Prosecution Insights
Last updated: October 26, 2026

Microsoft Technology Licensing, LLC

Technology area: Computing & Software

654 pending office actions • 197 art units • 538 examiners • 99 of 654 (15%) have an AI response strategy ready • 1,673 patents granted in the last 365 days

Analysis

Microsoft Technology Licensing, LLC has 666 pending office actions in Computing & Software. The portfolio spans 547 distinct examiners and 198 distinct art units, showing very broad prosecution activity across software and computing classifications.

ROSTAMI, MOHAMMAD S is the busiest examiner, with 4 pending matters. That cluster is small within the overall docket, which is distributed across hundreds of examiners. Counsel needs scalable portfolio controls, coordinated claim and technical positions, and detailed monitoring of art-unit and examiner patterns to manage the breadth of pending prosecution effectively.

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

Portfolio Summary

654
Total Pending OAs
369
Non-Final OAs
270
Final Rejections
15
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 197 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

92
Overdue
8
Due this week
62
Due this month
26
Due in next 60 days
9
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. 197 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (92)Due ≤ 7 days (8)Due ≤ 30 days (62)Due ≤ 60 days (26)Due later (9)

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.

368
Hard (56%)
265
Medium (41%)
19
Easy (3%)
2
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only56 (9%)
§101 + other187 (29%)
§103 only241 (37%)
§102 only16 (2%)
§112 only8 (1%)
Double-patenting only11 (2%)
Double-patenting + other8 (1%)
Multi-statute (no §101)125 (19%)
No statute on record2 (0%)

Industry Mix

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

14
Life Sciences
2% of docket
429
Information Tech
66% of docket
105
Communications
16% of docket
31
Semiconductors
5% of docket
57
Mechanical / Eng
9% of docket
18
Business / Other
3% 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.

6,540 h
Manual time on pending OAs
1,308 h
Time saved (low, 20%)
2,289 h
Time saved (mid, 35%)
57.2 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
ROSTAMI, MOHAMMAD S 4 67.0% +25.7%
HOANG, SON T 3 83.7% +34.4%
HASAN, SYED HAROON 3 81.6% +15.5%
ELLIS, MATTHEW J 3 69.5% +30.3%
WILCOX, JAMES J 3 70.0% +61.4%
BAKER, IRENE H 3 53.2% +26.6%
WU, QING YUAN 3 90.9% +10.8%
KANG, INSUN 3 78.6% +39.6%
DASCOMB, JACOB D 3 85.2% +21.1%
TANK, ANDREW L 3 68.6% +30.3%

Quick Wins (6)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 6 ordered by deadline are shown.

App #TitleExaminerDue in
19312499 STORING ENTRIES IN AND RETRIEVING INFORMATION FROM AN EMBEDDING OBJECT MEMORY HOANG, SON T —
18772084 CUSTOMIZED LANDING ZONE CODE CONFIGURATION AND DEPLOYMENT HASAN, SYED HAROON —
18760728 RIGHTSIZING VIRTUAL MACHINE DEPLOYMENTS IN A CLOUD COMPUTING ENVIRONMENT DASCOMB, JACOB D —
18760785 RIGHTSIZING VIRTUAL MACHINE DEPLOYMENTS IN A CLOUD COMPUTING ENVIRONMENT DASCOMB, JACOB D —
18666099 SYSTEMS AND METHOD FOR PERFORMANCE MANAGEMENT OF SYSTEM ON A CHIP WU, QING YUAN —
18665362 HARDWARE THREAD ALLOCATION CONTROLLER WU, QING YUAN —

Hard Cases (368)

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
17494206 COMPUTING SYSTEM FOR OVER TIME ANALYTICS USING GRAPH INTELLIGENCE SWARTZ, STEPHEN S 132d overdue
17474347 MACHINE LEARNING SYSTEM FOR THE INTELLIGENT MONITORING AND DELIVERY OF PERSONALIZED HEALTH AND WELLBEING TOOLS RASNIC, HUNTER J 125d overdue
17609686 RECOMMENDING THEME PATTERNS OF A DOCUMENT SHIBEROU, MAHELET 118d overdue
18828098 TARGETING TECHNIQUES FOR PROMOTED JOB POSTINGS SNIDER, SCOTT 112d overdue
18476038 CONFIGURATION VERIFICATION USING VARIABLE INPUTS AND HASH FUNCTIONS SHEPPERD, ERIC W 97d overdue
18456021 MINING PATTERNS IN A HIGH-DIMENSIONAL SPARSE FEATURE SPACE VUONG, CAO DANG 86d overdue
18678058 HYBRID DATABASE ARCHITECTURE FOR CUSTOM SCALE-OUT ROSTAMI, MOHAMMAD S 84d overdue
18827600 MEMORY MANAGEMENT OF AI AGENTS BAKER, IRENE H 72d overdue

Interview Candidates (31)

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
18678058 HYBRID DATABASE ARCHITECTURE FOR CUSTOM SCALE-OUT ROSTAMI, MOHAMMAD S 84d overdue
18827600 MEMORY MANAGEMENT OF AI AGENTS BAKER, IRENE H 72d overdue
17749772 DATA STRUCTURE CORRECTION USING NEURAL NETWORK MODEL BAKER, IRENE H 52d overdue
19084981 OBSERVATION STREAM ENGINE IN A SECURITY MANAGEMENT SYSTEM ELLIS, MATTHEW J 16d overdue
19190006 SEARCH SUMMARY GENERATION BASED ON SEARCHER CHARACTERISTICS HASAN, SYED HAROON 11d overdue
18634007 SCALABLE PUBLIC TURING TEST USING ANIMATION CLIPS WILCOX, JAMES J 7d
18208840 USING AN ONTOLOGICALLY TYPED GRAPH TO ENHANCE THE ACCURACY OF A LARGE LANGUAGE MODEL BASED ANALYSIS SYSTEM ELLIS, MATTHEW J 29d
18649527 AUTOMATIVE SEMANTIC TENANT INDEX ONBOARDING ROSTAMI, MOHAMMAD S 41d

Top Art Units

Art UnitApps
2154 12
2192 11
2198 11
2122 11
2142 11
3715 10
2193 10
2655 10
2143 10
2128 10

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
19376996 Using Fixed-Weight Language Models to Create and Interact with a Retrieval Index ZHAO, YU 2169 §101DP Non-Final OA — Pending Nov 02, 2025
19348937 LARGE-SCALE DENSITY-BASED CLUSTERING HOANG, SON T 2169 §101§103§112Other Non-Final OA — Pending Oct 03, 2025
19346542 DYNAMIC WORKLOAD MANAGEMENT OPTIMIZATIONS USING REAL-TIME EXECUTION FEEDBACK BULLOCK, JOSHUA 2153 DP Non-Final OA — Pending Sep 30, 2025
19342148 HASH-BASED ENCODER DECISIONS FOR VIDEO CODING PICON-FELICIANO, ANA J 2482 Other Non-Final OA — Pending Sep 26, 2025
19332214 THREADING CHATS WITH APPLICATION ACTIVITY LU, KUEN S 2165 §101§103Other Non-Final OA — Pending Sep 18, 2025
19325411 MACHINE LEARNING ACCELERATED SEMANTIC EQUIVALENCE DETECTION DAYE, CHELCIE L 2161 §103 Non-Final OA — Pending Sep 10, 2025
19325378 SEAT-ASSIGNMENT BASED RESOURCE TRACKING WARNER, PHILIP N 3624 §103Other Non-Final OA — Pending Sep 10, 2025
19321157 LOG-BASED BLOCK CACHE DE-STAGE AND BACKEND STORAGE CHERY, MARDOCHEE 2133 DP Non-Final OA — Pending Sep 05, 2025
19312499 STORING ENTRIES IN AND RETRIEVING INFORMATION FROM AN EMBEDDING OBJECT MEMORY HOANG, SON T 2169 §103Other Non-Final OA — Pending Aug 28, 2025
19307555 MOTION CORRECTION FOR TIME-OF-FLIGHT DEPTH IMAGING PICON-FELICIANO, ANA J 2482 §102§103 Non-Final OA — Pending Aug 22, 2025
19300048 PROACTIVE CONTEXTUAL AND PERSONALIZED SEARCH QUERY IDENTIFICATION SINGH, AMRESH 2159 §103Other Final Rejection — Pending Aug 14, 2025
19298764 REGULAR EXPRESSION DECOMPOSITION AND EVALUATION ROSTAMI, MOHAMMAD S 2154 §103§112Other Non-Final OA — Pending Aug 13, 2025
19294444 GENERATION OF SYNTHETIC DATA FOR QUERY GENERATION SANA, MOHAMMAD AZAM 2166 §101§103Other Non-Final OA — Pending Aug 08, 2025
19288463 SIGNALING OF STATE INFORMATION FOR A DECODED PICTURE BUFFER AND REFERENCE PICTURE LISTS HANSELL JR., RICHARD A 2486 §102§112DP Non-Final OA — Pending Aug 01, 2025
19275483 APPLICATION IDENTITY ACCOUNT COMPROMISE DETECTION CHAO, MICHAEL W 2492 §102§103§112 Non-Final OA — Pending Jul 21, 2025
19270991 PRIVACY AWARE SOURCE CODE GUNDRY, STEPHEN T — §103 Non-Final OA — Pending Jul 16, 2025
19271198 TRANSACTIONAL DATABASE LAYER ABOVE A DISTRIBUTED KEY/VALUE STORE OBERLY, VAN HONG — §102§103Other Non-Final OA — Pending Jul 16, 2025
19257794 IDENTIFICATION AND MITIGATION OF PERFORMANCE ISSUES OF ENTITIES AND AUTOMATED COMPONENTS WEHOVZ, OSCAR 2161 §103§112DP Non-Final OA — Pending Jul 02, 2025
19257791 MALICIOUS ACTIVITY PROBABILITY DETERMINATIONS FOR AUTONOMOUS SYSTEMS SHIN, KYUNG H 2447 §103 Non-Final OA — Pending Jul 02, 2025
19252812 SYNCHRONIZING FILE DATA BETWEEN COMPUTER SYSTEMS TURRIATE GASTULO, JUAN CARLOS 2447 §103§112 Non-Final OA — Pending Jun 27, 2025
19253226 GENERATING SECURITY LANGUAGE QUERIES GAVRILENKO, VLADIMIR I 2431 §103 Non-Final OA — Pending Jun 27, 2025
19251107 PERSONALIZED SERVICE SCHEDULING MANIWANG, JOSEPH R 2447 §112Other Non-Final OA — Pending Jun 26, 2025
19249928 ADJUSTING QUANTIZATION/SCALING AND INVERSE QUANTIZATION/SCALING WHEN SWITCHING COLOR SPACES PHILIPPE, GIMS S 2482 DP Non-Final OA — Pending Jun 25, 2025
19246506 GENERATING A MITIGATION WORKFLOW FOR MITIGATING A TECHNICAL ISSUE OF A COMPUTING SERVICE USING HISTORICAL MITIGATION WORKFLOWS GURSKI, AMANDA KAREN 3623 §101 Non-Final OA — Pending Jun 23, 2025
19246678 DETECTION AND REMOVAL OF PREDEFINED SENSITIVE INFORMATION TYPES FROM ELECTRONIC DOCUMENTS SHANMUGASUNDARAM, KANNAN 2168 §101§102§103Other Non-Final OA — Pending Jun 23, 2025
19242855 PROCESSING OF VIDEO OPERATIONS AS SUBTASKS FOR VIDEO FRAGMENTS BECKER, JOSEPH W 2483 §102§103 Non-Final OA — Pending Jun 18, 2025
19238899 ALLOW LIST OF CONTAINER IMAGES BASED ON DEPLOYMENT CONFIGURATION AT A CONTAINER ORCHESTRATION SERVICE LOUIE, HOWARD H — §103§112Other Non-Final OA — Pending Jun 16, 2025
19226268 Preventing Illicit Data Transfer and Storage HO, DAO Q 2431 §103 Non-Final OA — Pending Jun 03, 2025
19225445 MULTI-TASK TWO-TOWER NEURAL NETWORK FOR CONTENT GUIDELINE EVALUTATION COX, NATISHA D 2458 §101 Non-Final OA — Pending Jun 02, 2025
19225703 ACCELERATED FATAL SYSTEM ERROR RECOVERY OF CONTAINER HOST WILSON, YOLANDA L 2113 §103Other Non-Final OA — Pending Jun 02, 2025
19224763 AUDIO DE-IDENTIFICATION ZHU, RICHARD Z 2654 §103 Non-Final OA — Pending May 31, 2025
19223406 LOCAL NON-VOLATILE MEMORY EXPRESS VIRTUALIZATION DEVICE OBERLY, ERIC T 2184 §103 Non-Final OA — Pending May 30, 2025
19223515 ADAPTIVE CHANNEL EQUALIZATION FOR A DUO-BINARY TRANSCEIVER HAILEGIORGIS, FITWI Y 2632 §101 Non-Final OA — Pending May 30, 2025
19220561 SCALABLE SOCKETS FOR QUIC DAILEY, THOMAS J 2458 §103 Non-Final OA — Pending May 28, 2025
19215973 LOGICAL QUBIT ENCODING SURFACE ABRAHAM, ESAW T — §101 Non-Final OA — Pending May 22, 2025
19215119 SYSTEMS AND METHODS FOR IMPROVING ACCESS CONTROL VERIFICATION IN KNOWLEDGE GRAPHS BY UTILIZING DYNAMIC NODE-BASED ACCESS CONTROL CACHES GEE, JASON KAI YIN 2495 DP Non-Final OA — Pending May 21, 2025
19215038 NOTIFICATION SERVICE IMPLEMENTATION TALIOUA, ABDELBASST 2445 §101§102§103§112Other Non-Final OA — Pending May 21, 2025
19212202 PRIVACY PRESERVING IDENTITY RESOLUTION VIA PAGE CONTENT ZEE, EDWARD 2435 §102§112DP Non-Final OA — Pending May 19, 2025
19209176 RESOURCE ANOMALY DETECTION MCBETH, WILLIAM C 2449 §103§112 Non-Final OA — Pending May 15, 2025
19208159 SYSTEMS AND METHODS FOR FACILITATING DARK CURRENT COMPENSATION BY WEIGHTED FILTERING CUTLER, ALBERT H 2637 §101DP Non-Final OA — Pending May 14, 2025
19207214 TRACKING AND MITIGATION OF QUASIPARTICLE POISONING ERRORS IN MAJORANA QUANTUM COMPUTING SYSTEMS KNAPP, JUSTIN R 2112 DP Non-Final OA — Pending May 13, 2025
19197304 PACKET PROCESSING FOR NETWORK SECURITY GROUPS HOANG, HIEU T 2449 §103Other Non-Final OA — Pending May 02, 2025
19125702 METHOD AND SYSTEM FOR DETECTING MALICIOUS APPLICATIONS DAVIS, ZACHARY A 2492 §101§112Other Non-Final OA — Pending Apr 29, 2025
19190327 PROXY-BASED IDENTITY AND ACCESS MANAGEMENT FOR WEB APPLICATIONS HENDERSON, ESTHER BENOIT 2458 §102 Non-Final OA — Pending Apr 25, 2025
19190411 DEVICES, SYSTEMS, AND METHODS FOR ENCODING AND DECODING CODEWORDS MCMAHON, DANIEL F 2111 §102§112Other Non-Final OA — Pending Apr 25, 2025
19190006 SEARCH SUMMARY GENERATION BASED ON SEARCHER CHARACTERISTICS HASAN, SYED HAROON 2154 §101§103 Final Rejection 11d overdue Pending Apr 25, 2025
19186622 CODE SEARCH FOR EXAMPLES TO AUGMENT MODEL PROMPT CAIADO, ANTONIO J 2164 §101§103 Non-Final OA — Pending Apr 23, 2025
19186241 REAL-TIME REPORT GENERATION FORRISTALL, JOSHUA L 2857 DP Final Rejection 36d AI Ready Apr 22, 2025
19180870 DOCUMENT RE-FINDING SYSTEM WEHOVZ, OSCAR 2161 §103§112Other Final Rejection 19d overdue Pending Apr 16, 2025
19176043 GENERATIVE SUMMARIZATION DIALOG-BASED INFORMATION RETRIEVAL SYSTEM LE, HUNG D 2161 §102Other Non-Final OA 3d overdue Pending Apr 10, 2025

View all 654 →

Managing Microsoft Technology Licensing, LLC's Patent Portfolio?

IP Author helps IP teams respond to office actions faster with AI-generated responses, examiner analytics, and prosecution intelligence.

Start Free Trial

Frequently Asked Questions

How many pending USPTO office actions does Microsoft Technology Licensing, LLC have?

Microsoft Technology Licensing, LLC has 654 pending office actions as of October 2026, spread across 197 art units and 538 examiners.

Which USPTO examiner handles the most Microsoft Technology Licensing, LLC applications?

Mohammad S Rostami has the most, with 4 of Microsoft Technology Licensing, LLC's pending office actions.

What technology area are Microsoft Technology Licensing, LLC's patent applications in?

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

Sign in with your work email

Enter your email to receive a magic link. No password needed.

Personal email addresses (Gmail, Yahoo, etc.) are not accepted.

Free tier: 3 strategy analyses per month