Prosecution Insights
Last updated: October 25, 2026

Hanley, Flight And Zimmerman, LLC

Technology areas: Computing & Software • Semiconductors, Circuits & Optics

95 pending office actions • 1 client • 93 examiners • 75 art units • 28 of 95 (29%) have an AI response strategy ready

Analysis

Hanley, Flight and Zimmerman, LLC handles Computing & Software matters, with 8,377 career applications and 94 pending office actions. Its resolved allowance rate is 88.56%, and the average number of office actions per allowance is 3.39.

The 94 pending office actions indicate substantial current activity within the application record. The 88.56% resolved allowance rate and 3.39 action average provide complementary measures for practitioners assessing outcomes and prosecution effort in this technology area.

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

Quality Metrics (n=8377 apps, methodology: how we score firms)

88.6%
Allowance Rate
n=8377
+0.50σ
Allowance Rate (norm)
n=8377
3.4
OAs to Allowance
n=5708
-0.08σ
OAs to Allow (norm)
n=5708
1052 days
Time to Allowance
n=5708
+1.2pp
Interview Lift
n=8377
30.3%
RCE Rate
n=8377
1.7%
Appeal Rate
n=8377

Rejection Performance (% of received rejections ultimately overcome)

75.6%
§101 Overcome
n=1248
79.5%
§102 Overcome
n=2862
78.5%
§103 Overcome
n=4260
80.4%
§112 Overcome
n=2378

Specialization & Scale

G06F, H04L, G06N
Top CPC Subclasses
20%
Top-3 CPC Share
n=8377
18
Practitioners
n=8377
465.4
Apps / Practitioner
n=8377

Portfolio Summary

95
Total Pending OAs
53
Non-Final OAs
35
Final Rejections
7
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 26 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

6
Overdue
2
Due this week
11
Due this month
5
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. 26 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (6)Due ≤ 7 days (2)Due ≤ 30 days (11)Due ≤ 60 days (5)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.

43
Hard (45%)
41
Medium (43%)
9
Easy (9%)
2
Unknown (2%)

Rejection Statute Mix

BucketCases
§101 only1 (1%)
§101 + other15 (16%)
§103 only37 (39%)
§102 only3 (3%)
§112 only5 (5%)
Double-patenting only4 (4%)
Double-patenting + other1 (1%)
Multi-statute (no §101)27 (28%)
No statute on record2 (2%)

Industry Mix

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

2
Life Sciences
2% of docket
50
Information Tech
53% of docket
16
Communications
17% of docket
19
Semiconductors
20% of docket
7
Mechanical / Eng
7% of docket
1
Business / Other
1% 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.

950 h
Manual time on pending OAs
190 h
Time saved (low, 20%)
332 h
Time saved (mid, 35%)
8.3 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
PAPE, ZACHARY 2 72.5% +19.5%
ANYA, CHARLES E 2 81.7% +32.9%
PATEL, PREMAL R 1 78.0% +6.4%
RUIZ, ANGELICA 1 83.3% +14.4%
AGUIAR, JOHNNY B 1 80.5% +19.1%
JEAN GILLES, JUDE 1 92.8% +2.5%
LING, FOR K. 1 53.7% +18.6%
ALI, AFAQ 1 89.0% +10.3%
YEUNG, MATTHEW 1 74.4% +9.1%
DESROSIERS, EVANS 1 82.8% +23.1%

Quick Wins (4)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 4 ordered by deadline are shown.

App #TitleExaminerDue in
18474081 LICENSE MANAGEMENT FOR SOFTWARE DEFINED SILICON ANYA, CHARLES E 37d overdue
17855314 METHODS AND APPARATUS TO SYNCHRONIZE THREADS ANYA, CHARLES E 28d
19264573 APPARATUS, SYSTEMS, ARTICLES OF MANUFACTURE, AND METHODS FOR DATA LIFECYCLE MANAGEMENT IN AN EDGE ENVIRONMENT RUIZ, ANGELICA —
19205865 INTENT-BASED ORCHESTRATION IN HETEROGENOUS COMPUTE PLATFORMS JEAN GILLES, JUDE —

Hard Cases (43)

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
18200998 GENERATING GAZE CORRECTED IMAGES USING BIDIRECTIONALLY TRAINED NETWORK BALI, VIKKRAM 17d overdue
17956574 METHODS AND APPARATUS FOR LEAK ISOLATION AND DETECTION HAMMOND III, THOMAS M 14d
18913652 Blockchains For Securing IoT Devices NGUYEN, PHUOC H 15d
17628896 METHODS AND APPARATUS TO ATTEST OBJECTS IN EDGE COMPUTING ENVIRONMENTS CHAO, MICHAEL W 27d
18217497 SUBTITLE POSITIONING BASED ON SALIENCY DETECTION CHEN, HUO LONG 29d
19013914 TECHNOLOGIES FOR PROVIDING ATTESTATION OF FUNCTION AS A SERVICE FLAVORS DESROSIERS, EVANS 34d
18565996 APPARATUS, METHOD, DEVICE AND MEDIUM FOR ACCELERATING COMPUTATION OF PROCESS ENGINE CHANNAVAJJALA, SRIRAMA T 90d
19205874 MULTI-ACCESS EDGE COMPUTING (MEC) APPLICATION REGISTRY IN MEC FEDERATION AGUIAR, JOHNNY B —

Interview Candidates (9)

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
18474081 LICENSE MANAGEMENT FOR SOFTWARE DEFINED SILICON ANYA, CHARLES E 37d overdue
17855314 METHODS AND APPARATUS TO SYNCHRONIZE THREADS ANYA, CHARLES E 28d
19013914 TECHNOLOGIES FOR PROVIDING ATTESTATION OF FUNCTION AS A SERVICE FLAVORS DESROSIERS, EVANS 34d
19264573 APPARATUS, SYSTEMS, ARTICLES OF MANUFACTURE, AND METHODS FOR DATA LIFECYCLE MANAGEMENT IN AN EDGE ENVIRONMENT RUIZ, ANGELICA —
19205874 MULTI-ACCESS EDGE COMPUTING (MEC) APPLICATION REGISTRY IN MEC FEDERATION AGUIAR, JOHNNY B —
19082983 COOLING CONFIGURATION FOR MEMORY DEVICE AND RELATED COMPUTER SYSTEM LING, FOR K. —
19041567 SYSTEMS, METHODS, AND APPARATUS FOR MESH ATTESTATION VERIFICATION ALI, AFAQ —
18897955 COLD PLATE ARCHITECTURE FOR LIQUID COOLING OF DEVICES PAPE, ZACHARY —

Client Portfolio (1 client)

Client (Assignee)Pending OAs
Intel 95

Top Art Units

Art UnitApps
28414
21763
21283
28513
21542
24472
37632
24912
26682
21632

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
19406116 METHODS, APPARATUS, AND ARTICLES OF MANUFACTURE TO CONTROL A MICRO-LED DISPLAY Intel Corporation PATEL, PREMAL R 2624 DP Non-Final OA — Pending Dec 02, 2025
19264573 APPARATUS, SYSTEMS, ARTICLES OF MANUFACTURE, AND METHODS FOR DATA LIFECYCLE MANAGEMENT IN AN EDGE ENVIRONMENT Intel Corporation RUIZ, ANGELICA 2154 DP Non-Final OA — Pending Jul 09, 2025
19205874 MULTI-ACCESS EDGE COMPUTING (MEC) APPLICATION REGISTRY IN MEC FEDERATION Intel Corporation AGUIAR, JOHNNY B 2447 §101§102§103 Non-Final OA — Pending May 12, 2025
19205865 INTENT-BASED ORCHESTRATION IN HETEROGENOUS COMPUTE PLATFORMS Intel Corporation JEAN GILLES, JUDE 2459 DP Non-Final OA — Pending May 12, 2025
19082983 COOLING CONFIGURATION FOR MEMORY DEVICE AND RELATED COMPUTER SYSTEM Intel Corporation LING, FOR K. 3763 §102§103§112 Non-Final OA — Pending Mar 18, 2025
19041567 SYSTEMS, METHODS, AND APPARATUS FOR MESH ATTESTATION VERIFICATION Intel Corporation ALI, AFAQ 2434 — Final Rejection — Pending Jan 30, 2025
19013341 GLARE AND OCCLUDED VIEW COMPENSATION FOR AUTOMOTIVE AND OTHER APPLICATIONS Intel Corporation YEUNG, MATTHEW 2625 §102§112DP Final Rejection 9d AI Ready Jan 08, 2025
19013914 TECHNOLOGIES FOR PROVIDING ATTESTATION OF FUNCTION AS A SERVICE FLAVORS Intel Corporation DESROSIERS, EVANS 2491 §103§112 Final Rejection 34d Pending Jan 08, 2025
18992105 IMAGE PROCESSING WITH FACE MASK DETECTION Intel Corporation KOPPOLU, VAISALI RAO 2664 §101§103 Non-Final OA — Pending Jan 07, 2025
18999871 HEAD POSE ESTIMATION IN COMPUTER VISION Intel Corporation GOEBEL, EMMA ROSE 2662 §103 Non-Final OA — Pending Dec 23, 2024
19000194 METHODS AND APPARATUS FOR REGION-OF-INTEREST (ROI) CROPPING Intel Corporation SUN, JIANGENG 2671 §103 Non-Final OA — Pending Dec 23, 2024
18972287 METHODS AND APPARATUS TO IMPROVE USER EXPERIENCE ON COMPUTING DEVICES Intel Corporation WANG, ZHIPENG 2115 §103§112 Non-Final OA — Pending Dec 06, 2024
18870178 METHODS AND APPARATUS FOR REAL-TIME INTERACTIVE PERFORMANCES Intel Corporation LEE, BENEDICT E 2665 §103 Non-Final OA — Pending Nov 27, 2024
18959010 SYSTEMS AND METHODS FOR DISTRIBUTED TRAINING OF DEEP LEARNING MODELS Intel Corporation MILORD, MARCEAU 2641 DP Non-Final OA — Pending Nov 25, 2024
18938955 METHODS AND APPARATUS FOR DISTRIBUTED USE OF A MACHINE LEARNING MODEL Intel Corporation SISON, JUNE Y 2455 §103Other Final Rejection 29d AI Ready Nov 06, 2024
18913652 Blockchains For Securing IoT Devices Intel Corporation NGUYEN, PHUOC H 2451 §101§103 Final Rejection 15d AI Ready Oct 11, 2024
18897955 COLD PLATE ARCHITECTURE FOR LIQUID COOLING OF DEVICES Intel Corporation PAPE, ZACHARY 2841 §102§103 Non-Final OA — Pending Sep 26, 2024
18898267 METHODS AND APPARATUS TO ENABLE SECURE MULTI-COHERENT AND POOLED MEMORY IN AN EDGE NETWORK Intel Corporation WARREN, TRACY A 2137 §102§103 Non-Final OA — Pending Sep 26, 2024
18821498 VIDEO SURVEILLANCE WITH NEURAL NETWORKS Movidius Ltd. CHIN, RICKY 2424 §103 Final Rejection — Pending Aug 30, 2024
18842342 PERIPHERAL INPUT DEVICES INCLUDING USER PRESENCE DETECTION SENSORS AND RELATED METHODS Intel Corporation BAE, JI H 2176 §112 Final Rejection 23d AI Ready Aug 28, 2024
18766108 SYSTEMS AND METHODS FOR TONE MAPPING OF HIGH DYNAMIC RANGE IMAGES FOR HIGH-QUALITY DEEP LEARNING BASED PROCESSING Intel Corporation TRAN, PHUOC 2668 §103 Non-Final OA 46d Pending Jul 08, 2024
18740164 MAGNETIC CONNECTOR WITH ASYMMETRIC ATTACH/DETACH MECHANISM Intel Corporation ANDERSON, AMARA 2831 §102§103 Non-Final OA — Pending Jun 11, 2024
18717275 METHOD AND APPARATUS FOR ACCELERATING DEEP LEANING INFERENCE BASED ON HW-AWARE SPARSITY PATTERN Intel Corporation GURMU, MULUEMEBET 2163 §103 Non-Final OA — Pending Jun 06, 2024
18709267 DECIMAL-BIT NETWORK QUANTIZATION OF CONVOLUTIONAL NEURAL NETWORK MODELS Intel Corporation DIEP, DUY T 2123 §103 Non-Final OA — Pending May 10, 2024
18659807 METHODS AND APPARATUS TO DYNAMICALLY CONFIGURE OVERCLOCKING FREQUENCY Intel Corporation MYERS, PAUL R 2176 Other Final Rejection — Pending May 09, 2024
18634115 DEEP LEARNING-BASED REAL-TIME DETECTION AND CORRECTION OF COMPROMISED SENSORS IN AUTONOMOUS MACHINES Intel Corporation CHOU, SHIEN MING 3667 §103§112 Non-Final OA — Pending Apr 12, 2024
18573572 REDUCED POWER CAMERA CONTROL SYSTEM Intel Corporation ABDI, AMARA 2668 §103 Final Rejection 72d overdue AI Ready Dec 22, 2023
18395116 DATA PACKAGING PROTOCOLS FOR COMMUNICATIONS BETWEEN IoT DEVICES Intel Corporation TANG, KIET G 2469 §103 Non-Final OA — Pending Dec 22, 2023
18395311 METHODS AND APPARATUS FOR RECOMMENDATION SYSTEMS WITH ANONYMIZED DATASETS Intel Corporation PHAM, TUAN A 2163 §103 Non-Final OA — Pending Dec 22, 2023
18545762 METHODS AND APPARATUS TO CONSTRUCT GRAPHS FROM COALESCED FEATURES Intel Corporation HOANG, MICHAEL H 2122 §101§103 Non-Final OA — Pending Dec 19, 2023
18571616 APPARATUS, METHOD, DEVICE AND MEDIUM FOR LOSS BALANCING IN MULTI-TASK LEARNING Intel Corporation TSAI, JAMES T 2147 §101§103 Non-Final OA — Pending Dec 18, 2023
18543824 METHODS AND APPARATUS FOR GRADIENT IMAGE DETECTION TO IMPROVE DISPLAY POWER SAVINGS Intel Corporation MCDOWELL, JR, MAURICE L 2612 §101§103 Non-Final OA — Pending Dec 18, 2023
18571092 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO ESTIMATE WORKLOAD COMPLEXITY Intel Corporation SEYE, ABDOU K 2198 §103§112 Final Rejection — Pending Dec 15, 2023
18542305 AFFORDANCE-AWARE, MULTI-RESOLUTION, FREE-FORM OBJECT MANIPULATION PLANNING Intel Corporation NGUYEN, ROBERT T 3619 §112 Final Rejection — Pending Dec 15, 2023
18571149 APPARATUS, ARTICLES OF MANUFACTURE, AND METHODS FOR DATA COLLECTION BALANCING FOR SUSTAINABLE STORAGE Intel Corporation ROSEN, ELIZABETH H 3693 §103 Non-Final OA — Pending Dec 15, 2023
18571150 METHOD AND APPARATUS FOR OPTIMIZING INFERENCE OF DEEP NEURAL NETWORKS Intel Corporation NGUYEN, MAIKHANH 2144 §101§103 Non-Final OA — AI Ready Dec 15, 2023
18565996 APPARATUS, METHOD, DEVICE AND MEDIUM FOR ACCELERATING COMPUTATION OF PROCESS ENGINE Intel Corporation CHANNAVAJJALA, SRIRAMA T 2154 §101§103 Final Rejection 90d Pending Nov 30, 2023
18565967 APPARATUS AND METHOD FOR DYNAMIC QUADRUPLE CONVOLUTION IN 3D CNN Intel Corporation KASSIM, IMAD MUTEE 2129 §101§112 Non-Final OA — Pending Nov 30, 2023
18478706 METHODS AND APPARATUS TO PERSISTENT PLATFORM SERVICE RECORDS Intel Corporation AHMED, ZUBAIR 2132 §103 Non-Final OA — Pending Sep 29, 2023
18474081 LICENSE MANAGEMENT FOR SOFTWARE DEFINED SILICON Intel Corporation ANYA, CHARLES E 2194 §103 Non-Final OA 37d overdue AI Ready Sep 25, 2023
18549806 RADIO EQUIPMENT DIRECTIVE SOLUTIONS FOR REQUIREMENTS ON CYBERSECURITY, PRIVACY AND PROTECTION OF THE NETWORK Intel Corporation HUANG, WEIBIN 2471 §102§103 Final Rejection — AI Ready Sep 08, 2023
18279820 METHODS AND APPARATUS TO MODIFY PRE-TRAINED MODELS TO APPLY NEURAL ARCHITECTURE SEARCH Intel Corporation STORK, KYLE R 2128 §101§103 Final Rejection — Pending Aug 31, 2023
18241062 METHODS AND APPARATUS TO PERFORM CLOUD-BASED ARTIFICIAL INTELLIGENCE OVERCLOCKING Intel Corporation SAMPATH, GAYATHRI 2176 §102§103 Non-Final OA — Pending Aug 31, 2023
18456965 ENHANCED POWER MANAGEMENT FOR SUPPORT OF PRIORITY SYSTEM EVENTS Intel Corporation YEN, PAUL JUEI-FU 2175 §103§112 Final Rejection — Pending Aug 28, 2023
18450928 BACKSIDE INTEGRATED TORSION LOADING MECHANISM Intel Corporation KUSUMAKAR, KAREN M 2897 §102§103 Non-Final OA — Pending Aug 16, 2023
18447951 MULTI-SECTIONAL VAPOR CHAMBERS Intel Corporation TAVAKOLDAVANI, KAMRAN 3763 §103 Non-Final OA — Pending Aug 10, 2023
18358003 ENHANCED PERFORMANCE AND EFFICIENCY OF VERSATILE VIDEO CODING DECODER PIPELINE FOR ADVANCED VIDEO CODING FEATURES Intel Corporation RIDER, JUSTIN W 2486 §102§103 Non-Final OA — Pending Jul 24, 2023
18345695 COMPLIANT INSERTS FOR PIN DIPPING PROCESSES Intel Corporation SAAD, ERIN BARRY 1735 §102§112Other Non-Final OA — Pending Jun 30, 2023
18345972 METHODS AND APPARATUS TO IMPLEMENT THERMAL GRADIENT PROJECTION AND DESIGN FEEDBACK ON POWER DELIVERY Intel Corporation BOWERS, BRANDON 2851 §102§103 Non-Final OA — Pending Jun 30, 2023
18346006 SYSTEMS, APPARATUS, ARTICLES OF MANUFACTURE, AND METHODS FOR WIRELESS NETWORK OPTIMIZATION Intel Corporation CHEN, JUNPENG 2645 §103 Final Rejection 23d AI Ready Jun 30, 2023

View all 95 →

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Frequently Asked Questions

What is Hanley, Flight And Zimmerman, LLC's patent allowance rate?

88.6% of resolved applications prosecuted by Hanley, Flight And Zimmerman, LLC were allowed, across 8,377 applications in USPTO records.

How many office actions does Hanley, Flight And Zimmerman, LLC average before allowance?

3.39 office actions per allowed application on average.

How many pending office actions does Hanley, Flight And Zimmerman, LLC have?

95 pending office actions as of October 2026, for 1 client, before 93 examiners in 75 art units.

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