Prosecution Insights
Last updated: October 27, 2026

Kyndryl Inc.

Technology areas: Computing & Software • Networking & Security • Transportation, E-Commerce & Mechanical Systems

27 pending office actions • 25 art units • 27 examiners • 0 of 27 (0%) have an AI response strategy ready • 62 patents granted in the last 365 days

Analysis

Kyndryl Inc. has 28 pending office actions in Computing & Software, involving 28 examiners across 26 art units. KO, CHAE M is the busiest named examiner, with 1 pending matter.

The portfolio is broadly distributed across examination assignments, with nearly every pending matter associated with a distinct examiner. Docket control and matter-level issue tracking are therefore important for coordinating responses across software and computing technologies.

The art-unit distribution also limits the value of assuming a single prosecution approach. Counsel should identify recurring claim concepts and disclosure positions, then adapt eligibility, prior-art, and technical arguments to the examiner and art-unit context of each application.

Written from this page's own data; every figure is computed from USPTO records and verified before publication.

Portfolio Summary

27
Total Pending OAs
5
Non-Final OAs
10
Final Rejections
12
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 13 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

6
Overdue
1
Due this week
3
Due this month
1
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. 13 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (6)Due ≤ 7 days (1)Due ≤ 30 days (3)Due ≤ 60 days (1)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.

13
Hard (48%)
12
Medium (44%)
2
Easy (7%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only4 (15%)
§101 + other7 (26%)
§103 only11 (41%)
§102 only1 (4%)
§112 only1 (4%)
Double-patenting only1 (4%)
Multi-statute (no §101)2 (7%)

Industry Mix

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

0
Life Sciences
0% of docket
20
Information Tech
74% of docket
0
Communications
0% of docket
1
Semiconductors
4% of docket
6
Mechanical / Eng
22% of docket
0
Business / Other
0% 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.

270 h
Manual time on pending OAs
54 h
Time saved (low, 20%)
94 h
Time saved (mid, 35%)
2.4 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
KO, CHAE M 1 89.2% +4.8%
DELICH, STEPHANIE ZAGARELLA 1 38.7% +35.6%
SHAHABI, ARI ARASTOO 1 57.1% +40.6%
ALATA, AYOUB 1 81.6% +25.7%
KONG, ALAN LINGQIAN 1 80.5% +33.6%
PHAM, PHUC H 1 89.6% +18.1%
HABASHI, DANIEL MONIS S 1 — —
COYER, RYAN D 1 79.2% +19.8%
LOTTICH, JOSHUA P 1 90.3% +3.4%
HUQ, FARZANA B 1 80.0% +31.3%

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
18813799 UNSTRUCTURED DATA ACCESS CONTROL KONG, ALAN LINGQIAN 46d overdue
18962396 ACCELERATED INCIDENT RESPONSE AND RECOVERY OPTIMIZATION KO, CHAE M —
18778103 PERSONALIZED PASSWORD PROMPTING SYSTEM PHAM, PHUC H —

Hard Cases (13)

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
17563113 COGNITIVE SELECTION OF COMPOSITE SERVICES KOESTER, MICHAEL RICHARD 98d overdue
18388579 EXPEDITED OPERATIONS RESOLUTION SINGH, RUPANGINI 30d overdue
18157376 COST FORECASTING AND MONITORING FOR CLOUD INFRASTRUCTURE WEBB III, JAMES L 8d overdue
17726887 PRE-DEPLOYMENT VALIDATION OF INFRASTRUCTURE TOPOLOGY HAN, BYUNGKWON 2d overdue
18138582 COMPUTING A HIERARCHY OF CLASS LABELS FOR HIERARCHICAL MULTI-LABEL CLASSIFICATION GRUSZKA, DANIEL PATRICK 5d
17592852 PREDICTING RECOVERY POINT OBJECTIVE DRIFTS KNIGHT, PAUL M 72d
18411161 BEST HEDGING, UTILIZATION AND VALIDATION OF INFORMATION (BHUVI) MACHINE LEARNING MODEL AHMED, ENAM 83d
18937636 DATA-DRIVEN PRIORITIZED CUSTOMER RETENTION DELICH, STEPHANIE ZAGARELLA —

Interview Candidates (7)

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 7 ordered by deadline are shown.

App #TitleExaminerDue in
18813799 UNSTRUCTURED DATA ACCESS CONTROL KONG, ALAN LINGQIAN 46d overdue
18937636 DATA-DRIVEN PRIORITIZED CUSTOMER RETENTION DELICH, STEPHANIE ZAGARELLA —
18929718 SUSTAINABILITY SCORING AND RECOMMENDATION FOR APPLICATION SERVICES SHAHABI, ARI ARASTOO —
18916853 GENERATIVE ARTIFICIAL INTELLIGENCE (AI) DRIVEN CONVERSATIONAL AUTHENTICATION ALATA, AYOUB —
18778103 PERSONALIZED PASSWORD PROMPTING SYSTEM PHAM, PHUC H —
18602617 CODE AGILITY AND VISIBILITY VIA AUGMENTED DECISION-MAKING ALGORITHM COYER, RYAN D —
18436070 AUTOMATED SINGLE-TO-GROUPED CLOUD COMPUTING OPTIMIZATION HUQ, FARZANA B —

Top Art Units

Art UnitApps
2494 2
3624 2
2114 1
3623 1
3697 1
2408 1
2407 1
2191 1
2113 1
2455 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
18962396 ACCELERATED INCIDENT RESPONSE AND RECOVERY OPTIMIZATION KO, CHAE M 2114 §112 Non-Final OA — Pending Nov 27, 2024
18937636 DATA-DRIVEN PRIORITIZED CUSTOMER RETENTION DELICH, STEPHANIE ZAGARELLA 3623 §101§103§112 Final Rejection — Pending Nov 05, 2024
18929718 SUSTAINABILITY SCORING AND RECOMMENDATION FOR APPLICATION SERVICES SHAHABI, ARI ARASTOO 3697 §101§102 Non-Final OA — Pending Oct 29, 2024
18916853 GENERATIVE ARTIFICIAL INTELLIGENCE (AI) DRIVEN CONVERSATIONAL AUTHENTICATION ALATA, AYOUB 2494 §102§103 Non-Final OA — Pending Oct 16, 2024
18813799 UNSTRUCTURED DATA ACCESS CONTROL KONG, ALAN LINGQIAN 2494 §103 Final Rejection 46d overdue Pending Aug 23, 2024
18778103 PERSONALIZED PASSWORD PROMPTING SYSTEM PHAM, PHUC H 2408 §103Other Non-Final OA — Pending Jul 19, 2024
18762810 CHALLENGE-RESPONSE AUTHENTICATION USING GENERATIVE ARTIFICIAL INTELLIGENCE HABASHI, DANIEL MONIS S 2407 §103 Non-Final OA — Pending Jul 03, 2024
18602617 CODE AGILITY AND VISIBILITY VIA AUGMENTED DECISION-MAKING ALGORITHM COYER, RYAN D 2191 §103 Final Rejection — Pending Mar 12, 2024
18592950 BUSINESS SERVICE HEALTH SCORE VALIDATION FRAMEWORK LOTTICH, JOSHUA P 2113 §101 Final Rejection — Pending Mar 01, 2024
18436070 AUTOMATED SINGLE-TO-GROUPED CLOUD COMPUTING OPTIMIZATION HUQ, FARZANA B 2455 §101§103 Non-Final OA — Pending Feb 08, 2024
18421531 DETECTING IMPERSONATION ATTACKS SHAW, PETER C 2493 §103 Non-Final OA — Pending Jan 24, 2024
18411161 BEST HEDGING, UTILIZATION AND VALIDATION OF INFORMATION (BHUVI) MACHINE LEARNING MODEL AHMED, ENAM 2112 §101§103 Non-Final OA 83d Pending Jan 12, 2024
18407542 IDENTIFICATION AND MITIGATION OF SPOOFING ATTACKS ON AUTONOMOUS VEHICLES ABYANEH, ALI S 2437 §103 Non-Final OA 4d overdue Pending Jan 09, 2024
18393774 IMPERSONATION ATTACK DETECTION AND PREVENTION SYSTEM HABTEGEORGIS, MATTHIAS 2491 §103 Non-Final OA — Pending Dec 22, 2023
18524243 CONSORTIUM-BASED APPLICATION AUTHENTICATION LEE, CLAY C 3699 §103 Final Rejection 27d Pending Nov 30, 2023
18524145 CONSORTIUM-BASED INFRASTRUCTURE AND PLATFORM FOR USER AUTHENTICATION LEE, GIL H 2446 DP Final Rejection 13d Pending Nov 30, 2023
18388579 EXPEDITED OPERATIONS RESOLUTION SINGH, RUPANGINI 3628 §101 Non-Final OA 30d overdue Pending Nov 10, 2023
18488319 PREVENTING HARASSMENT ON METAVERSE ENVIRONMENTS AUGUSTINE, NICHOLAS 2178 §102§103 Non-Final OA — Pending Oct 17, 2023
18477668 MACHINE LEARNING MODEL FOR GENERATING CODE SNIPPETS AND TEMPLATES KENDALL, CHUCK O 2192 §102 Non-Final OA — Pending Sep 29, 2023
18138582 COMPUTING A HIERARCHY OF CLASS LABELS FOR HIERARCHICAL MULTI-LABEL CLASSIFICATION GRUSZKA, DANIEL PATRICK 2100 §101§103 Final Rejection 5d Pending Apr 24, 2023
18184938 SELF-LEARNING ONTOLOGY-BASED COGNITIVE ASSIGNMENT ENGINE MEYER, JACQUELINE CHRISTINE 2144 §103 Final Rejection 13d Pending Mar 16, 2023
18112574 AUTOMATED ARTIFICIAL INTELLIGENCE (AI) INSPECTION OF CUSTOMIZED PART PRODUCTION OLSHANNIKOV, ALEKSEY 2118 §103 Non-Final OA — Pending Feb 22, 2023
18157376 COST FORECASTING AND MONITORING FOR CLOUD INFRASTRUCTURE WEBB III, JAMES L 3624 §101 Non-Final OA 8d overdue Pending Jan 20, 2023
17726887 PRE-DEPLOYMENT VALIDATION OF INFRASTRUCTURE TOPOLOGY HAN, BYUNGKWON 2121 §101§103 Non-Final OA 2d overdue Pending Apr 22, 2022
17592852 PREDICTING RECOVERY POINT OBJECTIVE DRIFTS KNIGHT, PAUL M 2148 §101§112 Non-Final OA 72d Pending Feb 04, 2022
17563113 COGNITIVE SELECTION OF COMPOSITE SERVICES KOESTER, MICHAEL RICHARD 3624 §101 Final Rejection 98d overdue Pending Dec 28, 2021
17555780 MACHINE LEARNING MODEL-BASED, OVERHEAD LINE BREAKAGE PREDICTION SYSTEM NGUYEN, LAM S 2853 §103 Final Rejection 57d Pending Dec 20, 2021

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Frequently Asked Questions

How many pending USPTO office actions does Kyndryl Inc. have?

Kyndryl Inc. has 27 pending office actions as of October 2026, spread across 25 art units and 27 examiners.

Which USPTO examiner handles the most Kyndryl Inc. applications?

Chae M Ko has the most, with 1 of Kyndryl Inc.'s pending office actions.

What technology area are Kyndryl Inc.'s patent applications in?

Mostly Computing & Software (USPTO Tech Center 2100), based on where its pending office actions are examined.

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