Prosecution Insights
Last updated: August 06, 2026

Ahmann Kloke LLP

44 pending office actions • 23 clients • 43 examiners • 29 art units • 0 of 44 (0%) have an AI response strategy ready

Quality Metrics (n=1053 apps, methodology: how we score firms)

89.0%
Allowance Rate
n=1053
+0.57σ
Allowance Rate (norm)
n=1053
3.6
OAs to Allowance
n=608
-0.05σ
OAs to Allow (norm)
n=608
983 days
Time to Allowance
n=608
+9.3pp
Interview Lift
n=1053
35.7%
RCE Rate
n=1053
1.7%
Appeal Rate
n=1053

Rejection Performance (% of received rejections ultimately overcome)

75.4%
§101 Overcome
n=252
77.4%
§102 Overcome
n=199
77.3%
§103 Overcome
n=419
77.5%
§112 Overcome
n=236

Specialization & Scale

G06F, H04L, G06Q
Top CPC Subclasses
35%
Top-3 CPC Share
n=1053
3
Practitioners
n=1053
351.0
Apps / Practitioner
n=1053

Portfolio Summary

44
Total Pending OAs
30
Non-Final OAs
14
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 23 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

13
Overdue
0
Due this week
4
Due this month
6
Due in next 60 days
0
Due later

Deadline Fire Line

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. 23 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (13)Due ≤ 30 days (4)Due ≤ 60 days (6)

Case Difficulty Mix

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.

22
Hard (50%)
17
Medium (39%)
5
Easy (11%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only6 (14%)
§101 + other6 (14%)
§103 only14 (32%)
§102 only1 (2%)
§112 only4 (9%)
Double-patenting only1 (2%)
Double-patenting + other2 (5%)
Multi-statute (no §101)10 (23%)

Industry Mix

How the docket's pending cases split across USPTO tech-center bands.

0
Life Sciences
0% of docket
14
Information Tech
32% of docket
5
Communications
11% of docket
3
Semiconductors
7% of docket
14
Mechanical / Eng
32% of docket
8
Business / Other
18% of docket

Time-on-OA Estimate

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.

440 h
Manual time on pending OAs
88 h
Time saved (low, 20%)
154 h
Time saved (mid, 35%)
3.9 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
NGUYEN, RACHEL NICOLE 2 23.7% +49.2%
DOBBS, KRISTIN SENSMEIER 1 60.1% +15.7%
GRAY, RYAN M 1 87.8% +12.1%
CARROLL, JEREMY W 1 74.8% +12.3%
DABIPI, DIXON F 1 77.3% +15.2%
LANE, DANIEL E 1 4.0% +8.5%
LIEW, ALEX KOK SOON 1 87.5% +7.3%
CHOUDHURY, RAQIUL A 1 87.0% +6.0%
SHIN, SOO JUNG 1 87.1% +16.3%
PATEL, JIGNESHKUMAR C 1 79.2% +21.3%

Quick Wins (3)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 3 ordered by deadline are shown.

App #TitleExaminerDue in
19049849 SIMULATION OF CLOUD DATA FOR MACHINE LEARNING TRAINING GRAY, RYAN M
19000667 DEVICES, METHODS, AND GRAPHICAL USER INTERFACES FOR ANALYZING, LABELING, AND MANAGING LAND IN A GEOSPATIAL PLATFORM LIEW, ALEX KOK SOON
18940582 SYSTEMS AND METHODS FOR AQUATIC ORGANISM IMAGING SHIN, SOO JUNG

Hard Cases (23)

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 #TitleExaminerDue in
18153213 SYSTEMS AND METHODS FOR PREDICTING TRIM DEVICES FOR VEGETATION MANAGEMENT STEWART, CRYSTOL 77d overdue
17490273 Hyper Temporal Lidar with Multi-Channel Readout of Returns NGUYEN, RACHEL NICOLE 71d overdue
18540452 SYSTEMS AND METHODS FOR DISPLAYING RENEWABLE ENERGY ASSET HEALTH RISK INFORMATION TORRICO-LOPEZ, ALAN 59d overdue
18662852 PROPAGATING INFORMATION WITH NETWORK NODES WOLDEMARIAM, AYELE F 30d overdue
17490194 Hyper Temporal Lidar with Controllable Detection Intervals NGUYEN, RACHEL NICOLE 24d overdue
15219172 TOPOLOGICAL DATA ANALYSIS FOR IDENTIFICATION OF MARKET REGIMES FOR PREDICTION BASHORE, WILLIAM L 8d overdue
18616100 ARTIFICIAL INTELLIGENCE ASSISTED INTERVIEW SYSTEM FOR GENERATING AND QUERYING INTERACTIVE VIDEOS OPSASNICK, MICHAEL N 2d overdue
18149043 SYSTEMS AND METHODS FOR PREDICTING STORMS AND ELECTRICAL DEVICE OUTAGES FROM STORMS ISHIZUKA, YOSHIHISA 2d overdue

Interview Candidates (8)

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 #TitleExaminerDue in
17490273 Hyper Temporal Lidar with Multi-Channel Readout of Returns NGUYEN, RACHEL NICOLE 71d overdue
17490194 Hyper Temporal Lidar with Controllable Detection Intervals NGUYEN, RACHEL NICOLE 24d overdue
19001402 SYSTEM ADMINISTRATION DABIPI, DIXON F 34d
19224340 CAPTURING AND ALIGNING PANORAMIC IMAGE AND DEPTH DATA DOBBS, KRISTIN SENSMEIER
19049849 SIMULATION OF CLOUD DATA FOR MACHINE LEARNING TRAINING GRAY, RYAN M
19025427 SYSTEM AND METHOD FOR STORING AND SELECTIVELY DISPENSING LIQUIDS CARROLL, JEREMY W
18940582 SYSTEMS AND METHODS FOR AQUATIC ORGANISM IMAGING SHIN, SOO JUNG
18892258 REAL-TIME ESTIMATION OF CONTRIBUTIONS FROM CLASSES OF ENERGY GENERATORS IN RESIDUAL LOAD SIGNALS PATEL, JIGNESHKUMAR C

Client Portfolio (23 clients)

Top Art Units

Art UnitApps
36458
36272
24881
24511
24441
26171
39921
21761
28451
37311

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
19224340 CAPTURING AND ALIGNING PANORAMIC IMAGE AND DEPTH DATA Costar Realty Information, Inc. DOBBS, KRISTIN SENSMEIER 2488 §103Other Final Rejection Pending May 30, 2025
19049849 SIMULATION OF CLOUD DATA FOR MACHINE LEARNING TRAINING Matterport, Inc. GRAY, RYAN M §112 Non-Final OA Pending Feb 10, 2025
19025427 SYSTEM AND METHOD FOR STORING AND SELECTIVELY DISPENSING LIQUIDS Versabev, Inc. CARROLL, JEREMY W §112DP Non-Final OA Pending Jan 16, 2025
19001402 SYSTEM ADMINISTRATION Panorama9, Inc. DABIPI, DIXON F 2451 §103§112Other Non-Final OA 34d Pending Dec 24, 2024
19000623 BEHAVIOR CHANGE SYSTEM Motiv8 Technologies, Inc. LANE, DANIEL E §101§102§103§112 Non-Final OA Pending Dec 23, 2024
19000667 DEVICES, METHODS, AND GRAPHICAL USER INTERFACES FOR ANALYZING, LABELING, AND MANAGING LAND IN A GEOSPATIAL PLATFORM Aidash, Inc. LIEW, ALEX KOK SOON §102 Non-Final OA Pending Dec 23, 2024
18961374 CLIPPING A TELECONFERENCE RECORDING Zoho Corporation Private Limited CHOUDHURY, RAQIUL A 2444 §103§112 Non-Final OA Pending Nov 26, 2024
18940582 SYSTEMS AND METHODS FOR AQUATIC ORGANISM IMAGING Martineau & Associates SHIN, SOO JUNG §112Other Non-Final OA Pending Nov 07, 2024
18892258 REAL-TIME ESTIMATION OF CONTRIBUTIONS FROM CLASSES OF ENERGY GENERATORS IN RESIDUAL LOAD SIGNALS Utopus Insights, Inc. PATEL, JIGNESHKUMAR C §101§102Other Non-Final OA Pending Sep 20, 2024
18823606 SYSTEMS AND METHODS FOR GENERATING HABITAT CONDITION ASSESSMENTS Aidash Inc. TORRES, JUAN A §101DP Non-Final OA Pending Sep 03, 2024
18807897 DEFINING, DISPLAYING AND INTERACTING WITH TAGS IN A THREE-DIMENSIONAL MODEL Matterport, Inc. NGUYEN, PHONG X 2617 §103§112 Non-Final OA 42d Pending Aug 16, 2024
18806625 SYSTEMS AND METHODS FOR GENERATING AND EXECUTING AUDITS AND PROVIDING AUDIT RESULTS Cable Audit Associates, LLC HAIDER, FAWAAD 3627 §101 Final Rejection Pending Aug 15, 2024
18805485 ASSESSMENT AND PERFORMANCE SYSTEM FOR CONTENT DISTRIBUTION ACROSS MULTIPLE CHANNELS Cable Audit Associates, LLC OBAID, FATEH M 3627 §101§102Other Non-Final OA 55d Pending Aug 14, 2024
18788078 METHOD AND SYSTEM FOR PROPAGATING NETWORK POLICY ThreatSTOP, Inc. ESCALANTE, OVIDIO 3992 §112Other Non-Final OA 28d overdue Pending Jul 29, 2024
18767705 EMBEDDED REMOVABLE BOOT DRIVE Cru Data Security Group, LLC REHMAN, MOHAMMED H 2176 §103Other Final Rejection Pending Jul 09, 2024
18764043 Feed-Forward of Low Pass Signal Into Sigma-Delta Loop Siliconintervention Inc. NGUYEN, LINH V 2845 §103 Final Rejection Pending Jul 03, 2024
18734918 SCALABLE SYSTEMS AND METHODS FOR SELECTIVELY DISPENSING BEVERAGES Versabev, Inc. SEIF, DARIUSH 3731 §103 Non-Final OA Pending Jun 05, 2024
18677535 SYSTEM AND METHOD OF ASSOCIATING DIGITAL MEDIA WITH COLLECTIBLE-PROTECTIVE APPARATUS Rare Edition LLC TO, BAOQUOC N 2154 §103DP Non-Final OA 59d overdue Pending May 29, 2024
18711873 IMAGING SYSTEM AND METHOD WITH ADAPTIVE SCANNING ACTIVE ILLUMINATION Aeye, Inc. CHEN, CHIA WEI A 2637 §102§103 Final Rejection 15d Pending May 20, 2024
18667964 CONCURRENCY-ENABLED LOOP CONSTRUCTS USING STATE VARIABLE MUTATION PRINCIPLE Zoho Corporation Private Limited JEON, JAE UK 2193 §101 Final Rejection Pending May 17, 2024
18662852 PROPAGATING INFORMATION WITH NETWORK NODES ThreatSTOP, Inc. WOLDEMARIAM, AYELE F 2447 §103§112 Non-Final OA 30d overdue Pending May 13, 2024
18616100 ARTIFICIAL INTELLIGENCE ASSISTED INTERVIEW SYSTEM FOR GENERATING AND QUERYING INTERACTIVE VIDEOS StoryFile, Inc. OPSASNICK, MICHAEL N 2658 §102§103 Non-Final OA 2d overdue Pending Mar 25, 2024
18589229 RESOURCE SHARING BETWEEN USERS ACROSS APPLICATIONS IN A UNIFIED SUITE Zoho Corporation Private Limited BELOUSOV, ANDREY 2172 §103 Final Rejection Pending Feb 27, 2024
18540452 SYSTEMS AND METHODS FOR DISPLAYING RENEWABLE ENERGY ASSET HEALTH RISK INFORMATION Utopus Insights, Inc. TORRICO-LOPEZ, ALAN 3625 §101 Non-Final OA 59d overdue Pending Dec 14, 2023
18511926 TDA ENHANCED NEAREST NEIGHBORS SymphonyAI Sensa, LLC MORRISON, JAY A 2151 §101 Final Rejection 55d Pending Nov 16, 2023
18327841 SYSTEMS AND METHODS FOR COMPUTER VISION AND MACHINE-LEARNING BASED FORM FEEDBACK Tempo Interactive Inc. DICUIA, JONATHAN ANGELO 3784 §103 Final Rejection Pending Jun 01, 2023
18141338 EXPLAINABLE MACHINE LEARNING SYSTEMS AND METHODS FOR DATA DISCOVERY AND INSIGHT GENERATION Mined Xai, LLC CHANNAVAJJALA, SRIRAMA T 2127 §101§103 Non-Final OA Pending Apr 28, 2023
18153213 SYSTEMS AND METHODS FOR PREDICTING TRIM DEVICES FOR VEGETATION MANAGEMENT Aidash Inc. STEWART, CRYSTOL 3624 §101 Non-Final OA 77d overdue Pending Jan 11, 2023
18149043 SYSTEMS AND METHODS FOR PREDICTING STORMS AND ELECTRICAL DEVICE OUTAGES FROM STORMS Aidash Inc. ISHIZUKA, YOSHIHISA 2857 §101§112 Final Rejection 2d overdue Pending Dec 30, 2022
17970761 Systems and Methods for Spatially-Stepped Imaging Aeye, Inc. BAGHDASARYAN, HOVHANNES 3645 §103 Final Rejection Pending Oct 21, 2022
17836552 NEURAL STYLE TRANSFER BASED SLIDER PUZZLE CAPTCHA Zoho Corporation Private Limited DHAKAD, RUPALI 2437 §103 Non-Final OA Pending Jun 09, 2022
17647312 ALGORITHM FOR BUILDING IN-CONTEXT REPORT DASHBOARDS Virtual Instruments Worldwide, Inc. DENNISON, JERRY B 2409 §103§112 Non-Final OA 1d overdue Pending Jan 06, 2022
17554237 Lidar Receiver with Adjustable Lens Aeye, Inc. CHILTON, CLARA GRACE 3645 §103 Non-Final OA 34d Pending Dec 17, 2021
17490204 Hyper Temporal Lidar with Shot-Specific Detection Control Aeye, Inc. RICHTER, KARA MARIE 3645 §103 Non-Final OA 29d Pending Sep 30, 2021
17490248 Hyper Temporal Lidar with Controllable Detection Intervals Based on Location Information Aeye, Inc. XIAO, YUQING 3645 §103§112 Non-Final OA 14d Pending Sep 30, 2021
17490194 Hyper Temporal Lidar with Controllable Detection Intervals Aeye, Inc. NGUYEN, RACHEL NICOLE 3645 §103 Non-Final OA 24d overdue Pending Sep 30, 2021
17490273 Hyper Temporal Lidar with Multi-Channel Readout of Returns Aeye, Inc. NGUYEN, RACHEL NICOLE 3645 §103§112 Non-Final OA 71d overdue Pending Sep 30, 2021
17490260 Hyper Temporal Lidar with Optimized Range-Based Detection Intervals Aeye, Inc. BOEGHOLM, ISABELLE LIN 3645 §103Other Final Rejection 56d Pending Sep 30, 2021
17483548 SYSTEMS AND METHODS OF REAL-TIME DETECTION OF AND GEOMETRY GENERATION FOR PHYSICAL GROUND PLANES Aeye, Inc. TRUONG, KARL DUC 2614 §103 Non-Final OA 22d Pending Sep 23, 2021
17324057 CONTACT LIST AGGREGATION AND DISPLAY Ebuddy Technologies B.V. BAROT, BHARAT 2453 §112Other Non-Final OA 146d overdue Pending May 18, 2021
17157390 Ladar Transmission with Dynamic Scan Pattern Control Aeye, Inc. NASER, SANJIDA IFFAT 3645 DP Non-Final OA Pending Jan 25, 2021
17069504 SEMANTIC UNDERSTANDING OF 3D DATA Matterport, Inc. MAZUMDER, SAPTARSHI 2612 §103 Final Rejection 44d overdue Pending Oct 13, 2020
15486253 SECURE COMPUTER ACCESS USING REMOVABLE BOOTABLE DRIVES Cru Data Security Group, LLC WU, JERRY 2841 §103§112 Non-Final OA Pending Apr 12, 2017
15219172 TOPOLOGICAL DATA ANALYSIS FOR IDENTIFICATION OF MARKET REGIMES FOR PREDICTION Ayasdi AI LLC BASHORE, WILLIAM L 2174 §101 Final Rejection 8d overdue Pending Jul 25, 2016

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