Prosecution Insights
Last updated: August 06, 2026

Pierce Atwood LLP

48 pending office actions • 15 clients • 45 examiners • 29 art units • 0 of 48 (0%) have an AI response strategy ready

Quality Metrics (n=1377 apps, methodology: how we score firms)

85.6%
Allowance Rate
n=1377
+0.71σ
Allowance Rate (norm)
n=1377
3.2
OAs to Allowance
n=805
-0.44σ
OAs to Allow (norm)
n=805
1079 days
Time to Allowance
n=805
+11.3pp
Interview Lift
n=1377
25.3%
RCE Rate
n=1377
2.5%
Appeal Rate
n=1377

Rejection Performance (% of received rejections ultimately overcome)

79.0%
§101 Overcome
n=119
81.0%
§102 Overcome
n=300
82.5%
§103 Overcome
n=513
86.2%
§112 Overcome
n=419

Specialization & Scale

A61K, G01N, C12Q
Top CPC Subclasses
15%
Top-3 CPC Share
n=1377
13
Practitioners
n=1377
105.9
Apps / Practitioner
n=1377

Portfolio Summary

48
Total Pending OAs
33
Non-Final OAs
15
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 17 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

10
Overdue
0
Due this week
4
Due this month
2
Due in next 60 days
1
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. 17 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (10)Due ≤ 30 days (4)Due ≤ 60 days (2)Due later (1)

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.

24
Hard (50%)
21
Medium (44%)
2
Easy (4%)
1
Unknown (2%)

Rejection Statute Mix

BucketCases
§101 only1 (2%)
§101 + other10 (21%)
§103 only19 (40%)
§112 only2 (4%)
Double-patenting + other2 (4%)
Multi-statute (no §101)13 (27%)
No statute on record1 (2%)

Industry Mix

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

9
Life Sciences
19% of docket
2
Information Tech
4% of docket
8
Communications
17% of docket
0
Semiconductors
0% of docket
19
Mechanical / Eng
40% of docket
10
Business / Other
21% 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.

480 h
Manual time on pending OAs
96 h
Time saved (low, 20%)
168 h
Time saved (mid, 35%)
4.2 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
PAUL, DISLER 2 82.3% +8.7%
KARWAN, SIHAR A 2 56.8% +26.5%
AGAHI, DARIOUSH 2 84.8% +30.7%
CASTILLO-TORRES, KEISHA Y 1 74.3% +31.3%
BASS, DIRK R 1 62.3% +22.6%
KIL, JINNEY 1 46.8% +54.1%
NGUYEN, NAM V 1 78.2% +14.5%
SHARMA, NEERAJ 1 84.8% +11.9%
AZHAR, ARSLAN 1 78.3% +20.3%
BLOCH, MICHAEL RYAN 1 50.0% +54.5%

Quick Wins (2)

Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 2 ordered by deadline are shown.

App #TitleExaminerDue in
18938494 ALTERING AUDIO TO IMPROVE AUTOMATIC SPEECH RECOGNITION PAUL, DISLER
18889896 SOUND SOURCE LOCALIZATION USING ACOUSTIC WAVE DECOMPOSITION PAUL, DISLER

Hard Cases (24)

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
18503478 SYSTEMS AND METHODS FOR AUXILIARY DISPLAY OF HEMODYNAMIC SIGNALS OR INDICATORS JIAN, SHIRLEY XUEYING 35d overdue
17901209 ALTERNATE NATURAL LANGUAGE INPUT GENERATION AGAHI, DARIOUSH 30d overdue
17778482 DIRECTED CHANGES IN ORGANISM POPULATIONS PENNINGTON, KATIE LEIGH 17d overdue
18573212 SYSTEMS AND METHODS FOR TRANSACTION VALIDATION IN LAYER 2 NILFOROUSH, MOHAMMAD A 16d overdue
18621649 METHODS AND SYSTEMS FOR DETERMINING POSITIONING OF A HEART PUMP SAHAND, SANA 15d overdue
19334175 A PHYSICS-BASED SYSTEM TO DETECT, FORECAST, AND INFORM AVOIDANCE OF DISRUPTIONS IN FUSION DEVICES KIL, JINNEY 1d overdue
18072863 SYSTEMS AND METHODS FOR OBJECT DETECTION AND PICK ORDER DETERMINATION KARWAN, SIHAR A 20d
18070830 WAKEWORD DETECTION USING A NEURAL NETWORK AGAHI, DARIOUSH 56d

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
17901209 ALTERNATE NATURAL LANGUAGE INPUT GENERATION AGAHI, DARIOUSH 30d overdue
19334175 A PHYSICS-BASED SYSTEM TO DETECT, FORECAST, AND INFORM AVOIDANCE OF DISRUPTIONS IN FUSION DEVICES KIL, JINNEY 1d overdue
18975170 ROBOT MOVEMENT AND ONLINE TRAJECTORY OPTIMIZATION AZHAR, ARSLAN 15d
18072863 SYSTEMS AND METHODS FOR OBJECT DETECTION AND PICK ORDER DETERMINATION KARWAN, SIHAR A 20d
18541256 ROBOTIC MANIPULATION OF OBJECTS KARWAN, SIHAR A 29d
18070830 WAKEWORD DETECTION USING A NEURAL NETWORK AGAHI, DARIOUSH 56d
18898179 Untitled CASTILLO-TORRES, KEISHA Y
19390832 NANOPARTICLE-ENTRAINED MULTIFUNCTIONAL NANOSTRUCTURE-COATED MOBILE CARRIERS, AND SYSTEMS AND METHODS OF UTILIZING SAME TO TREAT CONTAMINATED WATER BASS, DIRK R

Client Portfolio (15 clients)

Top Art Units

Art UnitApps
36564
26593
36583
26562
36572
17791
36461
37911
24961
26951

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
18898179 Untitled Amazon Technologies, Inc. CASTILLO-TORRES, KEISHA Y 2659 §101§103 Non-Final OA Pending
19390832 NANOPARTICLE-ENTRAINED MULTIFUNCTIONAL NANOSTRUCTURE-COATED MOBILE CARRIERS, AND SYSTEMS AND METHODS OF UTILIZING SAME TO TREAT CONTAMINATED WATER Woodard & Curran, Inc. BASS, DIRK R 1779 §103 Non-Final OA Pending Nov 17, 2025
19334175 A PHYSICS-BASED SYSTEM TO DETECT, FORECAST, AND INFORM AVOIDANCE OF DISRUPTIONS IN FUSION DEVICES U.S. Department of Energy KIL, JINNEY 3646 §103§112 Final Rejection 1d overdue Pending Sep 19, 2025
19090548 DOOR LOCK REMOTE CALIBRATION Simplisafe, Inc. NGUYEN, NAM V §103DP Non-Final OA Pending Mar 26, 2025
19032597 DEVICE-DIRECTED UTTERANCE DETECTION Amazon Technologies, Inc. SHARMA, NEERAJ §102§103 Non-Final OA Pending Jan 21, 2025
18975170 ROBOT MOVEMENT AND ONLINE TRAJECTORY OPTIMIZATION Boston Dynamics, Inc. AZHAR, ARSLAN 3656 §103 Final Rejection 15d Pending Dec 10, 2024
18938494 ALTERING AUDIO TO IMPROVE AUTOMATIC SPEECH RECOGNITION Amazon Technologies, Inc. PAUL, DISLER §103Other Non-Final OA Pending Nov 06, 2024
18862027 GUIDE WIRE Abiomed Europe GmbH BLOCH, MICHAEL RYAN 3791 §102§103§112 Non-Final OA Pending Oct 31, 2024
18926580 SYSTEMS AND METHODS FOR GRASPING OBJECTS WITH UNKNOWN OR UNCERTAIN EXTENTS USING A ROBOTIC MANIPULATOR Boston Dynamics, Inc. HOLWERDA, STEPHEN 3656 §103 Final Rejection Pending Oct 25, 2024
18923949 NATURAL LANGUAGE INTERACTIONS WITH INTERACTIVE VISUAL CONTENT Amazon Technologies, Inc. SIRJANI, FARIBA 2659 §102§103 Non-Final OA Pending Oct 23, 2024
18922668 CONTROLLER FOR A MEDICAL DEVICE Abiomed, Inc. KANAAN, MOHAMAD HASSAN §102§103 Non-Final OA Pending Oct 22, 2024
18917215 INTRACARDIAC BLOOD PUMP WITH CAPACITIVE SENSING LOCATION DETECTION Abiomed, Inc. CHRISTIANSON, SKYLAR LINDSEY §103 Non-Final OA Pending Oct 16, 2024
18910424 CATHETER POSITIONING SYSTEM WITH SENSORY FEEDBACK Abiomed, Inc. HUH, VYNN V §101§102§103 Non-Final OA Pending Oct 09, 2024
18907880 OBJECT TRACKING AND ENTITY RESOLUTION Amazon Technologies, Inc. AUGUSTIN, MARCELLUS §103Other Non-Final OA Pending Oct 07, 2024
18902277 SYSTEMS AND METHODS FOR DATA MANAGEMENT BLOCKCHAINS, INC. ZARRINEH, SHAHRIAR 2496 §103§112 Final Rejection Pending Sep 30, 2024
18889896 SOUND SOURCE LOCALIZATION USING ACOUSTIC WAVE DECOMPOSITION Amazon Technologies, Inc. PAUL, DISLER 2695 §103 Non-Final OA Pending Sep 19, 2024
18887462 VOICE CUSTOMIZATION FOR SYNTHETIC SPEECH GENERATION Amazon Technologies, Inc. SERRAGUARD, SEAN ERIN 2657 §102§103Other Non-Final OA Pending Sep 17, 2024
18817443 SYNTHETIC SPEECH PROCESSING Amazon Technologies, Inc. PATEL, SHREYANS A 2659 §101§103 Final Rejection Pending Aug 28, 2024
18813912 AUTOMATED WAREHOUSE ORDER PICKING Hummingbird Ip Holdco, LLC CUMBESS, YOLANDA RENEE §103 Non-Final OA Pending Aug 23, 2024
18812211 METHODS AND APPARATUS FOR PREDICTING DECOUPLING DURING NON-CARDIAC MEDICAL PROCEDURES Abiomed, Inc. GANESAN, SUBA 3774 §103 Non-Final OA Pending Aug 22, 2024
18811123 MANIPULATING BOXES USING A ZONED GRIPPER Boston Dynamics, Inc. MARC, MCDIEUNEL 3656 Other Non-Final OA 42d overdue Pending Aug 21, 2024
18838671 USE OF SUPEROXIDE DISMUTASE FOR THE TREATMENT AND/OR PREVENTION OF ALLERGIC ASTHMA Isocell S.A.S. JONES-FOSTER, ERICA NICOLE §101§102§103§112 Non-Final OA Pending Aug 15, 2024
18779146 BINDER COMPOSITION AND METHOD COMPRISING MICROFIBRILLATED CELLULOSE AND RECYCLED CELLULOSIC MATERIALS Fiberlean Technologies Limited CALANDRA, ANTHONY J 1748 §103§112 Final Rejection Pending Jul 22, 2024
18758024 METHODS AND APPARATUS FOR DETERMINING POSE AND SIZE OF OBJECTS USING THREE-DIMENSIONAL MACHINE LEARNING Boston Dynamics, Inc. LE, TIEN MINH 3656 §103 Final Rejection 49d Pending Jun 28, 2024
18754780 MESSAGING FROM A SHARED DEVICE Amazon Technologies, Inc. MANOHARAN, SHASHIDHAR SHANKAR 1782 §101§103 Non-Final OA Pending Jun 26, 2024
18679613 METHODS AND APPARATUS FOR OBJECT QUALITY DETECTION Boston Dynamics, Inc. GORDON, MATHEW FRANKLIN 3665 §102§103 Non-Final OA Pending May 31, 2024
18621649 METHODS AND SYSTEMS FOR DETERMINING POSITIONING OF A HEART PUMP Abiomed, Inc. SAHAND, SANA 3796 §101§103 Final Rejection 15d overdue Pending Mar 29, 2024
18435024 CROSS-ASSISTANT COMMAND PROCESSING Amazon Technologies, Inc. PULLIAS, JESSE SCOTT 2655 §103 Non-Final OA 10d overdue Pending Feb 07, 2024
18415096 MODULAR POCKET SYSTEM Future Sound And Vision Ltd. MASSAD, ABE L 3634 §103 Final Rejection Pending Jan 17, 2024
18408191 SYSTEM FOR THE DIRECTED EVOLUTION OF BIOMOLECULES IN MULTI-BODY COMPLEXES Massachusetts Institute Of Technology GROSS, CHRISTOPHER M §112 Non-Final OA Pending Jan 09, 2024
18391907 CAMERA EVENT PROCESSING Simplisafe, Inc. ANDERSON II, JAMES M 2425 §103 Non-Final OA Pending Dec 21, 2023
18573212 SYSTEMS AND METHODS FOR TRANSACTION VALIDATION IN LAYER 2 BLOCKCHAINS, INC. NILFOROUSH, MOHAMMAD A 3697 §101§103 Final Rejection 16d overdue Pending Dec 21, 2023
18545050 METHODS AND APPARATUS FOR AUTOMATED CEILING DETECTION Boston Dynamics, Inc. TANG, BRYANT 3658 §103 Non-Final OA 75d Pending Dec 19, 2023
18541256 ROBOTIC MANIPULATION OF OBJECTS Boston Dynamics, Inc. KARWAN, SIHAR A 3658 §102§103DP Non-Final OA 29d Pending Dec 15, 2023
18503478 SYSTEMS AND METHODS FOR AUXILIARY DISPLAY OF HEMODYNAMIC SIGNALS OR INDICATORS Abiomed, Inc. JIAN, SHIRLEY XUEYING 3792 §102§103 Final Rejection 35d overdue Pending Nov 07, 2023
18286456 DEVICES FOR DETECTING INFECTION FROM PERITONEAL DIALYSIS Awak Technologies Pte. Ltd. KIM, SUN U 1777 §102§103 Non-Final OA Pending Oct 11, 2023
18549951 COMPOSITIONS AND METHODS FOR DOMINANT ANTIVIRAL THERAPY Massachusetts Institute Of Technology PERSONS, JENNA L 1637 §101§102§103§112 Non-Final OA Pending Sep 11, 2023
18072863 SYSTEMS AND METHODS FOR OBJECT DETECTION AND PICK ORDER DETERMINATION Boston Dynamics, Inc. KARWAN, SIHAR A 3658 §102§103 Non-Final OA 20d Pending Dec 01, 2022
18070830 WAKEWORD DETECTION USING A NEURAL NETWORK Amazon Technologies, Inc. AGAHI, DARIOUSH 2656 §101§103Other Final Rejection 56d Pending Nov 29, 2022
17992279 LIDAR MICRO-ADJUSTMENT SYSTEMS AND METHODS Boston Dynamics, Inc. MARSH, STEVEN M 3645 §112 Non-Final OA Pending Nov 22, 2022
17988482 SYSTEMS AND METHODS FOR ROBOT COLLISION AVOIDANCE Boston Dynamics, Inc. WATTS III, JAMES MILLER 3657 §103 Non-Final OA Pending Nov 16, 2022
17988473 SYSTEMS AND METHODS OF LIGHTING FOR A MOBILE ROBOT Boston Dynamics, Inc. VISCARRA, RICARDO I 3657 §103 Final Rejection 14d Pending Nov 16, 2022
17949788 SINGLE-MOLECULE PROTEIN AND PEPTIDE SEQUENCING Massachusetts Institute Of Technology BOESEN, CHRISTIAN C 1684 §103 Non-Final OA Pending Sep 21, 2022
17901209 ALTERNATE NATURAL LANGUAGE INPUT GENERATION Amazon Technologies, Inc. AGAHI, DARIOUSH 2656 §101§103§112 Non-Final OA 30d overdue Pending Sep 01, 2022
17790549 SYSTEMS AND METHODS FOR COMPLIANCE CHECKS BLOCKCHAINS, INC. SMITH, SLADE E 3696 §101 Final Rejection Pending Jul 01, 2022
17778482 DIRECTED CHANGES IN ORGANISM POPULATIONS Trustees Of Tufts College PENNINGTON, KATIE LEIGH 1634 §102§103§112Other Non-Final OA 17d overdue Pending May 20, 2022
16405380 ROBOTIC SYSTEMS AND METHODS FOR AUTONOMOUS DIRECTED EVOLUTION OF HORIZONTALLY TRANSFERRED NUCLEIC ACIDS Massachusetts Institute Of Technology NGUYEN, HENRY H 1758 §103 Final Rejection 60d overdue Pending May 07, 2019
16331772 METHODS AND COMPOUNDS FOR GENE INSERTION INTO REPEATED CHROMOSOME REGIONS FOR MULTI-LOCUS ASSORTMENT AND DAISYFIELD DRIVES President and Fellows of Harvard College MONTANARI, DAVID A 1632 §103 Non-Final OA 4d overdue Pending Mar 08, 2019

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