Prosecution Insights
Last updated: May 29, 2026

Fmr LLC

28 pending office actions • 17 art units • 22 examiners • 0 of 28 (0%) have an AI response strategy ready • 47 patents granted in the last 365 days

Portfolio Summary

28
Total Pending OAs
10
Non-Final OAs
18
Final Rejections
0
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 28 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

14
Overdue
2
Due this week
4
Due this month
5
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. 28 of the docket's apps have a known mailing date.

-30dToday30d60d90d120d
Overdue (14)Due ≤ 7 days (2)Due ≤ 30 days (4)Due ≤ 60 days (5)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.

12
Hard (43%)
13
Medium (46%)
2
Easy (7%)
1
Unknown (4%)

Rejection Statute Mix

BucketCases
§101 only12 (43%)
§103 only12 (43%)
§102 only1 (4%)
§112 only2 (7%)
No statute on record1 (4%)

Industry Mix

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

0
Life Sciences
0% of docket
6
Information Tech
21% of docket
0
Communications
0% of docket
0
Semiconductors
0% of docket
22
Mechanical / Eng
79% of docket
0
Business / Other
0% 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.

280 h
Manual time on pending OAs
56 h
Time saved (low, 20%)
98 h
Time saved (mid, 35%)
2.5 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
KWONG, CHO YIU 3 32.0% +6.1%
DUCK, BRANDON M 2 64.6% +19.8%
MAGUIRE, LINDSAY M 2 51.3% +32.1%
POLLOCK, GREGORY A 2 11.1% +12.6%
GREGG, MARY M 2 14.1% +14.2%
STIVALETTI, MATHEUS R 1 37.6% +32.2%
BARKER, TODD L 1 75.5% +23.4%
BUI, TOAN D. 1 59.4% +44.1%
PROIOS, GEORGE N 1 55.0% +36.1%
STEVENSON, CHRISTINA C 1 3.3% -4.1%

Hard Cases (15)

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
14495772 Multichannel Exchange Mechanism Apparatuses, Methods and Systems GREGG, MARY M 91d overdue
17832551 Reinforcement Learning Based Machine Retirement Planning and Management Apparatuses, Processes and Systems PARK, YONG S 58d overdue
17832547 Reinforcement Learning Based Machine Asset Planning and Management Apparatuses, Processes and Systems MAGUIRE, LINDSAY M 49d overdue
17383320 Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems POLLOCK, GREGORY A 28d overdue
17383329 Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems DUCK, BRANDON M 28d overdue
14715551 Probabilistic Analysis Trading Platform Apparatuses, Methods and Systems GREGG, MARY M 28d overdue
15209709 Point-to-Point Transaction Guidance Apparatuses, Methods and Systems KWONG, CHO YIU 23d overdue
16409736 AI-Based Context Evaluation Engine Apparatuses, Methods and Systems WERNER, MARSHALL L 4d overdue

Interview Candidates (12)

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
18378296 Decentralized Exchange with Price Oracle Apparatuses, Processes and Systems PROIOS, GEORGE N 111d overdue
14495772 Multichannel Exchange Mechanism Apparatuses, Methods and Systems GREGG, MARY M 91d overdue
17832547 Reinforcement Learning Based Machine Asset Planning and Management Apparatuses, Processes and Systems MAGUIRE, LINDSAY M 49d overdue
17383317 Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems MAGUIRE, LINDSAY M 35d overdue
17383320 Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems POLLOCK, GREGORY A 28d overdue
17383329 Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems DUCK, BRANDON M 28d overdue
14715551 Probabilistic Analysis Trading Platform Apparatuses, Methods and Systems GREGG, MARY M 28d overdue
18386848 DEPOSIT FRAUD DETECTION BUI, TOAN D. 12d

Top Art Units

Art UnitApps
3693 6
3691 3
3695 3
3694 2
3619 2
3623 1
2449 1
3698 1
3629 1
3697 1

Pending Office Actions

App #TitleExaminerArt UnitStatutesStatusDue inAIFiled
18782344 AUTOMATED ENGAGEMENT OF TECHNICAL INCIDENT RESPONSE TEAMS USING ARTIFICIAL INTELLIGENCE STIVALETTI, MATHEUS R 3623 §101 Final Rejection 71d Pending Jul 24, 2024
18633243 SYSTEMS, METHODS, AND MEDIA FOR MANAGING AND TRANSFORMING ALERTS GENERATED FOR CLOUD COMPUTING ENVIRONMENTS BARKER, TODD L 2449 §103 Non-Final OA 21d Pending Apr 11, 2024
18386848 DEPOSIT FRAUD DETECTION BUI, TOAN D. 3693 §103 Non-Final OA 12d Pending Nov 03, 2023
18378296 Decentralized Exchange with Price Oracle Apparatuses, Processes and Systems PROIOS, GEORGE N 3694 §103 Final Rejection 111d overdue Pending Oct 10, 2023
18378304 Decentralized Exchange with Price Oracle Apparatuses, Processes and Systems STEVENSON, CHRISTINA C 3698 §103 Final Rejection 34d Pending Oct 10, 2023
18367438 Serverless Computing for Portfolio Optimization Apparatuses, Processes and Systems OUELLETTE, JONATHAN P 3629 §102 Final Rejection 58d overdue Pending Sep 12, 2023
18208470 GENERATING PARALLEL SYNTHETIC TRAINING DATA FOR A MACHINE LEARNING MODEL TO PREDICT COMPLIANCE WITH RULESETS ANDREI, RADU 3697 §101 Final Rejection 70d Pending Jun 12, 2023
18203152 CLASSIFICATION OF TRANSACTIONS GONZALES, VINCENT 2124 §103 Non-Final OA 60d Pending May 30, 2023
18101674 INTENT-AWARE VIRTUAL ASSISTANT CHAT ROUTING RIVERA GONZALEZ, IVONNEMARY 3626 §103 Non-Final OA 20d Pending Jan 26, 2023
18098397 SYSTEMS AND METHODS FOR INTEGRATION OF MACHINE LEARNING MODELS WITH CLIENT APPLICATIONS LAU, KAITLYN RENEE 2148 §112 Final Rejection 35d Pending Jan 18, 2023
17990043 PREDICTING COMPLIANCE OF TEXT DOCUMENTS WITH A RULESET USING SELF-SUPERVISED MACHINE LEARNING PHAM, JESSICA THUY 2121 §103 Final Rejection 5d Pending Nov 18, 2022
17986886 AI-Based Real-Time Prediction Engine Apparatuses, Methods and Systems DUCK, BRANDON M 3693 §101 Final Rejection 33d Pending Nov 14, 2022
17832551 Reinforcement Learning Based Machine Retirement Planning and Management Apparatuses, Processes and Systems PARK, YONG S 3694 §101 Final Rejection 58d overdue Pending Jun 03, 2022
17832547 Reinforcement Learning Based Machine Asset Planning and Management Apparatuses, Processes and Systems MAGUIRE, LINDSAY M 3619 §101 Non-Final OA 49d overdue Pending Jun 03, 2022
17383323 Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems POLLOCK, GREGORY A 3691 §101 Final Rejection 86d Pending Jul 22, 2021
17383317 Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems MAGUIRE, LINDSAY M 3619 Other Non-Final OA 35d overdue Pending Jul 22, 2021
17383308 Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems POE, KEVIN T 3692 §101 Final Rejection 20d Pending Jul 22, 2021
17383320 Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems POLLOCK, GREGORY A 3691 §101 Final Rejection 28d overdue Pending Jul 22, 2021
17383329 Machine Learning Portfolio Simulating and Optimizing Apparatuses, Methods and Systems DUCK, BRANDON M 3693 §101 Final Rejection 28d overdue Pending Jul 22, 2021
17128395 Data Validation Systems and Methods SMITH, BRIAN M 2122 §103 Final Rejection 71d overdue Pending Dec 21, 2020
16842718 Secret Key-Based Counterparty Matching Engine Apparatuses, Methods and Systems HILMANTEL, ADAM J 3691 §101 Final Rejection 5d Pending Apr 07, 2020
16409736 AI-Based Context Evaluation Engine Apparatuses, Methods and Systems WERNER, MARSHALL L 2125 §101 Non-Final OA 4d overdue Pending May 10, 2019
15210817 Crypto Voting and Social Aggregating, Fractionally Efficient Transfer Guidance, Conditional Triggered Transaction, Datastructures, Apparatuses, Methods and Systems KWONG, CHO YIU 3693 §103 Final Rejection 55d Pending Jul 14, 2016
15210807 Smart Rules and Social Aggregating, Fractionally Efficient Transfer Guidance, Conditional Triggered Transaction, Datastructures, Apparatuses, Methods and Systems KWONG, CHO YIU 3693 §103 Final Rejection 23d overdue Pending Jul 14, 2016
15209709 Point-to-Point Transaction Guidance Apparatuses, Methods and Systems KWONG, CHO YIU 3693 §101 Final Rejection 23d overdue Pending Jul 13, 2016
14715551 Probabilistic Analysis Trading Platform Apparatuses, Methods and Systems GREGG, MARY M 3695 §112 Non-Final OA 28d overdue Pending May 18, 2015
14632889 Insulated Account Datastructure Apparatuses, Methods and Systems FU, HAO 3695 §103 Non-Final OA 87d overdue Pending Feb 26, 2015
14495772 Multichannel Exchange Mechanism Apparatuses, Methods and Systems GREGG, MARY M 3695 §103 Non-Final OA 91d overdue Pending Sep 24, 2014

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