Prosecution Insights
Last updated: October 25, 2026

Lkglobal

Technology area: Transportation, E-Commerce & Mechanical Systems

54 pending office actions • 14 clients • 50 examiners • 38 art units • 0 of 54 (0%) have an AI response strategy ready • 14 patents granted in the last 365 days

Quality Metrics (n=1303 apps, methodology: how we score firms)

65.7%
Allowance Rate
n=1303
+0.29σ
Allowance Rate (norm)
n=1303
3.4
OAs to Allowance
n=727
-0.12σ
OAs to Allow (norm)
n=727
1023 days
Time to Allowance
n=727
+9.0pp
Interview Lift
n=1303
25.4%
RCE Rate
n=1303
1.4%
Appeal Rate
n=1303

Rejection Performance (% of received rejections ultimately overcome)

52.7%
§101 Overcome
n=74
63.5%
§102 Overcome
n=340
58.5%
§103 Overcome
n=612
59.4%
§112 Overcome
n=436

Specialization & Scale

A61K, A61Q, H01L
Top CPC Subclasses
28%
Top-3 CPC Share
n=1303
1
Practitioners
n=1303
1303.0
Apps / Practitioner
n=1303

Portfolio Summary

54
Total Pending OAs
26
Non-Final OAs
18
Final Rejections
10
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 15 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

7
Overdue
1
Due this week
3
Due this month
2
Due in next 60 days
2
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. 15 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (7)Due ≤ 7 days (1)Due ≤ 30 days (3)Due ≤ 60 days (2)Due later (2)

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.

28
Hard (52%)
20
Medium (37%)
6
Easy (11%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only2 (4%)
§101 + other7 (13%)
§103 only13 (24%)
§102 only3 (6%)
§112 only5 (9%)
Double-patenting only1 (2%)
Double-patenting + other4 (7%)
Multi-statute (no §101)19 (35%)

Industry Mix

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

16
Life Sciences
30% of docket
8
Information Tech
15% of docket
2
Communications
4% of docket
9
Semiconductors
17% of docket
16
Mechanical / Eng
30% of docket
3
Business / Other
6% 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.

540 h
Manual time on pending OAs
108 h
Time saved (low, 20%)
189 h
Time saved (mid, 35%)
4.7 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
LEVY, MERRITT E 2 31.7% +35.6%
RIOS RUSSO, RAUL J 2 87.3% +8.6%
FERDOUS, ZANNATUL 2 84.4% +16.7%
ROSENTHAL, ANDREW S 2 51.9% +39.0%
BECKER, JOSEPH W 1 73.1% +24.4%
LYNCH, PATRICK JOHN 1 61.1% +41.6%
WALTERS JR, ROBERT S 1 51.6% +50.4%
GATES, BRADFORD M 1 74.8% +23.8%
SINAKI, ARFAN Y 1 79.2% +41.5%
MILLER, DANIEL R 1 82.6% +20.8%

Quick Wins (1)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 1 ordered by deadline are shown.

App #TitleExaminerDue in
18996441 PROBE APPARATUS FERDOUS, ZANNATUL —

Hard Cases (28)

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
18524607 METHOD AND SYSTEM FOR GENERATING INSIGHTS REGARDING A PARTY IN RESPONSE TO A CALL EDMONDS, DONALD J 2d overdue
17933495 SYSTEMS AND METHODS FOR PREDICTING MICROHARDNESS PROPERTIES OF WELDS CHAVEZ, RENEE D 2d overdue
18426566 SYSTEM AND METHOD FOR DETERMINING A TRAILER AXLE COUNT AND LOCATION ORTIZ, ANGELA Y 5d
18635768 SYSTEMS AND METHODS FOR MANAGING A CAMPAIGN VIG, NARESH 29d
18138969 NEURAL NETWORK FOR GENERATING BOTH NODE EMBEDDINGS AND EDGE EMBEDDINGS FOR GRAPHS JABLON, ASHER H. 36d
18777131 IMPACT MITIGATION FIT PODS MARCHEWKA, MATTHEW R 53d
18754163 SEAT WITH UNIVERSAL BASE AND DEDICATED UPPER PORTIONS KIM, SHIN H 69d
18939691 Untitled LEVY, MERRITT E —

Interview Candidates (12)

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
17762674 METHOD FOR DYEING KERATINOUS MATERIAL BY MEANS OF A PREMIX OF AMINOSILICONE AND A CHROMOPHORIC COMPOUND ROSENTHAL, ANDREW S 30d overdue
18939691 Untitled LEVY, MERRITT E —
18939722 Untitled BECKER, JOSEPH W —
18939661 Untitled LEVY, MERRITT E —
19420342 IMPACT ABSORBING STRUCTURES FOR ATHLETIC HELMET LYNCH, PATRICK JOHN —
19306619 A COATING COMPOSITION, A METHOD FOR PRODUCING A CURED COATING, AND AN ARTICLE COMPRISING A CURED COATING WALTERS JR, ROBERT S —
19225816 COLOR MEASUREMENT GATES, BRADFORD M —
19179134 VEHICLE COMPONENT FAIRING AND RELATED MOUNTING SYSTEM SINAKI, ARFAN Y —

Client Portfolio (14 clients)

Top Art Units

Art UnitApps
28587
16133
37322
36632
17632
16122
16162
17171
17131
36421

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
18939691 Untitled GM Global Technology Operations LLC LEVY, MERRITT E §101§103 Non-Final OA — Pending
18939722 Untitled GM Global Technology Operations LLC BECKER, JOSEPH W §103 Non-Final OA — Pending
18939661 Untitled GM Global Technology Operations LLC LEVY, MERRITT E §103 Non-Final OA — Pending
19420342 IMPACT ABSORBING STRUCTURES FOR ATHLETIC HELMET VICIS IP, LLC LYNCH, PATRICK JOHN 3732 §102§103§112 Final Rejection — Pending Dec 15, 2025
19306619 A COATING COMPOSITION, A METHOD FOR PRODUCING A CURED COATING, AND AN ARTICLE COMPRISING A CURED COATING Axalta Coating Systems Ip Co., LLC WALTERS JR, ROBERT S 1717 §112 Final Rejection — Pending Aug 21, 2025
19225816 COLOR MEASUREMENT Axalta Coating Systems Ip Co., LLC GATES, BRADFORD M 1713 §102 Non-Final OA — Pending Jun 02, 2025
19179134 VEHICLE COMPONENT FAIRING AND RELATED MOUNTING SYSTEM Gulfstream Aerospace Corporation SINAKI, ARFAN Y 3642 §112 Non-Final OA — Pending Apr 15, 2025
19110374 ELECTRICAL CONNECTION APPARATUS Kabushiki Kaisha Nihon Micronics RIOS RUSSO, RAUL J 2858 §103§112 Non-Final OA — Pending Mar 10, 2025
19059123 ELECTRICAL CONNECTION APPARATUS Kabushiki Kaisha Nihon Micronics MILLER, DANIEL R 2858 §103§112 Non-Final OA — Pending Feb 20, 2025
19059116 ELECTRICAL CONNECTION APPARATUS Kabushiki Kaisha Nihon Micronics AURORA, REENA 2858 §112 Non-Final OA — Pending Feb 20, 2025
19052235 ELECTRICAL CONNECTION APPARATUS Kabushiki Kaisha Nihon Micronics HOLLINGTON, JERMELE M 2858 §102§103§112 Non-Final OA — Pending Feb 12, 2025
19043185 DATABASE SYSTEMS AND METHODS FOR VERSIONING CALLS TO EXTERNAL SYSTEMS Salesforce, Inc. SYED, FARHAN M 2161 §103 Non-Final OA — Pending Jan 31, 2025
19040333 SYSTEM FOR IMPROVING USER SITUATIONAL AWARENESS DURING VEHICLE EGRESS GM Global Technology Operations LLC CHALHOUB, JEFFREY ROBERT 3663 §103 Final Rejection — Pending Jan 29, 2025
19035395 TWO-PART (2K) WATER-BORNE COATING COMPOSITION Axalta Coating Systems Ip Co., LLC WALSHON, SCOTT R 1759 §103Other Non-Final OA — Pending Jan 23, 2025
18996441 PROBE APPARATUS Kabushiki Kaisha Nihon Micronics FERDOUS, ZANNATUL 2858 §102Other Non-Final OA — Pending Jan 17, 2025
18992880 PROBE APPARATUS Kabushiki Kaisha Nihon Micronics FERDOUS, ZANNATUL 2858 §102§103 Non-Final OA — Pending Jan 09, 2025
18719782 PROBE CARD AND INSPECTION SYSTEM Kabushiki Kaisha Nihon Micronics RIOS RUSSO, RAUL J 2858 §102§103 Non-Final OA — Pending Dec 20, 2024
18819529 PROCESSOR-IMPLEMENTED SYSTEMS AND METHODS FOR SYNTHESIZED DOCUMENT CLUSTERING Ontologics, Inc. MOSER, BRUCE M 2154 §101 Non-Final OA — Pending Aug 29, 2024
18797256 SYSTEMS AND METHODS FOR MATCHING COLOR AND APPEARANCE OF TARGET COATINGS Axalta Coating Systems Ip Co., LLC CONNER, SEAN M 2663 §103§112Other Non-Final OA — Pending Aug 07, 2024
18777131 IMPACT MITIGATION FIT PODS VICIS IP, LLC MARCHEWKA, MATTHEW R 3732 §103§112 Non-Final OA 53d Pending Jul 18, 2024
18754163 SEAT WITH UNIVERSAL BASE AND DEDICATED UPPER PORTIONS GM Global Technology Operations LLC KIM, SHIN H 3636 §102§103 Non-Final OA 69d Pending Jun 26, 2024
18723267 COATING COMPOSITION FOR SILICONIZATION APPLICATION Dupont Electronic Materials International, Llc. MIGGINS, MICHAEL C 1782 §102§103§112 Non-Final OA — Pending Jun 21, 2024
18659839 ACTIVE SUSPENSION ACTUATOR WITH REDUCED REFLECTED INERTIA GM Global Technology Operations LLC ZALESKAS, JOHN M 3747 §102§103§112 Non-Final OA — Pending May 09, 2024
18635768 SYSTEMS AND METHODS FOR MANAGING A CAMPAIGN Salesforce, Inc. VIG, NARESH 3622 §101§103 Final Rejection 29d Pending Apr 15, 2024
18618119 DISPERSANT POLYMER AND COMPOSITION COMPRISING THE SAME Axalta Coating Systems Ip Co., LLC KOLB, KATARZYNA I 1767 §102 Non-Final OA — Pending Mar 27, 2024
18618235 SYSTEMS AND METHODS FOR DECISION MAKING AND CONTROL IN MULTI-AGENT SYSTEMS General Dynamics Mission Systems, Inc. YOON, ERIC 2118 §103 Final Rejection — Pending Mar 27, 2024
18426566 SYSTEM AND METHOD FOR DETERMINING A TRAILER AXLE COUNT AND LOCATION GM Global Technology Operations LLC ORTIZ, ANGELA Y 3663 §102§103 Non-Final OA 5d Pending Jan 30, 2024
18416012 BATTERY CHARGE BALANCING GM Global Technology Operations LLC TARDIF, DAVID P 2876 §102§103 Non-Final OA — Pending Jan 18, 2024
18542212 COATING COMPOSITIONS AND RELATED METHODS Axalta Coating Systems Ip Co., LLC LEONARD, MICHAEL L 1763 §102§103 Non-Final OA — Pending Dec 15, 2023
18535604 CONTROLLERS AND AIRCRAFT WITH TAKEOFF STALL PROTECTION SYSTEM Gulfstream Aerospace Corporation TESTARDI, DAVID A 3664 §112 Final Rejection — Pending Dec 11, 2023
18524607 METHOD AND SYSTEM FOR GENERATING INSIGHTS REGARDING A PARTY IN RESPONSE TO A CALL Salesforce, Inc. EDMONDS, DONALD J 3629 §101 Non-Final OA 2d overdue Pending Nov 30, 2023
18385621 SPRAYABLE TEXTURE COATING COMPOSITIONS AND METHODS OF APPLICATION Transtar Autobody Technologies LLC WU, ANDREA 1763 §103 Final Rejection 177d overdue Pending Oct 31, 2023
18461721 METHOD AND SYSTEM FOR MANUFACTURING PART WITH WATER JET CUTTING GM Global Technology Operations LLC MATTHEWS, JENNIFER S 3724 §102§103 Non-Final OA — Pending Sep 06, 2023
18458799 SYSTEMS AND METHODS FOR GENERATING PRIVILEGE BASED SEGMENTED INSTRUCTION PROMPTS FOR A GENERATIVE LARGE LANGUAGE MODEL Salesforce, Inc. PRESSLY, KURT NICHOLAS 2125 §101§103 Final Rejection — Pending Aug 30, 2023
18263262 METHOD FOR DYEING KERATINOUS MATERIAL, COMPRISING THE USE OF AN ORGANOSILICON COMPOUND, A DYEING COMPOUND, A SEALING REAGENT AND A POST-TREATMENT AGENT Henkel AG & Co. KGaA ABBAS, ABDULRAHMAN MUSTAFA 1612 §103Other Final Rejection 70d Pending Jul 27, 2023
18339803 METHOD AND SYSTEM FOR DETERMINING STRETCHING AND/OR WRINKLING FAILURE GM Global Technology Operations LLC COTHRAN, BERNARD E 2188 §101§103 Non-Final OA — Pending Jun 22, 2023
18335352 SYSTEMS AND METHODS WITH LATTICE STRUCTURES FOR JOINING PARTS GM Global Technology Operations LLC COLLINS, DANIEL S. 3745 §102§112 Non-Final OA — Pending Jun 15, 2023
18253580 IMAGE PROCESSING METHOD AND APPARATUS, ELECTRONIC DEVICE AND STORAGE MEDIUM Goertek Inc. RODRIGUEZ, ANTHONY JASON 2672 §103§112 Non-Final OA — Pending May 18, 2023
18138962 CLASSIFYING NODES OR EDGES OF GRAPHS BASED ON NODE EMBEDDINGS AND EDGE EMBEDDINGS Salesforce, Inc. EL-BATHY, MOHAMED N 3624 §101§103 Final Rejection — Pending Apr 25, 2023
18138969 NEURAL NETWORK FOR GENERATING BOTH NODE EMBEDDINGS AND EDGE EMBEDDINGS FOR GRAPHS Salesforce, Inc. JABLON, ASHER H. 2127 §103§112 Final Rejection 36d Pending Apr 25, 2023
18298643 APPLICATIONS OF SHEPARD TONE IN VEHICLE SOUND DESIGN GM Global Technology Operations LLC PANDE, ASHUTOSH 3668 §103 Non-Final OA 189d overdue Pending Apr 11, 2023
18246993 OPTICAL SYSTEM AND HEAD MOUNTED DISPLAY Goertek Optical Technology Co., Ltd. NGUYEN, THONG Q 2872 DP Non-Final OA 50d overdue Pending Mar 28, 2023
18044187 TRANSPARENT LIQUID HAIR MASK WITH CONSISTENCY TRANSFORMATION AND IMMEDIATE EFFECT DURING APPLICATION Henkel AG & Co. KGaA ZHANG SPIERING, DONGXIU 1616 §103§112DP Non-Final OA — Pending Mar 06, 2023
17916417 AGENTS FOR IMPROVED OXIDATIVE LIGHTENING OF KERATIN FIBRES Henkel AG & Co. KGaA VIGIL, TORIANA NICHOLE 1612 §103§112 Final Rejection — Pending Sep 30, 2022
17933495 SYSTEMS AND METHODS FOR PREDICTING MICROHARDNESS PROPERTIES OF WELDS Arizona Board of Regents CHAVEZ, RENEE D 2186 §101§103 Non-Final OA 2d overdue Pending Sep 20, 2022
17814637 SYSTEMS FOR LASER WELDING WITH PLASMA PROTECTION GM Global Technology Operations LLC THONG, YEONG JUEN 3761 §103 Non-Final OA — Pending Jul 25, 2022
17807881 MASS ESTIMATION METHODS AND SYSTEMS GM Global Technology Operations LLC CALLE, ANGEL JAVIER 2189 §101§103 Non-Final OA — Pending Jun 21, 2022
17785880 TINTING CONDITIONER HAVING IMPROVED DYEING PERFORMANCE Henkel AG & Co. KGaA BECKHARDT, LYNDSEY MARIE 1613 §103 Final Rejection — Pending Jun 15, 2022
17783235 HAIR STYLING COMPOSITION CONTAINING DISACCHARIDES Henkel AG & Co. KGaA ROSENTHAL, ANDREW S 1613 §103 Final Rejection — Pending Jun 07, 2022
17780015 METHOD FOR IMPROVING THE TACTILE SENSATION OF DYED KERATINOUS MATERIAL, ESPECIALLY HUMAN HAIR Henkel AG & Co. KGaA WISTNER, SARAH CLINKSCALES 1616 §103§112DP Final Rejection 9d Pending May 25, 2022

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Frequently Asked Questions

What is Lkglobal's patent allowance rate?

65.7% of resolved applications prosecuted by Lkglobal were allowed, across 1,303 applications in USPTO records.

How many office actions does Lkglobal average before allowance?

3.39 office actions per allowed application on average.

How many pending office actions does Lkglobal have?

54 pending office actions as of October 2026, for 14 clients, before 50 examiners in 38 art units.

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