Prosecution Insights
Last updated: October 25, 2026

Gray Ice Higdon (Google Llc)

Technology areas: Networking & Security • Communications

186 pending office actions • 25 clients • 167 examiners • 107 art units • 39 of 186 (21%) have an AI response strategy ready • 49 patents granted in the last 365 days

Quality Metrics (n=5775 apps, methodology: how we score firms)

93.7%
Allowance Rate
n=5775
+0.60σ
Allowance Rate (norm)
n=5775
2.6
OAs to Allowance
n=3941
-0.56σ
OAs to Allow (norm)
n=3941
910 days
Time to Allowance
n=3941
+3.4pp
Interview Lift
n=5775
25.2%
RCE Rate
n=5775
1.6%
Appeal Rate
n=5775

Rejection Performance (% of received rejections ultimately overcome)

81.5%
§101 Overcome
n=583
80.6%
§102 Overcome
n=1327
80.7%
§103 Overcome
n=2430
83.3%
§112 Overcome
n=1091

Specialization & Scale

G06F, G10L, H04L
Top CPC Subclasses
39%
Top-3 CPC Share
n=5775
7
Practitioners
n=5775
825.0
Apps / Practitioner
n=5775

Portfolio Summary

186
Total Pending OAs
114
Non-Final OAs
55
Final Rejections
17
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 47 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

22
Overdue
2
Due this week
12
Due this month
8
Due in next 60 days
3
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. 47 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (22)Due ≤ 7 days (2)Due ≤ 30 days (12)Due ≤ 60 days (8)Due later (3)

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.

73
Hard (39%)
101
Medium (54%)
10
Easy (5%)
2
Unknown (1%)

Rejection Statute Mix

BucketCases
§101 only2 (1%)
§101 + other18 (10%)
§103 only87 (47%)
§102 only12 (6%)
§112 only2 (1%)
Double-patenting only8 (4%)
Double-patenting + other2 (1%)
Multi-statute (no §101)53 (28%)
No statute on record2 (1%)

Industry Mix

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

7
Life Sciences
4% of docket
78
Information Tech
42% of docket
54
Communications
29% of docket
10
Semiconductors
5% of docket
34
Mechanical / Eng
18% of docket
3
Business / Other
2% 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.

1,860 h
Manual time on pending OAs
372 h
Time saved (low, 20%)
651 h
Time saved (mid, 35%)
16.3 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
ADESANYA, OLUJIMI A 4 65.9% +27.0%
HLAING, SOE MIN 2 82.7% +15.9%
COLUCCI, MICHAEL C 2 75.9% +15.2%
ORTIZ SANCHEZ, MICHAEL 2 67.1% +27.2%
SONIFRANK, RICHA MISHRA 2 67.1% +23.8%
CASTILLO-TORRES, KEISHA Y 2 74.4% +33.7%
SHARMA, NEERAJ 2 84.8% +11.8%
KIM, HARRY H 2 89.9% +8.4%
VO, HUYEN X 2 83.4% +19.9%
CROMPTON, CHRISTOPHER R 2 80.4% +16.1%

Quick Wins (8)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 8 ordered by deadline are shown.

App #TitleExaminerDue in
18649054 PROVIDING RELATED QUERIES TO A SECONDARY AUTOMATED ASSISTANT BASED ON PAST INTERACTIONS VO, HUYEN X 2d overdue
19305250 MECHANISM TO ENABLE A FEDERATED ONBOARDING SERVICE IN AN OPENROAMING FRAMEWORK HLAING, SOE MIN —
19009154 ADAPTIVE MANAGEMENT OF CASTING REQUESTS AND/OR USER INPUTS AT A RECHARGEABLE DEVICE SHARMA, NEERAJ —
18870439 ENHANCED NULL DATA PACKET FOR BASIC BEAMFORMING TRAINING IN 60GHZ KIM, HARRY H —
18938222 SYNTHESIZED SPEECH AUDIO DATA GENERATED ON BEHALF OF HUMAN PARTICIPANT IN CONVERSATION VO, HUYEN X —
18936955 HIGH THROUGHPUT CONTROL INFORMATION AND FIELD EXTENSION CROMPTON, CHRISTOPHER R —
18935059 TECHNOLOGIES FOR COLLECTING DELAY RELATED MEASUREMENTS FROM USER PLANE FUNCTIONS USING TRACES KIM, HARRY H —
18649684 TRANSPORT BLOCK SIZE (TBS) DETERMINATION FOR SIDELINK COMMUNICATION CROMPTON, CHRISTOPHER R —

Hard Cases (73)

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
15815765 COMPARTMENTALIZED SELF REGISTRATION OF EXTERNAL DEVICES ENGLAND, DAVID E 527d overdue
17495446 Seeding Attachment for Riding Aerator TORRES, ALICIA M 73d overdue
18487547 Applicator Control User Interface LEE, CHEE-CHONG 60d overdue
18039450 METHOD AND SYSTEM FOR ANALYSING BRAIN ACTIVITY BERHANU, ETSUB D 46d overdue
18103255 Location-Based Mode(s) For Biasing Provisioning Of Content When An Automated Assistant Is Responding To Condensed Natural Language Inputs SHECHTMAN, CHERYL MARIA 44d overdue
18773101 INDEX-SIDE STEM-BASED VARIANT GENERATION MOSER, BRUCE M 25d overdue
18324041 ADVANCED PREEMPTION TECHNIQUES FOR IMPROVED NETWORK PERFORMANCE IN WIRELESS COMMUNICATIONS GUADALUPE CRUZ, AIXA AMYR 17d overdue
18102053 USING EMBEDDINGS, GENERATED USING ROBOT ACTION MODELS, IN CONTROLLING ROBOT TO PERFORM ROBOTIC TASK BLUST, JASON W 3d overdue

Interview Candidates (20)

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
18649054 PROVIDING RELATED QUERIES TO A SECONDARY AUTOMATED ASSISTANT BASED ON PAST INTERACTIONS VO, HUYEN X 2d overdue
18116201 PROCESSING NATURAL LANGUAGE USING MACHINE LEARNING TO DETERMINE SLOT VALUES BASED ON SLOT DESCRIPTORS SONIFRANK, RICHA MISHRA 55d
19359513 NATURAL LANGUAGE COMMUNICATIONS WITH AN AUTONOMOUS VEHICLE HLAING, SOE MIN —
19305250 MECHANISM TO ENABLE A FEDERATED ONBOARDING SERVICE IN AN OPENROAMING FRAMEWORK HLAING, SOE MIN —
19195381 ENABLING NATURAL CONVERSATIONS FOR AN AUTOMATED ASSISTANT ADESANYA, OLUJIMI A —
19050807 UPDATING TRAINED VOICE BOT(S) UTILIZING EXAMPLE-BASED VOICE BOT DEVELOPMENT TECHNIQUES COLUCCI, MICHAEL C —
19049549 ADAPTING AUTOMATED ASSISTANT FUNCTIONALITY BASED ON GENERATED PROFICIENCY MEASURE(S) ORTIZ SANCHEZ, MICHAEL —
19029706 REMOTE INVOCATION OF MOBILE DEVICE ACTIONS SONIFRANK, RICHA MISHRA —

Client Portfolio (25 clients)

Top Art Units

Art UnitApps
26589
26566
26596
26555
24725
37154
24744
24114
24784
37624

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
19359513 NATURAL LANGUAGE COMMUNICATIONS WITH AN AUTONOMOUS VEHICLE Aurora Operations, Inc. HLAING, SOE MIN 2451 §103§112 Non-Final OA — Pending Oct 15, 2025
19305250 MECHANISM TO ENABLE A FEDERATED ONBOARDING SERVICE IN AN OPENROAMING FRAMEWORK Intel Corporation HLAING, SOE MIN 2451 §103 Non-Final OA — Pending Aug 20, 2025
19146038 FLIGHT PATH UPDATED TRIGGERING Intel Corporation MILLER, PRESTON JAY 3661 §101§102§103 Non-Final OA — Pending Jul 07, 2025
19143252 PROCESS AUTOMATION ALARMS FOR DISTRIBUTED CONTROL NODES Yokogawa Electric Corporation NGUYEN, NAM V 2685 §103 Non-Final OA — Pending Jun 25, 2025
19232494 CONTROLLING A ROBOT BASED ON FREE-FORM NATURAL LANGUAGE INPUT Google LLC KAN, YURI 3662 §103§112Other Non-Final OA — Pending Jun 09, 2025
19229267 HIGH ASPECT RATIO VIAS FILLED WITH LIQUID METAL FILL Samtec, Inc. AFZALI, SARANG 3726 §103 Final Rejection — Pending Jun 05, 2025
19213837 LOAD SHAPING OF STRETCH WRAPPED PALLETIZED LOADS Lantech.Com, LLC PATHAK, PRAACHI M. 3731 §102§112 Non-Final OA — Pending May 20, 2025
19206894 SEMI-SUPERVISED LEARNING OF ROBOT CONTROL POLICIES Gdm Holding LLC JUNG, JAEWOOK 3656 §101§102§103 Non-Final OA — Pending May 13, 2025
19203016 GENERATIVE MODEL DRIVEN BI-DIRECTIONAL UPDATING OF MULTI-PANE USER INTERFACE Google LLC MONTALVO, CARLOS FERNANDO 3629 §103 Non-Final OA — Pending May 08, 2025
19202612 GENERATIVE MODEL BASED DECOMPOSITION OF INPUT QUERY INTO SUB-QUERIES AND GENERATION OF COMPREHENSIVE RESPONSE BASED ON RESPONSES TO SUB-QUERIES Google LLC ALMANI, MOHSEN 2159 §102§103 Final Rejection — AI Ready May 08, 2025
19195381 ENABLING NATURAL CONVERSATIONS FOR AN AUTOMATED ASSISTANT Google LLC ADESANYA, OLUJIMI A 2658 §102§103§112 Non-Final OA — Pending Apr 30, 2025
19191841 UNIFIED MESSAGE SEARCH Google LLC CORRIELUS, JEAN M 2159 §101§112 Final Rejection 65d Pending Apr 28, 2025
19096102 PROACTIVE RENDERING OF CREDENTIALS ACCORDING TO DETERMINED LOCATION CHARACTERISTICS Google LLC JEAN, FRANTZ B 2454 DP Non-Final OA — Pending Mar 31, 2025
19096156 DYNAMICALLY DETERMINING WHETHER TO PERFORM CANDIDATE AUTOMATED ASSISTANT ACTION DETERMINED FROM SPOKEN UTTERANCE Google LLC CHAWAN, VIJAY B 2658 DP Non-Final OA — Pending Mar 31, 2025
19096347 DIMMABLE LED LIGHT FIXTURE WITH ADJUSTABLE CORRELATED COLOR TEMPERATURE CHANGE (CCT) AND BRIGHTNESS PARAMETERS Globe Electric Company Inc. CHANG, DANIEL D 2845 DP Non-Final OA — Pending Mar 31, 2025
19089505 ROBOT STAGING AREA MANAGEMENT Yokogawa Electric Corporation WOOD, BLAKE ANDREW 3658 §102§103 Non-Final OA — Pending Mar 25, 2025
19078911 DETECTING AND HANDLING FAILURES IN OTHER ASSISTANTS Google LLC VILLENA, MARK 2658 DP Non-Final OA — Pending Mar 13, 2025
19068743 DEVICES, SYSTEMS AND METHODS FOR INTERFACING BETWEEN ELECTRICALLY POWERED VEHICLES AND USER DEVICES Cykel Technologies Inc. MARTINEZ BORRERO, LUIS A 3665 §103 Non-Final OA — Pending Mar 03, 2025
19107481 SYSTEM(S) AND METHOD(S) OF USING BEHAVIORAL CLONING VALUE APPROXIMATION IN TRAINING AND REFINING ROBOTIC CONTROL POLICIES Gdm Holding LLC DO, TRUC M 3658 §103§112 Non-Final OA — Pending Feb 27, 2025
19050807 UPDATING TRAINED VOICE BOT(S) UTILIZING EXAMPLE-BASED VOICE BOT DEVELOPMENT TECHNIQUES Google LLC COLUCCI, MICHAEL C 2655 Other Non-Final OA — Pending Feb 11, 2025
19049450 AUTOMATED ASSISTANT CONTROL OF EXTERNAL APPLICATIONS LACKING AUTOMATED ASSISTANT APPLICATION PROGRAMMING INTERFACE FUNCTIONALITY Google LLC MUELLER, PAUL JOSEPH 2657 §101§103 Non-Final OA — Pending Feb 10, 2025
19049549 ADAPTING AUTOMATED ASSISTANT FUNCTIONALITY BASED ON GENERATED PROFICIENCY MEASURE(S) Google LLC ORTIZ SANCHEZ, MICHAEL 2656 DP Non-Final OA — Pending Feb 10, 2025
19044202 RENDERING AUGMENTED REALITY CONTENT BASED ON POST-PROCESSING OF APPLICATION CONTENT Google LLC PATEL, JITESH 2612 §103 Non-Final OA — Pending Feb 03, 2025
18998409 SYSTEM AND METHOD FOR DIGITAL EDUCATIONAL CONTENT Meego Technology Limited FRENCH, CORRELL T 3715 §102§103§112 Non-Final OA — Pending Jan 24, 2025
19034719 ENHANCED GRADING AND FEEDBACK ASSISTANT SYSTEM FOR HANDWRITTEN STUDENT WORK Goodnotes Limited EGLOFF, PETER RICHARD 3715 §102§103 Non-Final OA — Pending Jan 23, 2025
19029358 PREVENTING NON-TRANSIENT STORAGE OF ASSISTANT INTERACTION DATA AND/OR WIPING OF STORED ASSISTANT INTERACTION DATA Google LLC GODBOLD, DOUGLAS 2655 §101§102§103§112Other Non-Final OA — Pending Jan 17, 2025
19029458 GENERATING AND/OR PRIORITIZING PRE-CALL CONTENT FOR RENDERING WHEN AWAITING ACCEPTANCE OF AN INCOMING CALL Google LLC AHN, SAM K 2633 §103Other Non-Final OA — Pending Jan 17, 2025
19029706 REMOTE INVOCATION OF MOBILE DEVICE ACTIONS Google LLC SONIFRANK, RICHA MISHRA 2654 §103Other Non-Final OA — Pending Jan 17, 2025
19025587 DETERMINING WHETHER TO AUTOMATICALLY RESUME FIRST AUTOMATED ASSISTANT SESSION UPON CESSATION OF INTERRUPTING SECOND SESSION Google LLC AGAHI, DARIOUSH 2656 DP Non-Final OA — Pending Jan 16, 2025
19025706 ASSISTIVE BROWSING USING CONTEXT Google LLC LY, CHEYNE D 2163 §101§102 Final Rejection 56d Pending Jan 16, 2025
19018837 MEETING SPEECH BIASING AND/OR DOCUMENT GENERATION BASED ON MEETING CONTENT AND/OR RELATED DATA Google LLC SHAH, ANTIM G 2693 §102§103 Non-Final OA — Pending Jan 13, 2025
19018421 PROVIDING CERTAIN REASONING WITH RESPECT TO FULFILLMENT OF AN ASSISTANT COMMAND Google LLC CASTILLO-TORRES, KEISHA Y 2659 §103Other Non-Final OA — Pending Jan 13, 2025
18992866 TECHNIQUES FOR SOUNDING REFERENCE SIGNAL (SRS) OPERATION WITH EIGHT PORTS Intel Corporation KASSA, ZEWDU A 2635 §103 Non-Final OA — Pending Jan 09, 2025
18992532 CABLE APPARATUS AND METHOD Samtec, Inc. SALAZAR JR, JORGE L 2843 §102§103§112 Non-Final OA — Pending Jan 08, 2025
18992355 DATA COMMUNICATION LINE WITH LATTICE STRUCTURE Samtec, Inc. NGUYEN, CHAU N 2841 §102§103§112 Non-Final OA — Pending Jan 08, 2025
18881719 ENHANCED QUALITY OF SERVICE-LEVEL SECURITY FOR WIRELESS COMMUNICATIONS Intel Corporation SCOTT, RANDY A 2439 §103 Non-Final OA — Pending Jan 06, 2025
19009154 ADAPTIVE MANAGEMENT OF CASTING REQUESTS AND/OR USER INPUTS AT A RECHARGEABLE DEVICE Google LLC SHARMA, NEERAJ 2659 §102 Non-Final OA — Pending Jan 03, 2025
18881260 ENHANCED UNKNOWN SECONDARY CELL ACTIVATION FOR WIRELESS COMMUNICATIONS Intel Corporation MERED, HABTE 2474 — Non-Final OA — Pending Jan 03, 2025
19009190 CONTROLLING DEVICE OUTPUT ACCORDING TO A DETERMINED CONDITION OF A USER Google LLC PHAM, QUANG 2685 §101§103 Non-Final OA 14d AI Ready Jan 03, 2025
19005299 GENERATING TRAINING INSTANCES FOR TRAINING GENERATIVE MODELS BASED ON CONTENT ITEMS Google LLC BLACKSTEN, SYDNEY LYNN 2674 §103 Non-Final OA — Pending Dec 30, 2024
19005646 ADAPTIVE SHELVING UNIT Mada LLC ROHRHOFF, DANIEL J 3637 §103 Final Rejection — Pending Dec 30, 2024
19003805 MONITORING FOR TEMPORARY HOTWORD TO MODIFY OR CONFIRM USER QUERY Google LLC HE, JIALONG 2659 §101§103§112 Non-Final OA — Pending Dec 27, 2024
18999889 SYSTEMS, METHODS, AND APPARATUS FOR IMAGE-RESPONSIVE AUTOMATED ASSISTANTS Google LLC SHIN, SOO JUNG 2667 §102DP Non-Final OA — Pending Dec 23, 2024
18984730 ENHANCED SECURITY KEYS FOR WI-FI ASSOCIATION FRAMES Intel Corporation KIM, TAE K 2496 §102§112 Non-Final OA — Pending Dec 17, 2024
18973906 ADAPTING OUTPUTS OF GENERATIVE MODELS Google LLC ADESANYA, OLUJIMI A 2658 §102§103§112 Non-Final OA — Pending Dec 09, 2024
18970097 SYSTEM(S) AND METHOD(S) FOR GENERATIVE MODEL PROCESSING OF IMAGE DATA INCLUDING OBJECT(S) HAVING PARTICULAR FEATURE(S) AND/OR CLASSIFICATION(S) Google LLC SHIN, ANDREW 2612 §103 Non-Final OA — Pending Dec 05, 2024
18965481 TEXT INDEPENDENT SPEAKER RECOGNITION Google LLC SHARMA, NEERAJ 2659 §102§103 Non-Final OA — Pending Dec 02, 2024
18870439 ENHANCED NULL DATA PACKET FOR BASIC BEAMFORMING TRAINING IN 60GHZ Intel Corporation KIM, HARRY H 2411 §103 Non-Final OA — Pending Nov 28, 2024
18950699 INTERACTIVE CHAIN-OF-THOUGHT EXPLANATION(S) FOR VIDEO GAME(S) Google LLC GARNER, WERNER G 3715 §112 Non-Final OA — Pending Nov 18, 2024
18951567 MECHANISMS TO ENABLE PEER-TO-PEER (P2P) SENSING Intel Corporation BOKHARI, SYED M 2473 §102§103§112 Non-Final OA — Pending Nov 18, 2024

View all 186 →

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Frequently Asked Questions

What is Gray Ice Higdon (Google Llc)'s patent allowance rate?

93.7% of resolved applications prosecuted by Gray Ice Higdon (Google Llc) were allowed, across 5,775 applications in USPTO records.

How many office actions does Gray Ice Higdon (Google Llc) average before allowance?

2.57 office actions per allowed application on average.

How many pending office actions does Gray Ice Higdon (Google Llc) have?

186 pending office actions as of October 2026, for 25 clients, before 167 examiners in 107 art units.

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