Prosecution Insights
Last updated: October 25, 2026

Dinsmore & Shohl LLP - Intuit

Technology areas: Computing & Software • Communications

12 pending office actions • 2 clients • 12 examiners • 10 art units • 0 of 12 (0%) have an AI response strategy ready • 48 patents granted in the last 365 days

Analysis

This Intuit profile covers Computing & Software and reports 12 pending office actions. The associated career record contains 34995 applications, a resolved allowance rate of 85.36%, and an average of 3.05 office actions per allowance.

Those historical figures describe the broader record associated with the profile, not necessarily the outcome of the open Intuit matters. The allowance rate indicates that a majority of resolved applications reached allowance, while the action average shows that allowance commonly followed multiple examination exchanges.

For a practitioner, the open software docket calls for coordinated review of claim scope, technical terminology, and response timing. The larger career record supports standardized portfolio metrics, but individual Intuit matters should still be evaluated for their own examiner issues and prosecution objectives.

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

Quality Metrics (n=34995 apps, methodology: how we score firms)

85.4%
Allowance Rate
n=34995
+0.56σ
Allowance Rate (norm)
n=34995
3.0
OAs to Allowance
n=21715
-0.29σ
OAs to Allow (norm)
n=21715
1004 days
Time to Allowance
n=21715
+7.0pp
Interview Lift
n=34995
22.2%
RCE Rate
n=34995
3.8%
Appeal Rate
n=34995

Rejection Performance (% of received rejections ultimately overcome)

67.6%
§101 Overcome
n=2660
77.9%
§102 Overcome
n=9407
77.9%
§103 Overcome
n=15172
80.3%
§112 Overcome
n=9690

Specialization & Scale

G06F, A61B, G06Q
Top CPC Subclasses
8%
Top-3 CPC Share
n=34995
74
Practitioners
n=34995
472.9
Apps / Practitioner
n=34995

Portfolio Summary

12
Total Pending OAs
9
Non-Final OAs
2
Final Rejections
1
Advisory / Quayle

Response Deadline Pressure

Based on the USPTO statutory response window for each pending office action. 1 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.

1
Overdue
0
Due this week
0
Due this month
0
Due in next 60 days
0
Due later

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.

8
Hard (67%)
4
Medium (33%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 only2 (17%)
§101 + other4 (33%)
§103 only4 (33%)
Multi-statute (no §101)2 (17%)

Industry Mix

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

0
Life Sciences
0% of docket
7
Information Tech
58% of docket
3
Communications
25% of docket
0
Semiconductors
0% of docket
0
Mechanical / Eng
0% of docket
2
Business / Other
17% 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.

120 h
Manual time on pending OAs
24 h
Time saved (low, 20%)
42 h
Time saved (mid, 35%)
1.1 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
BOGGS JR., JAMES 1 62.9% +36.0%
SERRAGUARD, SEAN ERIN 1 69.3% +34.3%
MORRISON, JAY A 1 81.1% +23.3%
DAYE, CHELCIE L 1 76.6% +16.0%
CHEN, KUANG FU 1 79.8% +69.0%
ZATEZALO, MISHA DAYLA 1 — —
LE, MICHAEL HOANG 1 — —
VINCENT, DAVID ROBERT 1 80.4% +3.8%
TENGBUMROONG, NATHAN NARA 1 40.7% +34.1%
ANNIS, PETER THOMAS 1 — —

Hard Cases (8)

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
18930938 SYNTHETIC KNOWLEDGE INGESTION FOR ENHANCING LARGE LANGUAGE MODEL PERFORMANCE SERRAGUARD, SEAN ERIN —
18791185 ADAPTIVE INFORMATION RETRIEVAL UTILIZING SEMANTIC AND LEXICAL SCORING MORRISON, JAY A —
18744366 TRAINING DATA GENERATION FOR LARGE LANGUAGE MODEL FINE-TUNING AND/OR BENCHMARKING CHEN, KUANG FU —
18651543 STREAMING DATA SET GENERATION FOR FINE-TUNING MODELS ZATEZALO, MISHA DAYLA —
18592377 ASSISTIVE GENERATIVE AI-BASED RESPONSES VINCENT, DAVID ROBERT —
18497884 AUTOMIZED GENERATION OF INSIGHTFUL AND CONFIDENT DATA INSIGHTS ANNIS, PETER THOMAS —
18495172 WORKFLOW ASSISTANT WITH GENERATIVE ARTIFICIAL INTELLIGENCE PENG, STEVEN —
18372660 EXPERT FEEDBACK LOOP FOR RESOLVING AMBIGUITY ROY, SANCHITA —

Interview Candidates (6)

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 6 ordered by deadline are shown.

App #TitleExaminerDue in
18424572 SLANG USAGE DETECTION AND MITIGATION FOR LARGE LANGUAGE MODELS TENGBUMROONG, NATHAN NARA 49d overdue
19096438 LANGUAGE MODEL ADAPTATION FOR DOMAIN-FOCUSED TEXT GENERATION BOGGS JR., JAMES —
18930938 SYNTHETIC KNOWLEDGE INGESTION FOR ENHANCING LARGE LANGUAGE MODEL PERFORMANCE SERRAGUARD, SEAN ERIN —
18791185 ADAPTIVE INFORMATION RETRIEVAL UTILIZING SEMANTIC AND LEXICAL SCORING MORRISON, JAY A —
18782876 CONTEXT-AWARE INFORMATION RETRIEVAL DAYE, CHELCIE L —
18744366 TRAINING DATA GENERATION FOR LARGE LANGUAGE MODEL FINE-TUNING AND/OR BENCHMARKING CHEN, KUANG FU —

Client Portfolio (2 clients)

Client (Assignee)Pending OAs
INTUIT INC. 8
Intuit 4

Top Art Units

Art UnitApps
26572
21511
21611
21431
21411
21231
26541
41001
21251
21461

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
19096438 LANGUAGE MODEL ADAPTATION FOR DOMAIN-FOCUSED TEXT GENERATION Intuit Inc. BOGGS JR., JAMES 2657 §103 Non-Final OA — Pending Mar 31, 2025
18930938 SYNTHETIC KNOWLEDGE INGESTION FOR ENHANCING LARGE LANGUAGE MODEL PERFORMANCE Intuit Inc. SERRAGUARD, SEAN ERIN 2657 §102§103 Non-Final OA — Pending Oct 29, 2024
18791185 ADAPTIVE INFORMATION RETRIEVAL UTILIZING SEMANTIC AND LEXICAL SCORING Intuit Inc. MORRISON, JAY A 2151 §101 Final Rejection — Pending Jul 31, 2024
18782876 CONTEXT-AWARE INFORMATION RETRIEVAL Intuit, Inc. DAYE, CHELCIE L 2161 §103 Final Rejection — Pending Jul 24, 2024
18744366 TRAINING DATA GENERATION FOR LARGE LANGUAGE MODEL FINE-TUNING AND/OR BENCHMARKING Intuit Inc. CHEN, KUANG FU 2143 §103§112 Non-Final OA — Pending Jun 14, 2024
18651543 STREAMING DATA SET GENERATION FOR FINE-TUNING MODELS Intuit, Inc. ZATEZALO, MISHA DAYLA §101§103 Non-Final OA — Pending Apr 30, 2024
18592358 EMBEDDED GENERATIVE AI-BASED DOMAIN EXPLANATIONS Intuit, Inc. LE, MICHAEL HOANG 2141 §103 Non-Final OA — Pending Feb 29, 2024
18592377 ASSISTIVE GENERATIVE AI-BASED RESPONSES Intuit, Inc. VINCENT, DAVID ROBERT 2123 §101 Non-Final OA — Pending Feb 29, 2024
18424572 SLANG USAGE DETECTION AND MITIGATION FOR LARGE LANGUAGE MODELS Intuit, Inc. TENGBUMROONG, NATHAN NARA 2654 §103 Non-Final OA 49d overdue Pending Jan 26, 2024
18497884 AUTOMIZED GENERATION OF INSIGHTFUL AND CONFIDENT DATA INSIGHTS Intuit, Inc. ANNIS, PETER THOMAS 4100 §101§102§103 Non-Final OA — Pending Oct 30, 2023
18495172 WORKFLOW ASSISTANT WITH GENERATIVE ARTIFICIAL INTELLIGENCE Intuit, Inc. PENG, STEVEN 2125 §101§102§103 Non-Final OA — Pending Oct 26, 2023
18372660 EXPERT FEEDBACK LOOP FOR RESOLVING AMBIGUITY Intuit, Inc. ROY, SANCHITA 2146 §101§102§103§112 Non-Final OA — Pending Sep 25, 2023

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Frequently Asked Questions

What is Dinsmore & Shohl LLP - Intuit's patent allowance rate?

85.4% of resolved applications prosecuted by Dinsmore & Shohl LLP - Intuit were allowed, across 34,995 applications in USPTO records.

How many office actions does Dinsmore & Shohl LLP - Intuit average before allowance?

3.05 office actions per allowed application on average.

How many pending office actions does Dinsmore & Shohl LLP - Intuit have?

12 pending office actions as of October 2026, for 2 clients, before 12 examiners in 10 art units.

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