Prosecution Insights
Prosecution Insights
Technology area: Computing & Software
40 pending office actions • 5 clients • 40 examiners • 27 art units • 0 of 40 (0%) have an AI response strategy ready
MANNAVA & KANG, P.C. has a history in the Computing & Software technology area with 2413 career applications. The firm maintains a resolved allowance rate of 94.41 percent. On average, the firm receives 3.8 office actions per allowance. Currently, there are 31 pending office actions.
The 94.41 percent allowance rate across 2413 applications shows the ability to secure patent rights, even with an average of 3.8 office actions required per successful application. This data reflects the approach to prosecution in the software sector. For clients, the firm's experience with 2413 applications provides a foundation for navigating the 31 currently pending office actions. The 94.41 percent allowance rate and 3.8 average serve as key performance indicators.
Based on the USPTO statutory response window for each pending office action. 8 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. 8 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 (5%) |
| §101 + other | 10 (25%) |
| §103 only | 7 (18%) |
| §102 only | 1 (2%) |
| Double-patenting only | 1 (2%) |
| Double-patenting + other | 1 (2%) |
| Multi-statute (no §101) | 18 (45%) |
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 |
|---|---|---|---|
| EYERS, DUSTIN D | 1 | 58.2% | +22.7% |
| ELMEJJARMI, ABDELILLAH | 1 | 81.1% | +26.4% |
| CHISM, STEVEN R | 1 | 30.8% | +42.3% |
| HASKINS, TWYLER LAMB | 1 | 57.1% | +8.8% |
| JACKSON, MONIQUE R | 1 | 34.9% | +44.1% |
| CHOUDHURY, MUSTAK | 1 | 84.9% | +21.2% |
| PYLE, SIENNA CHRISTINE | 1 | 72.5% | +14.1% |
| CHANG, AUDREY Y | 1 | 46.5% | +20.4% |
| ABDELRAHEEM, MOHAMMED SAID | 1 | 89.7% | +12.5% |
| NGUYEN, QUANG X.L. | 1 | 48.6% | +12.4% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 2 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19058809 | MONITORING, ANALYZING AND GENERATING RADIO FREQUENCY (RF) ENVIRONMENTS UTILIZING DISTRIBUTED DEVICES | ELMEJJARMI, ABDELILLAH | — |
| 19000123 | OPTICAL DEVICE HAVING OPTICAL AND MECHANICAL PROPERTIES | CHOUDHURY, MUSTAK | — |
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 |
|---|---|---|---|
| 17195890 | METHOD AND SYSTEM FOR MACHINE LEARNING BASED USER EXPERIENCE EVALUATION FOR INFORMATION TECHNOLOGY SUPPORT SERVICES | HATCHER, DEIRDRE D | 294d overdue |
| 18101579 | SYSTEM FOR PROBABILISTIC MODELING AND MULTI-LAYER MODELING FOR DIGITAL TWINS | TRIEU, EM N | 15d |
| 18355586 | PHOTODIODE MODULES WITH REDUCED RECOVERY TIMES | YECHURI, SITARAMARAO S | 33d |
| 18321955 | PRINTING WITH PROGRAMMABLE INK FOR RAPID PACKAGING ITERATIONS | CULLER, JILL E | 40d |
| 18135920 | DATA ENTHALPY BASED INTELLIGENT DATA INSIGHT GENERATION SYSTEM | BROWN, SARA GRACE | 69d |
| 18340936 | BATTERY TESTING SYSTEM AND APPARATUS WITH DYNAMIC FORCE APPLICATION | FRANCIS, ADAM JOSEPH | 82d |
| 19046141 | METHOD AND SYSTEM FOR DETERMINING OUTCOME FOR ELECTRONIC TRANSACTION | CHISM, STEVEN R | — |
| 19011123 | HIGH CHROMATICITY PIGMENT FLAKES AND FOILS | JACKSON, MONIQUE R | — |
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 |
|---|---|---|---|
| 19336019 | SYSTEMS AND METHODS FOR GENERATING GENERATIVE ARTIFICIAL INTELLIGENCE RESPONSES USING CONTEXT BASED HIERARCHICAL ONTOLOGICAL REPRESENTATIONS | EYERS, DUSTIN D | — |
| 19058809 | MONITORING, ANALYZING AND GENERATING RADIO FREQUENCY (RF) ENVIRONMENTS UTILIZING DISTRIBUTED DEVICES | ELMEJJARMI, ABDELILLAH | — |
| 19046141 | METHOD AND SYSTEM FOR DETERMINING OUTCOME FOR ELECTRONIC TRANSACTION | CHISM, STEVEN R | — |
| 19011123 | HIGH CHROMATICITY PIGMENT FLAKES AND FOILS | JACKSON, MONIQUE R | — |
| 19000123 | OPTICAL DEVICE HAVING OPTICAL AND MECHANICAL PROPERTIES | CHOUDHURY, MUSTAK | — |
| 18980350 | A SYSTEM AND SKIN-BASED SENSOR PLATFORM TO MONITOR BIOCHEMICAL ACTIVITY OF A WEARER | PYLE, SIENNA CHRISTINE | — |
| 18974500 | THIN FILM INTERFERENCE PIGMENTS WITH A COATING OF NANOPARTICLES | CHANG, AUDREY Y | — |
| 18908263 | ENABLING COMMUNICATION OF MULTI-MEDIA MESSAGES DURING BIDIRECTIONAL TESTING OF A COMMUNICATION LINK UNDER TEST (LUT) | ABDELRAHEEM, MOHAMMED SAID | — |
| Client (Assignee) | Pending OAs |
|---|---|
| Accenture | 21 |
| Viavi | 16 |
| Ars Software Solutions AG | 1 |
| Flarm Technology AG | 1 |
| Emage AI Pte. Ltd. | 1 |
| Art Unit | Apps |
|---|---|
| 2122 | 2 |
| 3625 | 2 |
| 4100 | 2 |
| 2164 | 1 |
| 2462 | 1 |
| 3692 | 1 |
| 3791 | 1 |
| 2635 | 1 |
| 2666 | 1 |
| 2409 | 1 |
| App # | Title | Client | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|---|
| 19336019 | SYSTEMS AND METHODS FOR GENERATING GENERATIVE ARTIFICIAL INTELLIGENCE RESPONSES USING CONTEXT BASED HIERARCHICAL ONTOLOGICAL REPRESENTATIONS | Accenture Global Solutions Limited | EYERS, DUSTIN D | 2164 | §103 | Non-Final OA | — | Pending | Sep 22, 2025 |
| 19058809 | MONITORING, ANALYZING AND GENERATING RADIO FREQUENCY (RF) ENVIRONMENTS UTILIZING DISTRIBUTED DEVICES | VIAVI SOLUTIONS INC. | ELMEJJARMI, ABDELILLAH | 2462 | DP | Final Rejection | — | Pending | Feb 20, 2025 |
| 19046141 | METHOD AND SYSTEM FOR DETERMINING OUTCOME FOR ELECTRONIC TRANSACTION | Accenture Global Solutions Limited | CHISM, STEVEN R | 3692 | §101§103§112 | Final Rejection | — | Pending | Feb 05, 2025 |
| 19036861 | SYSTEM AND METHOD FOR VEHICLE TOLL MANAGEMENT | Accenture Global Solutions Limited | HASKINS, TWYLER LAMB | §103 | Non-Final OA | — | Pending | Jan 24, 2025 | |
| 19011123 | HIGH CHROMATICITY PIGMENT FLAKES AND FOILS | VIAVI SOLUTIONS INC. | JACKSON, MONIQUE R | §102§103§112 | Non-Final OA | — | Pending | Jan 06, 2025 | |
| 19000123 | OPTICAL DEVICE HAVING OPTICAL AND MECHANICAL PROPERTIES | VIAVI SOLUTIONS INC. | CHOUDHURY, MUSTAK | §103Other | Non-Final OA | — | Pending | Dec 23, 2024 | |
| 18980350 | A SYSTEM AND SKIN-BASED SENSOR PLATFORM TO MONITOR BIOCHEMICAL ACTIVITY OF A WEARER | Accenture Global Solution Limited | PYLE, SIENNA CHRISTINE | 3791 | §103§112 | Non-Final OA | — | Pending | Dec 13, 2024 |
| 18974500 | THIN FILM INTERFERENCE PIGMENTS WITH A COATING OF NANOPARTICLES | VIAVI SOLUTIONS INC. | CHANG, AUDREY Y | §102§103DP | Non-Final OA | — | Pending | Dec 09, 2024 | |
| 18908263 | ENABLING COMMUNICATION OF MULTI-MEDIA MESSAGES DURING BIDIRECTIONAL TESTING OF A COMMUNICATION LINK UNDER TEST (LUT) | VIAVI SOLUTIONS INC. | ABDELRAHEEM, MOHAMMED SAID | 2635 | §103§112 | Non-Final OA | — | Pending | Oct 07, 2024 |
| 18827065 | PRINTING MACHINE AND FIXED PATTERNED PLATE | VIAVI SOLUTIONS INC. | NGUYEN, QUANG X.L. | §102§103Other | Non-Final OA | — | Pending | Sep 06, 2024 | |
| 18840012 | SYSTEM AND TRAINING SYSTEM FOR COMPUTER IMPLEMENTED GENERATING SYNTHETIC IMAGES REPRESENTING COMPRESSED VERSIONS OF ORIGINAL IMAGES | Ars Software Solutions AG | ORANGE, DAVID BENJAMIN | §103 | Final Rejection | — | Pending | Aug 20, 2024 | |
| 18781514 | OPTICAL DEVICES WITH ASYMMETRIC LAYER STRUCTURE | VIAVI SOLUTIONS INC. | PARBADIA, BALRAM T | §102§103Other | Non-Final OA | — | Pending | Jul 23, 2024 | |
| 18778116 | METHODS AND SYSTEMS FOR GENERATING SUPER RESOLUTION IMAGES | Accenture Global Solutions Limited | KEUP, AIDAN JAMES | 2666 | §101§102§103 | Non-Final OA | — | Pending | Jul 19, 2024 |
| 18773232 | OPTICAL DEVICES WITH COLORED REFLECTOR LAYER | VIAVI SOLUTIONS INC. | LEI, JIE | §103§112 | Non-Final OA | — | Pending | Jul 15, 2024 | |
| 18742724 | MEASURING AND ANALYZING DATA TO GENERATE RECOMMENDATIONS ASSOCIATED WITH A DIGITAL SUBSCRIPTION LINE (DSL) | VIAVI SOLUTIONS INC. | WANG, YAOTANG | 2409 | §103Other | Final Rejection | 28d | Pending | Jun 13, 2024 |
| 18675841 | DIRECT CONTROL ON LASER FREQUENCY FOR DUAL-PULSE DISTRIBUTED ACOUSTIC SENSING (DAS) | VIAVI SOLUTIONS INC. | LARKIN, DANIEL SEAN | 2855 | §102§103§112 | Non-Final OA | — | Pending | May 28, 2024 |
| 18602139 | INTELLIGENT PROMPT EVALUATION AND ENHANCEMENT FOR GENERATIVE ARTIFICIAL INTELLIGENCE PROCESSING | Accenture Global Solutions Limited | GIROUX, GEORGE | §101§102§103§112 | Non-Final OA | — | Pending | Mar 12, 2024 | |
| 18597479 | DECISION ENGINE FOR COMPUTING SYSTEM ENERGY MANAGEMENT | Accenture Global Solutions Limited | BOLEN, NICHOLAS D | 3624 | §101§103 | Final Rejection | — | Pending | Mar 06, 2024 |
| 18686332 | AIRCRAFT COLLISION AVOIDANCE METHOD AND DEVICE | Flarm Technology AG | MUNION, JAMES E | 2688 | §101§112 | Non-Final OA | — | Pending | Feb 23, 2024 |
| 18412079 | MULTIPLE MAGNIFICATION INSPECTION OF DUTS | VIAVI SOLUTIONS INC. | STOCK JR, GORDON J | 2877 | §102§103§112 | Non-Final OA | — | Pending | Jan 12, 2024 |
| 18393864 | ARTIFICIAL INTELLIGENCE (AI) BASED DATA PRODUCT PROVISIONING | Accenture Global Solutions Limited | ALLEN, NICHOLAS E | 2154 | §101§103 | Non-Final OA | — | Pending | Dec 22, 2023 |
| 18462519 | PLATFORM FOR ENTERPRISE ADOPTION AND IMPLEMENTATION OF GENERATIVE ARTIFICIAL INTELLIGENCE SYSTEMS | Accenture Global Solutions Limited | KARTHOLY, REJI P | 2143 | §103§112 | Final Rejection | — | Pending | Sep 07, 2023 |
| 18241397 | CIRCULAR MANUFACTURING OF TEXTILE-BASED SENSORS | Accenture Global Solutions Limited | CAZAN, LIVIUS RADU | 3729 | §103§112 | Final Rejection | — | Pending | Sep 01, 2023 |
| 18356832 | Rule-Based Hypothesis Refinement for Link Prediction Systems | Accenture Global Solutions Limited | ANDERSON-FEARS, KEENAN NEIL | 2122 | §101§103§112 | Non-Final OA | — | Pending | Jul 21, 2023 |
| 18355586 | PHOTODIODE MODULES WITH REDUCED RECOVERY TIMES | VIAVI SOLUTIONS INC. | YECHURI, SITARAMARAO S | 2893 | §103§112 | Non-Final OA | 33d | Pending | Jul 20, 2023 |
| 18349466 | GENERATIVE NETWORK-BASED FLOOR PLAN GENERATION | Accenture Global Solutions Limited | ANWARI, MACEEH | §102 | Non-Final OA | — | Pending | Jul 10, 2023 | |
| 18340936 | BATTERY TESTING SYSTEM AND APPARATUS WITH DYNAMIC FORCE APPLICATION | Accenture Global Solutions Limited | FRANCIS, ADAM JOSEPH | 1728 | §102§103 | Final Rejection | 82d | Pending | Jun 26, 2023 |
| 18321955 | PRINTING WITH PROGRAMMABLE INK FOR RAPID PACKAGING ITERATIONS | Accenture Global Solutions Limited | CULLER, JILL E | 2853 | §103§112 | Final Rejection | 40d | Pending | May 23, 2023 |
| 18135920 | DATA ENTHALPY BASED INTELLIGENT DATA INSIGHT GENERATION SYSTEM | Accenture Global Solutions Limited | BROWN, SARA GRACE | 3625 | §101 | Final Rejection | 69d | Pending | Apr 18, 2023 |
| 18115676 | SYSTEMS AND METHODS FOR PRODUCT DISASSEMBLY SEQUENCE PLANNING | Accenture Global Solutions Limited | LYON, ALEXANDER WALKER | 4100 | §102§103 | Non-Final OA | — | Pending | Feb 28, 2023 |
| 18112481 | SYSTEM AND METHODS FOR UPDATING DIGITAL TWINS | Accenture Global Solutions Limited | KIM, EUNHEE | 4100 | §103§112 | Final Rejection | — | Pending | Feb 21, 2023 |
| 18111038 | MACHINE LEARNING-BASED CONVERSATION ANALYSIS | Accenture Global Solutions Limited | KAWSAR, ABDULLAH AL | 2127 | §101§103§112 | Final Rejection | — | Pending | Feb 17, 2023 |
| 18107284 | NETWORK THROUGHPUT TESTS AT PREDEFINED THRESHOLDS | VIAVI SOLUTIONS INC. | DU, ZONGHUA A | 2444 | §103 | Final Rejection | 30d | Pending | Feb 08, 2023 |
| 18101579 | SYSTEM FOR PROBABILISTIC MODELING AND MULTI-LAYER MODELING FOR DIGITAL TWINS | Accenture Global Solutions Limited | TRIEU, EM N | 2128 | §101 | Final Rejection | 15d | Pending | Jan 25, 2023 |
| 17972453 | DIE INCLUDING A NON-RECTANGULAR SHAPED OPTICAL MATERIAL AND METHODS OF MANUFACTURE | VIAVI SOLUTIONS INC. | ZHANG, MICHAEL N | 1781 | §103 | Final Rejection | — | Pending | Oct 24, 2022 |
| 17868262 | EVENT PROCESSING AND PREDICTION UPDATING AT A DIGITAL TWIN | Accenture Global Solutions Limited | WHITE, JAY MICHAEL | 2188 | §101§112 | Non-Final OA | — | Pending | Jul 19, 2022 |
| 17737865 | DIE INCLUDING OPTICAL ELEMENTS | VIAVI SOLUTIONS INC. | STANFORD, CHRISTOPHER J | 2872 | §102§103§112 | Non-Final OA | — | Pending | May 05, 2022 |
| 17412726 | PROXY INTERPRETER TO UPGRADE AUTOMATED LEGACY SYSTEMS | Emage AI Pte. Ltd. | DAY, ROBERT N | 2122 | §103§112 | Final Rejection | — | Pending | Aug 26, 2021 |
| 17195890 | METHOD AND SYSTEM FOR MACHINE LEARNING BASED USER EXPERIENCE EVALUATION FOR INFORMATION TECHNOLOGY SUPPORT SERVICES | Accenture Global Solutions Limited | HATCHER, DEIRDRE D | 3625 | §101§103 | Non-Final OA | 294d overdue | Pending | Mar 09, 2021 |
| 16297294 | SOLVENT-LESS METHOD TO MANUFACTURE THIN FILM DEVICES | VIAVI SOLUTIONS INC. | DAGENAIS, KRISTEN A | 1717 | §103§112 | Final Rejection | — | Pending | Mar 08, 2019 |
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