Prosecution Insights
Last updated: July 17, 2026

Onyx Ip Group, Pllc

42 pending office actions • 1 client • 40 examiners • 25 art units • 0 of 42 (0%) have an AI response strategy ready • 43 patents granted in the last 365 days

Quality Metrics (n=218 apps, methodology: how we score firms)

97.3%
Allowance Rate
n=218
+0.52σ
Allowance Rate (norm)
n=218
2.6
OAs to Allowance
n=71
-0.55σ
OAs to Allow (norm)
n=71
932 days
Time to Allowance
n=71
-5.3pp
Interview Lift
n=218
63.0%
RCE Rate
n=218
1.7%
Appeal Rate
n=218

Rejection Performance (% of received rejections ultimately overcome)

§101 Overcome
n=9 (min 20)
§102 Overcome
n=14 (min 20)
28.1%
§103 Overcome
n=96
§112 Overcome
n=9 (min 20)

Specialization & Scale

G06F, G06N, H04L
Top CPC Subclasses
65%
Top-3 CPC Share
n=218
0
Practitioners
n=218
Apps / Practitioner
n=218 (min 20)

Portfolio Summary

42
Total Pending OAs
25
Non-Final OAs
12
Final Rejections
5
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 11 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

3
Overdue
1
Due this week
0
Due this month
3
Due in next 60 days
4
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. 11 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (3)Due ≤ 7 days (1)Due ≤ 60 days (3)Due later (4)

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.

1
Hard (2%)
28
Medium (67%)
4
Easy (10%)
9
Unknown (21%)

Rejection Statute Mix

BucketCases
§101 only1 (2%)
§103 only26 (62%)
§102 only2 (5%)
§112 only4 (10%)
No statute on record9 (21%)

Industry Mix

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

1
Life Sciences
2% of docket
25
Information Tech
60% of docket
2
Communications
5% of docket
4
Semiconductors
10% of docket
2
Mechanical / Eng
5% of docket
8
Business / Other
19% 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.

420 h
Manual time on pending OAs
84 h
Time saved (low, 20%)
147 h
Time saved (mid, 35%)
3.7 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
WHEATON, BRADFORD F 2 61.4% +11.9%
BERMAN, STEPHEN DAVID 2 78.3% +58.2%
TRACY JR., EDWARD 1 78.4% +33.9%
GIARDINO JR, MARK A 1 84.8% +2.5%
ESTRADA, JONATHAN ERIC 1
BONZO, BRYCE P 1 83.9% -16.9%
WONG, NANCI N 1 87.2% +22.2%
HUANG, BRYAN PAI SONG 1 82.6% +4.6%
RAHMAN, FAHMIDA 1 82.4% +51.4%
MONSUR, NASIMA 1 78.7% +26.1%

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
18982675 METHOD TO PERFORM ADAPTER SNOOP IN HARDWARE USING SPLIT STRUCTURE CACHE FOR SNOOP DATA CONSTRUCTS WONG, NANCI N
18980298 METHOD TO DYNAMICALLY REDUCE FIRST FAILURE DATA CAPTURE RESOURCE CONSUMPTION HUANG, BRYAN PAI SONG
18967635 AUTOMATICALLY TRANSITIONING FROM NON-OPERATIONAL POWER STATE TO OPERATIONAL POWER STATE BASED ON HISTORICAL DATA RAHMAN, FAHMIDA

Hard Cases (1)

Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 1 ordered by deadline are shown.

App #TitleExaminerDue in
17361742 VIRTUAL ASSISTANT FEEDBACK ADJUSTMENT BLACK, LINH

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
18531910 DYNAMIC CTD MODEL TRACKING AND OPTIMIZATION BERMAN, STEPHEN DAVID 2d overdue
18753616 VOLTAGE DROP DETECTION IN A POWER GRID ON AN INTEGRATED CIRCUIT MONSUR, NASIMA 61d
18915856 Untitled TRACY JR., EDWARD
18982675 METHOD TO PERFORM ADAPTER SNOOP IN HARDWARE USING SPLIT STRUCTURE CACHE FOR SNOOP DATA CONSTRUCTS WONG, NANCI N
18967635 AUTOMATICALLY TRANSITIONING FROM NON-OPERATIONAL POWER STATE TO OPERATIONAL POWER STATE BASED ON HISTORICAL DATA RAHMAN, FAHMIDA
18398682 USING CROSS-COMPILATION TO DETERMINE TRANSLATION ACCURACY OF ARTIFICIAL INTELLIGENCE GENERATED CODE WHEATON, BRADFORD F
18398388 VALIDATING CODE GENERATED BY ARTIFICIAL INTELLIGENCE USING ABSTRACT SYNTAX TREES BERMAN, STEPHEN DAVID
18398300 USING COMPLEXITY METRICS TO ASSESS CODE GENERATED USING ARTIFICIAL INTELLIGENCE WHEATON, BRADFORD F

Client Portfolio (1 client)

Client (Assignee)Pending OAs
IBM 42

Top Art Units

Art UnitApps
21924
24473
21372
21752
28582
21932
26561
21141
26851
24581

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
18915856 Untitled International Business Machines Corporation TRACY JR., EDWARD 2656 Non-Final OA Pending
18983313 Untitled International Business Machines Corporation GIARDINO JR, MARK A Final Rejection Pending
18934239 Untitled International Business Machines Corporation ESTRADA, JONATHAN ERIC Non-Final OA Pending
18981526 Untitled International Business Machines Corporation BONZO, BRYCE P Non-Final OA Pending
18982675 METHOD TO PERFORM ADAPTER SNOOP IN HARDWARE USING SPLIT STRUCTURE CACHE FOR SNOOP DATA CONSTRUCTS International Business Machines Corporation WONG, NANCI N 2137 §103 Final Rejection Pending Dec 16, 2024
18980298 METHOD TO DYNAMICALLY REDUCE FIRST FAILURE DATA CAPTURE RESOURCE CONSUMPTION International Business Machines Corporation HUANG, BRYAN PAI SONG 2114 §103 Final Rejection Pending Dec 13, 2024
18967635 AUTOMATICALLY TRANSITIONING FROM NON-OPERATIONAL POWER STATE TO OPERATIONAL POWER STATE BASED ON HISTORICAL DATA International Business Machines Corporation RAHMAN, FAHMIDA 2175 §103 Non-Final OA Pending Dec 03, 2024
18753616 VOLTAGE DROP DETECTION IN A POWER GRID ON AN INTEGRATED CIRCUIT International Business Machines Corporation MONSUR, NASIMA 2858 §112 Non-Final OA 61d Pending Jun 25, 2024
18736819 COOLANT MIXTURE REBALANCING FOR LIQUID-COOLED SYSTEMS International Business Machines Corporation WORKU, KIDEST Non-Final OA Pending Jun 07, 2024
18679662 CONTROLLING VOLATILE ORGANIC COMPOUND OFF-GASSING IN A DATACENTER International Business Machines Corporation BURGDORF, STEPHEN R 2685 §103 Non-Final OA Pending May 31, 2024
18652449 POWER SUPPLY CONFIGURATION BASED POWER CAPPING International Business Machines Corporation CLEARY, THOMAS J 2175 §103 Non-Final OA Pending May 01, 2024
18626637 HARDWARE DISTRIBUTION AND ENERGY EFFICIENT SCHEDULING USING DIGITAL EMISSIONS DATA International Business Machines Corporation TANG, KAREN C 2447 §103 Non-Final OA 70d Pending Apr 04, 2024
18625805 COMPUTE RESOURCE ALLOCATION FOR CHANNEL LOGIN ACTIVITY International Business Machines Corporation BARTELS, CHRISTOPHER A. §103 Non-Final OA Pending Apr 03, 2024
18625613 VARYING PATH GROUP SPEED BASED ON SUSTAINABILITY TARGETS International Business Machines Corporation NGUYEN, ANH 2458 §103 Final Rejection 36d overdue Pending Apr 03, 2024
18592840 RECONFIGURABLE TESTING OF AN INTEGRATED CIRCUIT International Business Machines Corporation TANG, RONG 2111 §103 Non-Final OA 56d Pending Mar 01, 2024
18430339 CONFIDENCE-BASED EVENT GROUP MANAGEMENT, WORKFLOW EXPLOITATION AND ANOMALY DETECTION International Business Machines Corporation ALRIYASHI, ABDULKADER MOHAMED 2447 §103 Final Rejection Pending Feb 01, 2024
18398682 USING CROSS-COMPILATION TO DETERMINE TRANSLATION ACCURACY OF ARTIFICIAL INTELLIGENCE GENERATED CODE International Business Machines Corporation WHEATON, BRADFORD F 2193 §103 Final Rejection Pending Dec 28, 2023
18398388 VALIDATING CODE GENERATED BY ARTIFICIAL INTELLIGENCE USING ABSTRACT SYNTAX TREES International Business Machines Corporation BERMAN, STEPHEN DAVID 2192 §112 Final Rejection Pending Dec 28, 2023
18398322 LARGE LANGUAGE MODEL CODE TRANSLATION ERROR DETECTION International Business Machines Corporation SOLTANZADEH, AMIR 2191 §103 Non-Final OA 7d Pending Dec 28, 2023
18398300 USING COMPLEXITY METRICS TO ASSESS CODE GENERATED USING ARTIFICIAL INTELLIGENCE International Business Machines Corporation WHEATON, BRADFORD F 2193 §103 Final Rejection Pending Dec 28, 2023
18397433 COMBINATORIC CODE GENERATION FOR TRAINING ARTIFICIAL INTELLIGENCE SYSTEMS International Business Machines Corporation BUI, HANH THI MINH 2192 §103 Final Rejection Pending Dec 27, 2023
18397576 CHECKING CODE COMPLETENESS WITH HAPAX LEGOMENON International Business Machines Corporation LEE, MARINA 2192 §102 Final Rejection Pending Dec 27, 2023
18536336 PRESETTING THE MEMORY PROTECTION KEY IN DEDICATED MEMORY International Business Machines Corporation PHAM, KAITLYN HUNG 2133 §103 Non-Final OA 60d Pending Dec 12, 2023
18536390 CONTINUAL NEURAL NETWORK TRAINING IN AN EDGE COMPUTING ENVIRONMENT International Business Machines Corporation WENG, PEI YONG Non-Final OA Pending Dec 12, 2023
18531996 USING SENSORS TO DETECT POTENTIAL SECURITY RISKS International Business Machines Corporation LOUIE, HOWARD H 2494 §103 Non-Final OA 84d Pending Dec 07, 2023
18531910 DYNAMIC CTD MODEL TRACKING AND OPTIMIZATION International Business Machines Corporation BERMAN, STEPHEN DAVID 2192 §103 Non-Final OA 2d overdue Pending Dec 07, 2023
18530526 MEMORY RECALL FOR NEURAL NETWORKS International Business Machines Corporation COLEMAN, PAUL §103 Non-Final OA Pending Dec 06, 2023
18526409 RACK MOUNTED INSPECTION AND CLEANING TOOL International Business Machines Corporation GOLIGHTLY, ERIC WAYNE 1714 §112 Non-Final OA Pending Dec 01, 2023
18526045 DESIGNATION OF A SWAP CONTROL SYSTEM IN A GROUP OF PEERS WITHIN A COMPUTING CLUSTER International Business Machines Corporation LEE, ADAM 2198 Non-Final OA Pending Dec 01, 2023
18526161 LIFTING A FLOOR TILE OF A RAISED FLOOR International Business Machines Corporation MONTY, MARZIA T 2117 §112 Non-Final OA Pending Dec 01, 2023
18524719 RELIABILITY, AVAILABILITY, AND SAFETY IN A SYSTEM USING IN-CONNECTOR THERMAL MONITORING International Business Machines Corporation ZAKARIA, AKM 2858 §103 Non-Final OA Pending Nov 30, 2023
18509628 COORDINATING AN UNPLANNED SWAP EVENT ACROSS MULTIPLE COMPUTING CLUSTERS International Business Machines Corporation PINGA, JASON MICHAEL 2137 §103 Non-Final OA Pending Nov 15, 2023
18358232 COMPLIANT COUNTER-FLOW COLD PLATE International Business Machines Corporation LANE, DEVON 3763 §103 Non-Final OA Pending Jul 25, 2023
18342006 PROVIDING DEDICATED MEMORY ASSIGNMENTS TO APPLICATIONS International Business Machines Corporation CAO, DIEM K 2196 §103 Final Rejection Pending Jun 27, 2023
18342183 TIMING CONSTRAINT AUTO-CREATION FOR INTEGRATED CIRCUIT TESTING International Business Machines Corporation MEMULA, SURESH 2851 Non-Final OA Pending Jun 27, 2023
18192839 LOCATION AWARE TIMING ANALYSIS OF A DIGITAL INTEGRATED CIRCUIT International Business Machines Corporation PARIHAR, SUCHIN Non-Final OA Pending Mar 30, 2023
18192442 APPLICATION AWARE HIGH AVAILABILITY CLUSTER International Business Machines Corporation WANG, LIANG CHE A 2447 §102 Non-Final OA 62d Pending Mar 29, 2023
18161061 TIME SERIES FORECASTING USING MULTIVARIATE TIME SERIES DATA WITH MISSING VALUES International Business Machines Corporation LI, LIANG Y 2143 §103 Non-Final OA 55d Pending Jan 28, 2023
17984771 SECURITY AND RELIABILITY OF CLOUD-BASED SYSTEMS BY REMOVING DEVICE FIRMWARE PERSISTENCE International Business Machines Corporation SHAW, PETER C 2493 §103 Non-Final OA 50d overdue Pending Nov 10, 2022
17971841 REAMING TOOL VACUUM ASSEMBLY International Business Machines Corporation GAY, JENNIFER HAWKINS 3619 §103 Non-Final OA Pending Oct 24, 2022
17813928 MANAGING AN OPERATION OF A DATA CENTER BASED ON PREDICTING LOCALIZED WEATHER CONDITIONS International Business Machines Corporation ISHIZUKA, YOSHIHISA 2857 §103 Final Rejection Pending Jul 20, 2022
17361742 VIRTUAL ASSISTANT FEEDBACK ADJUSTMENT International Business Machines Corporation BLACK, LINH 2163 §101 Non-Final OA Pending Jun 29, 2021

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