Last updated: October 25, 2026

Intuit Inc.

Technology areas: Computing & Software • Communications

60 pending office actions • 41 art units • 60 examiners • 0 of 60 (0%) have an AI response strategy ready • 232 patents granted in the last 365 days

Analysis

Intuit Inc. has 62 pending office actions in Computing & Software. The matters are assigned to 62 examiners across 43 art units, indicating that every reported matter has a distinct examiner assignment and that the docket reaches many technical groups.

LU, KUEN S is the busiest identified examiner, with 1 pending matter. The absence of examiner concentration makes portfolio-wide organization and consistent claim strategy important, but responses must remain sensitive to individual examination contexts.

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

Portfolio Summary

Total Pending OAs

Non-Final OAs

Final Rejections

Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 12 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

Overdue

Due this week

Due this month

Due in next 60 days

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. 12 of the docket's apps have a known mailing date.

Overdue (3)Due ≤ 30 days (5)Due ≤ 60 days (3)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.

Hard (67%)

Medium (33%)

Easy (0%)

Unknown (0%)

Rejection Statute Mix

Bucket	Cases
§101 only	10 (17%)
§101 + other	23 (38%)
§103 only	19 (32%)
§102 only	1 (2%)
Multi-statute (no §101)	7 (12%)

Industry Mix

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

Life Sciences

0% of docket

Information Tech

60% of docket

Communications

20% of docket

Semiconductors

0% of docket

Mechanical / Eng

15% of docket

Business / Other

5% 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.

600 h

Manual time on pending OAs

120 h

Time saved (low, 20%)

210 h

Time saved (mid, 35%)

5.2 wks

FTE-weeks freed (mid)

Top Examiners on this docket

Examiner	Apps on this docket	Allow rate	Interview lift
LU, KUEN S	1	85.2%	+15.4%
BOGGS JR., JAMES	1	62.9%	+36.0%
WONG, LINDA	1	84.9%	+15.5%
PATEL, AMIT HEMANTKUMAR	1	54.1%	+7.3%
LAM, PHILIP HUNG FAI	1	83.8%	+50.7%
HALE, BROOKS T	1	52.7%	+33.2%
SERRAGUARD, SEAN ERIN	1	69.3%	+34.3%
MOORE, REVA R	1	52.9%	+50.0%
PAN, HANG	1	74.8%	+25.5%
NGUYEN, THU N	1	71.7%	+26.3%

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 #	Title	Examiner	Due in
18987876	METHOD FOR OVERCOMING TOKEN CONSTRAINTS OF LANGUAGE MODELS APPLIED TO LARGE COMPUTATIONAL MATCHING TASKS	LAM, PHILIP HUNG FAI	—

Hard Cases (40)

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 #	Title	Examiner	Due in
18767899	END-TO-END AUTOMATED LARGE LANGUAGE MODEL EVALUATION AND DEPLOYMENT	PATEL, SHREYANS A	8d overdue
18496813	AUTOMATED RECOMMENDATIONS FOR HIERARCHICAL DATA STRUCTURES	LIU, CHIA-YI	9d
18752964	EVALUATING CONTEXT-SPECIFIC CONTENT GENERATED BY A GENERATIVE ARTIFICIAL INTELLIGENCE MODEL	GAY, SONIA L	28d
18674732	COLLABORATIVE COMPONENTS FRAMEWORK FOR CONTENT-BASED RECOMMENDATIONS SYSTEM	VIG, NARESH	34d
18789869	DYNAMIC AUTOMATED RECOMMENDER SYSTEM WITH TUNABLE RECOMMENDATION DISTRIBUTIONS	FUELLING, MICHAEL	42d
18674736	PERSONALIZED CAMPAIGN GENERATION THROUGH DEEP CUSTOMER LEARNING	BEKERMAN, MICHAEL	62d
19287726	COMPUTATIONALLY EFFICIENT ARTIFACT TAGGING FOR DOCUMENT MANAGEMENT	LU, KUEN S	—
19041668	METHOD FOR REDUCING LANGUAGE MODEL HALLUCINATION WHEN PREDICTING COMPLEXITY OF CONTENTS OF A STRUCTURED LANGUAGE DATA STRUCTURE	WONG, LINDA	—

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 #	Title	Examiner	Due in
19287726	COMPUTATIONALLY EFFICIENT ARTIFACT TAGGING FOR DOCUMENT MANAGEMENT	LU, KUEN S	—
19096438	LANGUAGE MODEL ADAPTATION FOR DOMAIN-FOCUSED TEXT GENERATION	BOGGS JR., JAMES	—
19041668	METHOD FOR REDUCING LANGUAGE MODEL HALLUCINATION WHEN PREDICTING COMPLEXITY OF CONTENTS OF A STRUCTURED LANGUAGE DATA STRUCTURE	WONG, LINDA	—
18987876	METHOD FOR OVERCOMING TOKEN CONSTRAINTS OF LANGUAGE MODELS APPLIED TO LARGE COMPUTATIONAL MATCHING TASKS	LAM, PHILIP HUNG FAI	—
18960567	STRUCTURED PROMPT FRAMEWORK FOR MACHINE LEARNING MODEL OUPUT GENERATION	HALE, BROOKS T	—
18930938	SYNTHETIC KNOWLEDGE INGESTION FOR ENHANCING LARGE LANGUAGE MODEL PERFORMANCE	SERRAGUARD, SEAN ERIN	—
18918008	FRAMEWORK FOR TRANSACTION CATEGORIZATION PERSONALIZATION	MOORE, REVA R	—
18901804	ARTIFICIAL INTELLIGENCE DRIVEN SYSTEM FOR MANAGING DEPLOYMENT ACTIONS BASED ON SENTIMENT ANALYSIS	PAN, HANG	—

Top Art Units

Art Unit	Apps
2657	3
2655	3
2143	3
2141	3
2124	3
3627	2
2193	2
2151	2
2659	2
2146	2

Pending Office Actions

App #	Title	Examiner	Art Unit	Statutes	Status	Due in	AI	Filed
19287726	COMPUTATIONALLY EFFICIENT ARTIFACT TAGGING FOR DOCUMENT MANAGEMENT	LU, KUEN S	2165	§101	Final Rejection	—	Pending	Jul 31, 2025
19096438	LANGUAGE MODEL ADAPTATION FOR DOMAIN-FOCUSED TEXT GENERATION	BOGGS JR., JAMES	2657	§103	Non-Final OA	—	Pending	Mar 31, 2025
19041668	METHOD FOR REDUCING LANGUAGE MODEL HALLUCINATION WHEN PREDICTING COMPLEXITY OF CONTENTS OF A STRUCTURED LANGUAGE DATA STRUCTURE	WONG, LINDA	2655	§101§103§112	Non-Final OA	—	Pending	Jan 30, 2025
19026017	RESOLVING OPEN TRANSACTIONS	PATEL, AMIT HEMANTKUMAR	3696	§101	Non-Final OA	—	Pending	Jan 16, 2025
18987876	METHOD FOR OVERCOMING TOKEN CONSTRAINTS OF LANGUAGE MODELS APPLIED TO LARGE COMPUTATIONAL MATCHING TASKS	LAM, PHILIP HUNG FAI	2656	§103	Non-Final OA	—	Pending	Dec 19, 2024
18960567	STRUCTURED PROMPT FRAMEWORK FOR MACHINE LEARNING MODEL OUPUT GENERATION	HALE, BROOKS T	2166	§101	Non-Final OA	—	Pending	Nov 26, 2024
18930938	SYNTHETIC KNOWLEDGE INGESTION FOR ENHANCING LARGE LANGUAGE MODEL PERFORMANCE	SERRAGUARD, SEAN ERIN	2657	§102§103	Non-Final OA	—	Pending	Oct 29, 2024
18918008	FRAMEWORK FOR TRANSACTION CATEGORIZATION PERSONALIZATION	MOORE, REVA R	3627	§101§103	Non-Final OA	—	Pending	Oct 16, 2024
18901804	ARTIFICIAL INTELLIGENCE DRIVEN SYSTEM FOR MANAGING DEPLOYMENT ACTIONS BASED ON SENTIMENT ANALYSIS	PAN, HANG	2193	§101	Non-Final OA	—	Pending	Sep 30, 2024
18902652	SUPERVISED TEXT RETRIEVAL	NGUYEN, THU N	2154	§103	Non-Final OA	—	Pending	Sep 30, 2024
18884841	DETECTING SENSITIVE INFORMATION IN RECORDS USING CONTEXT AND DECOYS	JEUDY, JOSNEL	2438	§103Other	Non-Final OA	—	Pending	Sep 13, 2024
18789869	DYNAMIC AUTOMATED RECOMMENDER SYSTEM WITH TUNABLE RECOMMENDATION DISTRIBUTIONS	FUELLING, MICHAEL	3992	§101§103	Final Rejection	42d	Pending	Jul 31, 2024
18791185	ADAPTIVE INFORMATION RETRIEVAL UTILIZING SEMANTIC AND LEXICAL SCORING	MORRISON, JAY A	2151	§101	Final Rejection	—	Pending	Jul 31, 2024
18789839	MACHINE LEARNING BASED APPROACH FOR AUTOMATICALLY IDENTIFYING AND EXTRACTING TRANSACTIONS FROM WEBPAGES	PULLIAS, JESSE SCOTT	2655	§103	Non-Final OA	28d	Pending	Jul 31, 2024
18782876	CONTEXT-AWARE INFORMATION RETRIEVAL	DAYE, CHELCIE L	2161	§103	Final Rejection	—	Pending	Jul 24, 2024
18767899	END-TO-END AUTOMATED LARGE LANGUAGE MODEL EVALUATION AND DEPLOYMENT	PATEL, SHREYANS A	2659	§101§103	Final Rejection	8d overdue	Pending	Jul 09, 2024
18752964	EVALUATING CONTEXT-SPECIFIC CONTENT GENERATED BY A GENERATIVE ARTIFICIAL INTELLIGENCE MODEL	GAY, SONIA L	2657	§102§103	Final Rejection	28d	Pending	Jun 25, 2024
18750763	RESPONSE SYNTHESIS	VILLENA, MARK	2658	§103	Final Rejection	—	Pending	Jun 21, 2024
18750694	AGENT SELECTION	FEREJA, SAMUEL D	2487	§102	Non-Final OA	—	Pending	Jun 21, 2024
18744366	TRAINING DATA GENERATION FOR LARGE LANGUAGE MODEL FINE-TUNING AND/OR BENCHMARKING	CHEN, KUANG FU	2143	§103§112	Non-Final OA	—	Pending	Jun 14, 2024
18734855	ROBUST MULTI-HEAD REGRESSION METRICS FOR MACHINE LEARNING	SAX, STEVEN PAUL	2146	§101§103	Non-Final OA	—	Pending	Jun 05, 2024
18680823	TRAINING PREDICTIVE MODELS BASED ON REWARD SIGNALS	SMITH, BRIAN M	2122	§101§102§103DP	Non-Final OA	—	Pending	May 31, 2024
18679426	MULTIPHASE PROMPT OPTIMIZATION FOR LARGE LANGUAGE MODELS	MCLEAN, IAN SCOTT	2654	§103	Final Rejection	—	Pending	May 30, 2024
18676883	MALICIOUS PROMPT DETECTION FOR LARGE LANGUAGE MODELS	DILUZIO, NICHOLAS JOSEPH	2498	§103§112	Final Rejection	—	Pending	May 29, 2024
18674732	COLLABORATIVE COMPONENTS FRAMEWORK FOR CONTENT-BASED RECOMMENDATIONS SYSTEM	VIG, NARESH	3622	§101§103	Final Rejection	34d	Pending	May 24, 2024
18674736	PERSONALIZED CAMPAIGN GENERATION THROUGH DEEP CUSTOMER LEARNING	BEKERMAN, MICHAEL	3621	§101	Non-Final OA	62d	Pending	May 24, 2024
18671148	MACHINE LEARNING BASED APPROACH FOR TARGETED ITEM RECOMMENDATIONS BASED ON LATENT RELATIONSHIPS AMONG USER FEATURES AND ITEMS OF DIFFERENT TYPES	HASTY, NICHOLAS	2141	§103§112	Non-Final OA	—	Pending	May 22, 2024
18661925	AUTOMATED GENERATION OF A DATASET OF QUESTION-ANSWER PAIRS FOR DOMAIN-SPECIFIC HALLUCINATION TESTING OF GENERATIVE LANGUAGE PROCESSING MACHINE LEARNING MODELS	MAUNI, HUMAIRA ZAHIN	2141	§101§103	Non-Final OA	—	Pending	May 13, 2024
18657190	AUTOMATIC LABEL GENERATION WITH CONFIDENCE SCORES FOR TRAINING A MACHINE LEARNING MODEL TO PERFORM LINE ITEM EXTRACTION	VIRREIRA, ROLANDO PATRICK	2143	§103§112	Non-Final OA	—	Pending	May 07, 2024
18651543	STREAMING DATA SET GENERATION FOR FINE-TUNING MODELS	ZATEZALO, MISHA DAYLA	—	§101§103	Non-Final OA	—	Pending	Apr 30, 2024
18651668	SYSTEMS AND METHODS FOR PERSONALIZED SUMMARIZATION TECHNIQUES USING RETRIEVAL AUGMENTED GENERATION	MANOHARAN, SHASHIDHAR SHANKAR	2655	§101§103	Final Rejection	—	Pending	Apr 30, 2024
18650651	BENCHMARK CREATOR - AN ARTIFICIAL INTELLIGENCE-BASED APPROACH TO EVALUATING THE KNOWLEDGE OF A LANGUAGE MODEL FOR A DATASET	ANDERSON, SCOTT C	3694	§101§103§112	Non-Final OA	—	Pending	Apr 30, 2024
18651460	MACHINE LEARNING BASED APPROACH FOR AUTOMATICALLY RECOMMENDING CONTEXT-SPECIFIC NAVIGATION OPTIONS WITHIN A USER INTERFACE	NILSSON, ERIC	2151	§102§103	Non-Final OA	—	Pending	Apr 30, 2024
18627230	MAPPING DISPARATE LANGUAGE-BASED DATASETS USING A LANGUAGE MODEL	LE, HUNG VAN	2145	§101§103	Non-Final OA	—	Pending	Apr 04, 2024
18621368	GENERATIVE ARTIFICIAL INTELLIGENCE BASED STATEFUL ADVICE SYSTEM	MAC, GARY	2127	§101§103	Non-Final OA	—	Pending	Mar 29, 2024
18622276	DECLARATIVE QUERY SCHEMA-BASED APPLICATION PROGRAMMING INTERFACE	NGO, THANH	2198	§103	Non-Final OA	—	Pending	Mar 29, 2024
18612138	AUTOMATED OPTIMIZATION OF EXTRACTION-BASED CATEGORIZATION PROCESSES	NAULT, VICTOR ADELARD	2124	§101§103	Non-Final OA	—	Pending	Mar 21, 2024
18591788	INTEGRATING USER INTERFACE FUNCTIONALITY FROM DISPARATE APPLICATIONS	MALIK, ZEERICK ASIM	2193	§103	Final Rejection	55d	Pending	Feb 29, 2024
18592514	PROMPT DESIGN ITERATION INTERFACE FOR LARGE LANGUAGE MODELS	CHUNG, DANIEL WONSUK	2659	§101§103	Non-Final OA	—	Pending	Feb 29, 2024
18592377	ASSISTIVE GENERATIVE AI-BASED RESPONSES	VINCENT, DAVID ROBERT	2123	§101	Non-Final OA	—	Pending	Feb 29, 2024
18592461	QUERY EXECUTION METHOD FOR ELECTRONIC FORM COMPLETION	HUYNH, LINDA TANG	2172	§103	Final Rejection	21d	Pending	Feb 29, 2024
18592358	EMBEDDED GENERATIVE AI-BASED DOMAIN EXPLANATIONS	LE, MICHAEL HOANG	2141	§103	Non-Final OA	—	Pending	Feb 29, 2024
18435975	CONFIGURABLE API CONNECTOR	MUDRICK, TIMOTHY A	2198	§103	Final Rejection	—	Pending	Feb 07, 2024
18426226	PRE-FILTERING FOR AN ARTIFICIAL INTELLEGENCE PIPELINE	LI, LIANG Y	2143	§101§103	Non-Final OA	—	Pending	Jan 29, 2024
18424572	SLANG USAGE DETECTION AND MITIGATION FOR LARGE LANGUAGE MODELS	TENGBUMROONG, NATHAN NARA	2654	§103	Non-Final OA	49d overdue	Pending	Jan 26, 2024
18423128	COMPLETENESS GRAPH GENERATOR	ALI, NAYMUR RAHMAN	2123	§101§103	Non-Final OA	—	Pending	Jan 25, 2024
18421688	SINGULARLY ADAPTIVE DIGITAL CONTENT GENERATION	HUANG, YAO D	2124	§101§102§103§112	Non-Final OA	—	Pending	Jan 24, 2024
18391919	DECISION MODEL COMPRESSION FOR EFFICIENT PROCESSING AND STORAGE OF MULTI-CONDITION WORKFLOWS	CHEIN, ALLEN C	3627	§101	Final Rejection	—	Pending	Dec 21, 2023
18390359	RE-TRAINING A MACHINE LEARNING MODEL IN REAL-TIME USING A FAST ALGORITHM	RYLANDER, BART I	2124	§101§103	Non-Final OA	—	Pending	Dec 20, 2023
18543798	DATA SOURCE MAPPER FOR ENHANCED DATA RETRIEVAL	CHEUNG, HUBERT G	2152	§103	Non-Final OA	20d	Pending	Dec 18, 2023

View all 60 →

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Frequently Asked Questions

How many pending USPTO office actions does Intuit Inc. have?

Intuit Inc. has 60 pending office actions as of October 2026, spread across 41 art units and 60 examiners.

Which USPTO examiner handles the most Intuit Inc. applications?

Kuen S Lu has the most, with 1 of Intuit Inc.'s pending office actions.

What technology area are Intuit Inc.'s patent applications in?

Mostly Computing & Software (USPTO Tech Center 2100), based on where its pending office actions are examined.