Prosecution Insights
Last updated: October 25, 2026

Patent Law Works, LLP

Technology area: Biotechnology & Pharmaceuticals

51 pending office actions • 37 clients • 49 examiners • 42 art units • 0 of 51 (0%) have an AI response strategy ready

Analysis

Patent Law Works, LLP reports 52 pending office actions in Biotechnology & Pharmaceuticals and 1787 career applications. The active response docket is substantial, and the application history provides a broad base for interpreting the reported prosecution measures within this technical area.

The resolved allowance rate is 87.59%, while the average is 3.63 office actions per allowance. The allowance rate indicates that a large share of resolved applications reached allowance, and the action average indicates that those outcomes generally followed multiple examination exchanges. The combination is relevant to practitioners assessing both portfolio scale and the response resources associated with prosecution.

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

Quality Metrics (n=1787 apps, methodology: how we score firms)

87.6%
Allowance Rate
n=1787
+0.66σ
Allowance Rate (norm)
n=1787
3.6
OAs to Allowance
n=1045
-0.12σ
OAs to Allow (norm)
n=1045
1040 days
Time to Allowance
n=1045
+13.8pp
Interview Lift
n=1787
35.5%
RCE Rate
n=1787
0.7%
Appeal Rate
n=1787

Rejection Performance (% of received rejections ultimately overcome)

75.9%
§101 Overcome
n=299
78.4%
§102 Overcome
n=435
78.0%
§103 Overcome
n=723
73.4%
§112 Overcome
n=550

Specialization & Scale

G06F, G06Q, A61K
Top CPC Subclasses
24%
Top-3 CPC Share
n=1787
3
Practitioners
n=1787
595.7
Apps / Practitioner
n=1787

Portfolio Summary

51
Total Pending OAs
25
Non-Final OAs
24
Final Rejections
2
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 20 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

11
Overdue
0
Due this week
4
Due this month
3
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. 20 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (11)Due ≤ 30 days (4)Due ≤ 60 days (3)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.

27
Hard (53%)
14
Medium (27%)
10
Easy (20%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only1 (2%)
§101 + other11 (22%)
§103 only8 (16%)
§102 only2 (4%)
§112 only9 (18%)
Double-patenting only1 (2%)
Double-patenting + other4 (8%)
Multi-statute (no §101)15 (29%)

Industry Mix

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

28
Life Sciences
55% of docket
2
Information Tech
4% of docket
1
Communications
2% of docket
3
Semiconductors
6% of docket
15
Mechanical / Eng
29% of docket
2
Business / Other
4% 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.

510 h
Manual time on pending OAs
102 h
Time saved (low, 20%)
178 h
Time saved (mid, 35%)
4.5 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
SULLIVAN, THOMAS J 2 27.5% +21.7%
LI, RUIXIANG 2 59.5% +18.7%
FURTADO, WINSTON RAHUL 1 18.9% +22.9%
THOMPSON, KENNETH L 1 87.4% +6.8%
CHANNAVAJJALA, SRIRAMA T 1 74.6% +32.3%
AKOGYERAM II, NICHOLAS A 1 26.4% +29.2%
KANAAN, LIZA TONY 1 23.4% +31.5%
DEMEREE, CHRISTOPHER R 1 68.9% +14.2%
PURDY, KYLE A 1 41.0% +35.7%
CHANG, AUDREY Y 1 46.6% +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
19294816 Method and System for Controlling a Plurality of Drill Rigs THOMPSON, KENNETH L 9d overdue

Hard Cases (27)

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
18688085 Methods for Isolation of Lipid-Disc Compositions and Uses Thereof STEVENS, MARK V 67d overdue
18575056 A Flexible and Stretchable Cover for Attaching a Component to a Patch CHA, CASEY GEORGE 4d overdue
18552827 Vaccine Compositions for Trypanosomatids GRASER, JENNIFER E 3d overdue
19067529 AUTOMATED MEDICATION REVIEW RECONCILIATION KANAAN, LIZA TONY 28d
18255433 AN LTBR AGONIST IN COMBINATION THERAPY AGAINST CANCER MACFARLANE, STACEY NEE 29d
18004719 METHODS FOR IDENTIFYING CORONAVIRUS CROSS-REACTING ANTIBODIES WANG, RUIXUE 33d
18569805 Compositions Comprising Microbes and Methods of Use and Making Thereof CRUM, MARY ABOU NADER 47d
18805393 Predicting Climate Event Occurrences and Damage Using Property Features and Artificial Intelligence KWONG, CHO YIU 70d

Interview Candidates (11)

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
18359483 PROTEIN BINDING DOMAINS STABILIZING FUNCTIONAL CONFORMATIONAL STATES OF GPCRS AND USES THEREOF LI, RUIXIANG 23d overdue
19067529 AUTOMATED MEDICATION REVIEW RECONCILIATION KANAAN, LIZA TONY 28d
19299221 IMPROVED AI HYBRID CARE MODELS FOR COORDINATING MEDICATION ASSISTED TREATMENT FURTADO, WINSTON RAHUL —
19270324 Query-Time Data Sessionization and Analysis CHANNAVAJJALA, SRIRAMA T —
19235555 System and Methods for Creating E-Commerce Virtual Experiences And Integrating Graphical User Interfaces SULLIVAN, THOMAS J —
19215220 System and Methods Integrating Distributed Machine Learning Layers for Processing Multimodal Data Sets in Real Time to Optimize Outcomes AKOGYERAM II, NICHOLAS A —
19056706 System and Methods for Creating E-Commerce Virtual Experiences And Integrating Graphical User Interfaces SULLIVAN, THOMAS J —
19099436 A Food Box DEMEREE, CHRISTOPHER R —

Client Portfolio (37 clients)

Top Art Units

Art UnitApps
36892
16532
16132
16322
16352
16812
16742
16432
16752
36871

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
19299221 IMPROVED AI HYBRID CARE MODELS FOR COORDINATING MEDICATION ASSISTED TREATMENT Anonymous Health FURTADO, WINSTON RAHUL 3687 §101 Final Rejection — Pending Aug 13, 2025
19294816 Method and System for Controlling a Plurality of Drill Rigs Technological Resources Pty Limited THOMPSON, KENNETH L 3676 DP Final Rejection 9d overdue Pending Aug 08, 2025
19270324 Query-Time Data Sessionization and Analysis Imply Data, Inc. CHANNAVAJJALA, SRIRAMA T 2154 §103 Final Rejection — Pending Jul 15, 2025
19235555 System and Methods for Creating E-Commerce Virtual Experiences And Integrating Graphical User Interfaces Zelig Technology, LLC SULLIVAN, THOMAS J 3689 §103§112 Non-Final OA — Pending Jun 11, 2025
19215220 System and Methods Integrating Distributed Machine Learning Layers for Processing Multimodal Data Sets in Real Time to Optimize Outcomes Cormetrix Inc. AKOGYERAM II, NICHOLAS A 3686 §101§103§112 Non-Final OA — Pending May 21, 2025
19067529 AUTOMATED MEDICATION REVIEW RECONCILIATION Kaiser Foundation Hospitals KANAAN, LIZA TONY 3683 §101§103 Final Rejection 28d Pending Feb 28, 2025
19056706 System and Methods for Creating E-Commerce Virtual Experiences And Integrating Graphical User Interfaces Zelig Technology, LLC SULLIVAN, THOMAS J 3689 §101§103 Non-Final OA — Pending Feb 18, 2025
19099436 A Food Box Tria Pte. Ltd. DEMEREE, CHRISTOPHER R 3734 §102§112 Non-Final OA — Pending Jan 28, 2025
18997284 Species-Specific Tissue Culture Medium for the Propagation of Cells SymbioCellTech, LLC PURDY, KYLE A 1611 §103 Non-Final OA — Pending Jan 21, 2025
18991000 Head-Mounted Display with Volume Substrate-Guided Holographic Continuous Lens Optics Luminit LLC CHANG, AUDREY Y 2872 §102§103§112 Non-Final OA — Pending Dec 20, 2024
18957277 Dynamic Batch Limit Validation Id Business Solutions, Inc. LITTLE, VANCE M 2494 §101§103 Final Rejection 75d Pending Nov 22, 2024
18868632 Automated Toilet System Gmat Ventures, LLC DEERY, ERIN LEAH 3754 §103§112 Non-Final OA — Pending Nov 22, 2024
18925663 EXTERNAL SENSOR ARRAY HOUSING FOR EQUIPMENT OPERATING IN HIGH HAZARD FORESTRY ENVIRONMENTS Earth Force Technologies, Inc. WALSH, RYAN D 2852 §102§103 Non-Final OA — Pending Oct 24, 2024
18847148 Novel Microbial Composition and Methods of Use Thereof Pendulum Therapeutics, Inc. IANNUZO, NATALIE NMN 1653 §102§103§112 Non-Final OA — Pending Sep 13, 2024
18844200 Delivery Shaft Assembly for Delivery of an Implant Istar Medical ZIMBOUSKI, ARIANA 3781 §112 Non-Final OA — Pending Sep 05, 2024
18805393 Predicting Climate Event Occurrences and Damage Using Property Features and Artificial Intelligence Zesty.Ai, Inc. KWONG, CHO YIU 3693 §101§112 Non-Final OA 70d Pending Aug 14, 2024
18835833 A System For Delivering Food To A Customer And A Method Thereof Clean Eats & Co. Pte. Ltd. RODRIGUEZ, JOSEPH C 3653 §103§112 Non-Final OA — Pending Aug 05, 2024
18725409 Products and Methods for Improving Plant Growth Features Aphea.Bio NV PAGUIO FRISING, MICHELLE F 1613 §101§102§112 Non-Final OA — Pending Jun 28, 2024
18652767 Mobile Printing Robot and Printing Methods with Line Printing Pathway Optimization Dusty Robotics, Inc. RICHMOND, SCOTT A. 2853 §103 Non-Final OA — Pending May 01, 2024
18652760 Mobile Printing Robot Printing Methods and Merging Items to Print Dusty Robotics, Inc. POPOVICI, DOV 2681 §102§103 Non-Final OA — Pending May 01, 2024
18600428 Means and Methods for Improved Regeneration UNIVERSITEIT GENT COLLINS, CYNTHIA E 1662 §102§103§112DP Non-Final OA — Pending Mar 08, 2024
18688938 Therapeutic Engineered Microbial Cell Systems and Methods for Treating Conditions in Which Oxalate is Detrimental Unlocked Labs Inc. STAVROU, CONSTANTINA E 1632 §102 Non-Final OA — Pending Mar 04, 2024
18688085 Methods for Isolation of Lipid-Disc Compositions and Uses Thereof Vrije Universiteit Brussel STEVENS, MARK V 1613 §101§103§112 Final Rejection 67d overdue Pending Feb 29, 2024
18444591 Grouping and Recommendations System and Method Renaissance Learning, Inc. HEWITT II, CALVIN L 4100 §101§102§103§112 Non-Final OA — Pending Feb 16, 2024
18684059 Oligonucleotides for Modulating Synaptogyrin-3 Expression Jay Therapeutics KONOPKA, CATHERINE ANNE 1635 §101§102§103§112DP Non-Final OA — Pending Feb 15, 2024
18290670 Biomarkers for Therapy Response After Immunotherapy Asylia Diagnostics BV YU, TIAN NMN 1681 §101§102§112 Non-Final OA — Pending Jan 19, 2024
18575056 A Flexible and Stretchable Cover for Attaching a Component to a Patch Datwyler Pharma Packaging Belgium NV CHA, CASEY GEORGE 3794 §103§112 Final Rejection 4d overdue Pending Dec 28, 2023
18545557 Secure Payments Using a Mobile Wallet Application Minkasu, Inc. XIAO, ZESHENG 3698 §103 Final Rejection 29d Pending Dec 19, 2023
18570876 Means and Methods to Regulate Gut Dysbiosis UNIVERSITEIT GENT LEWIS, PATRICK T 1691 §112 Final Rejection — Pending Dec 15, 2023
18569805 Compositions Comprising Microbes and Methods of Use and Making Thereof Pendulum Therapeutics, Inc. CRUM, MARY ABOU NADER 1657 §102§112Other Non-Final OA 47d Pending Dec 13, 2023
18516777 Novel Antigen-Binding Chimeric Proteins and Methods and Uses Thereof Vrije Universiteit Brussel LI, RUIXIANG 1674 §102§112Other Non-Final OA — Pending Nov 21, 2023
18497332 Detection of Cancer in Urine Nanomed Diagnostics B.V. GREENE, CAROLYN LEE 1681 §102§103 Final Rejection — Pending Oct 30, 2023
35522743 Packaging for foodstuffs Tria Pte. Ltd. DIEHL, JOAN ELIZABETH 2923 §112 Non-Final OA 21d Pending Oct 25, 2023
18553044 Protein Tyrosine Phosphatases as Biomarkers for Hepatocellular Carcinoma and Uses Thereof UNIVERSITE LIBRE DE BRUXELLES FAN, LYNN Y 1759 §103§112 Non-Final OA — Pending Sep 28, 2023
18552827 Vaccine Compositions for Trypanosomatids UNIVERSITEIT ANTWERPEN GRASER, JENNIFER E 1645 §103§112 Final Rejection 3d overdue Pending Sep 27, 2023
18547111 Cation-Independent Mannose-6-Phosphate Receptor Binders UNIVERSITEIT GENT CHASE, CAROL ANN 1646 §102§103§112DP Non-Final OA — Pending Aug 18, 2023
18547065 Harvester Cutter Ehs Manufacturing Pty Ltd. WEBB, SUNNY DANIELLE 3671 §103 Non-Final OA — Pending Aug 18, 2023
18546682 Inhibition of SLC4A4 in the Treatment of Cancer Katholieke Universiteit Leuven HAM, JIEUN 1643 §103DP Final Rejection — Pending Aug 16, 2023
18359483 PROTEIN BINDING DOMAINS STABILIZING FUNCTIONAL CONFORMATIONAL STATES OF GPCRS AND USES THEREOF The Board Of Trustees Of The Leland Stanford Junior University LI, RUIXIANG 1674 §112Other Final Rejection 23d overdue Pending Jul 26, 2023
18259141 NON-BLOCKING HUMAN CCR8 BINDERS Vrije Universiteit Brussel WANG, CHANG YU 1675 §112 Final Rejection 41d Pending Jun 23, 2023
18258495 CARDIOMYOCYTE-DERIVED NUCLEIC ACID REGULATORY ELEMENTS AND METHODS AND USE THEREOF Vrije Universiteit Brussel SHIN, DANA H 1635 §112 Final Rejection — Pending Jun 20, 2023
18258102 G PROTEIN PEPTIDOMIMETICS Vrije Universiteit Brussel BOWLES, DAVID PAUL 1654 §112 Final Rejection 4d overdue Pending Jun 16, 2023
18255433 AN LTBR AGONIST IN COMBINATION THERAPY AGAINST CANCER Vrije Universiteit Brussel MACFARLANE, STACEY NEE 1675 §103§112 Final Rejection 29d Pending Jun 01, 2023
18005119 DELIVERY SHAFT ASSEMBLY FOR DELIVERY OF AN IMPLANT Istar Medical MANNAN, MIKAIL A 3774 §103 Final Rejection 8d overdue Pending Jan 11, 2023
18004719 METHODS FOR IDENTIFYING CORONAVIRUS CROSS-REACTING ANTIBODIES Leyden Laboratories B.V. WANG, RUIXUE 1672 §101§103§112 Final Rejection 33d Pending Jan 09, 2023
17801921 Leucine-Rich Repeat Kinase 2 Allosteric Modulators DEUTSCHES ZENTRUM FÜR NEURODEGENERATIVE ERKRANKUNGEN E.V. BRISTOL, LYNN ANNE 1643 §112 Final Rejection 23d overdue Pending Aug 24, 2022
17787880 Compositions Comprising Microbes and Methods of Use and Making Thereof Pendulum Therapeutics, Inc. EIX, EMILY FAY 1653 §102Other Final Rejection — Pending Jun 21, 2022
17620208 CROSSLINKABLE HYDROGEL COMPOSITIONS ETH ZÜRICH ARMSTRONG, SUSANNAH SIPPLE 1616 §103DP Final Rejection — Pending Dec 17, 2021
17607334 CHIMERIC PROTEINS AND METHODS TO SCREEN FOR COMPOUNDS AND LIGANDS BINDING TO GPCRS Confo Therapeutics N.V. REYNOLDS, FRED H 1658 §112 Final Rejection 98d overdue Pending Oct 28, 2021
17604284 MICROBIAL COMPOSITIONS AND METHODS FOR GREATER TOLERABILITY AND PROLONGED SHELF LIFE Pendulum Therapeutics, Inc. SPANGLER, JOSEPH RANKIN 1656 §103Other Final Rejection 104d overdue Pending Oct 15, 2021

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Frequently Asked Questions

What is Patent Law Works, LLP's patent allowance rate?

87.6% of resolved applications prosecuted by Patent Law Works, LLP were allowed, across 1,787 applications in USPTO records.

How many office actions does Patent Law Works, LLP average before allowance?

3.63 office actions per allowed application on average.

How many pending office actions does Patent Law Works, LLP have?

51 pending office actions as of October 2026, for 37 clients, before 49 examiners in 42 art units.

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