Prosecution Insights
Last updated: October 04, 2026

Mbhb - Servicenow, Inc.

Technology area: Computing & Software

26 pending office actions • 1 client • 26 examiners • 19 art units • 0 of 26 (0%) have an AI response strategy ready

Quality Metrics (n=359 apps, methodology: how we score firms)

86.9%
Allowance Rate
n=359
+0.41σ
Allowance Rate (norm)
n=359
2.7
OAs to Allowance
n=205
-0.45σ
OAs to Allow (norm)
n=205
749 days
Time to Allowance
n=205
-16.1pp
Interview Lift
n=359
48.3%
RCE Rate
n=359
0.6%
Appeal Rate
n=359

Rejection Performance (% of received rejections ultimately overcome)

43.0%
§101 Overcome
n=93
62.6%
§102 Overcome
n=91
59.6%
§103 Overcome
n=203
55.4%
§112 Overcome
n=56

Specialization & Scale

G06F, H04L, G06N
Top CPC Subclasses
87%
Top-3 CPC Share
n=359
0
Practitioners
n=359
—
Apps / Practitioner
n=359 (min 20)

Portfolio Summary

26
Total Pending OAs
11
Non-Final OAs
12
Final Rejections
3
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.

8
Overdue
0
Due this week
3
Due this month
1
Due in next 60 days
0
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.

-30dToday30d60d90d120d
Overdue (8)Due ≤ 30 days (3)Due ≤ 60 days (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.

16
Hard (62%)
10
Medium (38%)
0
Easy (0%)
0
Unknown (0%)

Rejection Statute Mix

BucketCases
§101 + other13 (50%)
§103 only9 (35%)
Double-patenting + other1 (4%)
Multi-statute (no §101)3 (12%)

Industry Mix

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

0
Life Sciences
0% of docket
16
Information Tech
62% of docket
2
Communications
8% of docket
1
Semiconductors
4% of docket
3
Mechanical / Eng
12% of docket
4
Business / Other
15% 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.

260 h
Manual time on pending OAs
52 h
Time saved (low, 20%)
91 h
Time saved (mid, 35%)
2.3 wks
FTE-weeks freed (mid)

Top Examiners on this docket

ExaminerApps on this docketAllow rateInterview lift
BROWN, ANTHONY D 1 85.4% +15.1%
MENG, JAU SHYA 1 79.3% +33.9%
EL-HAGE HASSAN, ABDALLAH A 1 42.9% +40.4%
SHAH, VAISHALI 1 57.4% +53.2%
SHEN, SAMUEL 1 43.3% +21.1%
CHRISTENSEN, SCOTT B 1 77.8% +32.5%
YI, RINNA 1 73.6% +48.1%
XU, ZUJIA 1 68.4% +75.7%
UDDIN, MD I 1 77.1% +73.7%
LEE, WILLIAM MICHAEL 1 — —

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
19071356 Secure Deployment of Software Packages BROWN, ANTHONY D —

Hard Cases (16)

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
18425491 Generating Graphical User Interfaces from Design Specifications and Design Specifications from Graphical User Interfaces NAZAR, AHAMED I 22d overdue
19054235 Document Creation with Guided Generative Artificial Intelligence MENG, JAU SHYA 9d overdue
18234201 Providing Notifications Based on Event Data CHEN, ZHI 1d overdue
18336511 Improved Training Set Selection for Semi-Supervised Learning TRAN, DANIEL DUC 9d
18222844 DYNAMIC WEB COMPONENT WITH CONFIGURABLE CONTENT MAIDO, MAGGIE T 16d
19015152 Reusable Triggers for Workflows EL-HAGE HASSAN, ABDALLAH A —
18825460 Common Interaction Architecture SHEN, SAMUEL —
18753846 User-Specific Navigation Guidance Generation YI, RINNA —

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 #TitleExaminerDue in
19054235 Document Creation with Guided Generative Artificial Intelligence MENG, JAU SHYA 9d overdue
18924767 DATABASE QUERY SPLITTING SHAH, VAISHALI 13d
19071356 Secure Deployment of Software Packages BROWN, ANTHONY D —
19015152 Reusable Triggers for Workflows EL-HAGE HASSAN, ABDALLAH A —
18825460 Common Interaction Architecture SHEN, SAMUEL —
18821617 CHATBOT DYNAMIC CONTENT VIA A SEPARATE MESSAGING APPLICATION CHRISTENSEN, SCOTT B —
18753846 User-Specific Navigation Guidance Generation YI, RINNA —
18652042 Efficient Cloud Computing Resource Usage XU, ZUJIA —

Client Portfolio (1 client)

Client (Assignee)Pending OAs
ServiceNow 26

Top Art Units

Art UnitApps
21792
21782
21292
24081
21681
36231
21561
24441
21691
26531

Pending Office Actions

App #TitleClientExaminerArt UnitStatutesStatusDue inAIFiled
19071356 Secure Deployment of Software Packages Servicenow, Inc. BROWN, ANTHONY D 2408 §103 Final Rejection — Pending Mar 05, 2025
19054235 Document Creation with Guided Generative Artificial Intelligence Servicenow, Inc. MENG, JAU SHYA 2168 §101§103§112 Non-Final OA 9d overdue Pending Feb 14, 2025
19015152 Reusable Triggers for Workflows Servicenow, Inc. EL-HAGE HASSAN, ABDALLAH A 3623 §101§103 Non-Final OA — Pending Jan 09, 2025
18924767 DATABASE QUERY SPLITTING Servicenow, Inc. SHAH, VAISHALI 2156 §103Other Final Rejection 13d Pending Oct 23, 2024
18825460 Common Interaction Architecture Servicenow, Inc. SHEN, SAMUEL 2179 §102§103 Non-Final OA — Pending Sep 05, 2024
18821617 CHATBOT DYNAMIC CONTENT VIA A SEPARATE MESSAGING APPLICATION Servicenow, Inc. CHRISTENSEN, SCOTT B 2444 §103DP Final Rejection — Pending Aug 30, 2024
18753846 User-Specific Navigation Guidance Generation Servicenow, Inc. YI, RINNA 2179 §102§103 Non-Final OA — Pending Jun 25, 2024
18652042 Efficient Cloud Computing Resource Usage Servicenow, Inc. XU, ZUJIA §101§103 Non-Final OA — Pending May 01, 2024
18637338 Common Fragment Caching for Web Documents Servicenow, Inc. UDDIN, MD I 2169 §101§103 Non-Final OA — Pending Apr 16, 2024
18634394 Framework for Trustworthy Generative Artificial Intelligence Servicenow, Inc. LEE, WILLIAM MICHAEL §101§102§103 Non-Final OA — Pending Apr 12, 2024
18632081 HYBRID NATURAL LANGUAGE QUERY (NLQ) SYSTEM BASED ON RULE-BASED AND GENERATIVE ARTIFICIAL INTELLIGENCE TRANSLATION Servicenow, Inc. LOWEN, NICHOLAS DANIEL 2653 §101§102§103§112 Non-Final OA — Pending Apr 10, 2024
18595102 Obtaining Performance Results from Functional Testing in the Presence of Noise Servicenow, Inc. LE, JOHN H §101§103 Non-Final OA — Pending Mar 04, 2024
18584344 TRAINING OF LARGE LANGUAGE MODELS USING AUTOMATED REFERENCE AUGMENTATION Servicenow, Inc. QAYYUM, ZESHAN §101§103§112 Non-Final OA — Pending Feb 22, 2024
18442916 AUTOMATIC WORKFLOW TEMPLATE GENERATION FROM TEXT INPUT Servicenow, Inc. RINES, ROBERT D 3625 §103 Non-Final OA — Pending Feb 15, 2024
18436816 VISUALIZATION OF CLUSTERS TO SUPPORT SOFTWARE ASSET MANAGEMENT Servicenow, Inc. PHAN, NICHOLAS K 2857 §101§102 Non-Final OA — Pending Feb 08, 2024
18426810 Framework Neutral and Updatable Clustering Model Servicenow, Inc. GMAHL, NAVNEET K 2166 §103 Final Rejection 23d overdue Pending Jan 30, 2024
18425491 Generating Graphical User Interfaces from Design Specifications and Design Specifications from Graphical User Interfaces Servicenow, Inc. NAZAR, AHAMED I 2178 §102§103 Final Rejection 22d overdue Pending Jan 29, 2024
18425506 Generating Graphical User Interface Designs Using Natural Language Processing Servicenow, Inc. VU, TOAN H 2178 §103 Non-Final OA 26d overdue Pending Jan 29, 2024
18404669 Efficient Build Procedures for Application Source Code Servicenow, Inc. SOLTANZADEH, AMIR 2191 §103 Final Rejection 41d Pending Jan 04, 2024
18385799 TIME-SERIES DATABASE FOR FAST PRIMARY KEY LOOKUPS Servicenow, Inc. MAHMOOD, REZWANUL 2159 §101§103 Final Rejection — Pending Oct 31, 2023
18234201 Providing Notifications Based on Event Data Servicenow, Inc. CHEN, ZHI 2196 §101§103§112 Final Rejection 1d overdue Pending Aug 15, 2023
18222844 DYNAMIC WEB COMPONENT WITH CONFIGURABLE CONTENT Servicenow, Inc. MAIDO, MAGGIE T 2129 §101§103§112 Final Rejection 16d Pending Jul 17, 2023
18336511 Improved Training Set Selection for Semi-Supervised Learning Servicenow, Inc. TRAN, DANIEL DUC 2147 §101§103 Final Rejection 9d Pending Jun 16, 2023
18203548 ANOMALY DETECTION Servicenow, Inc. RODRIGUEZ, JOSEPH C 3653 §103 Non-Final OA 26d overdue Pending May 30, 2023
18300930 Efficiently Extendable In-Interpreter Natural Language Agent Servicenow, Inc. MCLEAN, IAN SCOTT 2654 §103 Final Rejection 15d overdue Pending Apr 14, 2023
17500721 Classification Evaluation and Improvement in Machine Learning Models Servicenow, Inc. THAI, JASMINE THANH 2129 §103 Final Rejection 15d overdue Pending Oct 13, 2021

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