACH ALERTS | BAZNA, JUDY | 2495 | §102§103 | Final Rejection | — | Pending | May 30, 2024 |
| 18678545 | INTERACTIVE EXTENSION FOR A CYBERSECURITY APPLIANCE | DAILEY, THOMAS J | 2458 | §102§103 | Final Rejection | 51d overdue | Pending | May 30, 2024 |
| 18630896 | TREATING DATA FLOWS DIFFERENTLY BASED ON LEVEL OF INTEREST | HERZOG, MADHURI R | 2438 | §102§103Other | Non-Final OA | 10d overdue | Pending | Apr 09, 2024 |
| 18603064 | ENDPOINT AGENT EXTENSION OF A MACHINE LEARNING CYBER DEFENSE SYSTEM FOR EMAIL | CHAO, MICHAEL W | 2492 | §103§112Other | Final Rejection | 13d | Pending | Mar 12, 2024 |
| 18400631 | CYBER SECURITY SYSTEM WITH ENHANCED CLOUD-BASED METRICS | KAMRAN, MEHRAN | 2196 | §103 | Final Rejection | — | Pending | Dec 29, 2023 |
| 18244004 | INTELLIGENT ADVERSARY SIMULATOR | COPPOLA, JACOB C | 3992 | §102§112Other | Non-Final OA | — | Pending | Sep 08, 2023 |
| 18231710 | INTERACTIVE CYBER SECURITY USER INTERFACE | STRAUB, D'ARCY WINSTON | 2491 | §103§112 | Final Rejection | — | Pending | Aug 08, 2023 |
| 18207061 | Unifying of the network device entity and the user entity for better cyber security modeling along with ingesting firewall rules to determine pathways through a network | GREENE, JOSEPH L | 2443 | §103 | Non-Final OA | 154d overdue | Pending | Jun 07, 2023 |
| 18207058 | ANALYSES AND AGGREGATION OF DOMAIN BEHAVIOR FOR EMAIL THREAT DETECTION BY A CYBER SECURITY SYSTEM | CELANI, NICHOLAS P | 2449 | §103§112 | Non-Final OA | 34d | Pending | Jun 07, 2023 |
| 17976678 | Educational Tool for Business and Enterprise Risk Management | KNIGHT, LETORIA G | 3623 | §101 | Final Rejection | — | Pending | Oct 28, 2022 |
| 17187385 | APPARATUS AND METHOD FOR A CYBER-THREAT DEFENSE SYSTEM | OLAEGBE, MUDASIRU K | 2495 | §103 | Non-Final OA | 60d | Pending | Feb 26, 2021 |
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Start Free TrialDarktrace Holdings Limited has 28 pending office actions as of October 2026, spread across 20 art units and 27 examiners.
Christopher J Brown has the most, with 2 of Darktrace Holdings Limited's pending office actions.
Mostly Networking & Security (USPTO Tech Center 2400), based on where its pending office actions are examined.