Last updated: May 29, 2026

Application No. 17/867,310

ZAAF - Augmented Analytics Framework with Deep Metrics Discovery

Non-Final OA

Filed

Jul 18, 2022

Priority

Jul 16, 2021 — IN 202141032082 +1 more

Examiner

SINGLETARY, TYRONE E

Art Unit

3625

Tech Center

3600 — Transportation & Electronic Commerce

Assignee

Zoho Corporation Private Limited

OA Round

3 (Non-Final)

This examiner grants 30% of cases after interview

— +27.7% interview lift. A telephonic interview to clarify the technical implementation could significantly improve the outcome.

Based on 188 resolved cases, 2023–2026

Examiner Intelligence

SINGLETARY, TYRONE E View full profile →

Grants only 30% of cases

Career Allowance Rate

56 granted / 188 resolved

-22.2% vs TC avg

Strong +28% interview lift

Without

With

+27.7%

Interview Lift

resolved cases with interview

Typical timeline

3y 6m

Avg Prosecution

19 currently pending

Career history

225

Total Applications

across all art units

Statute-Specific Performance

§101

6.4%

-33.6% vs TC avg

§103

79.7%

+39.7% vs TC avg

§102

7.5%

-32.5% vs TC avg

§112

4.1%

-35.9% vs TC avg

Black line = Tech Center average estimate • Based on career data from 188 resolved cases

Prosecution Timeline

Show 3 earlier events

Jan 13, 2025

Final Rejection mailed

Apr 09, 2025

Response after Non-Final Action

Apr 09, 2025

Notice of Allowance

Jun 03, 2025

Response after Non-Final Action

Sep 09, 2025

Request for Continued Examination

Nov 15, 2025

Response after Non-Final Action

Mar 09, 2026

Response after Non-Final Action

Mar 18, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

18/613,178

Patent 12597080

DRILLING ACTIVITY RECOMMENDATION SYSTEM AND METHOD

2y 0m to grant Granted Apr 07, 2026

18/733,973

Patent 12561623

IDENTIFYING ABATEMENT TECHNOLOGIES FOR IMPLEMENTATION IN SUSTAINABILITY ACTION PLANS

1y 8m to grant Granted Feb 24, 2026

17/486,474

Patent 12488303

SYSTEMS AND METHODS OF OPTIMIZING PACK SIZE AND CUSTOMER-FACING QUANTITY OF RETAIL PRODUCTS AT RETAIL FACILITIES

4y 2m to grant Granted Dec 02, 2025

18/222,179

Patent 12236382

SYSTEM AND GRAPHICAL USER INTERFACE FOR PROVIDING STORE-LEVEL DIAGNOSTICS AND REMEDIATION

1y 7m to grant Granted Feb 25, 2025

17/437,861

Patent 12159254

APPARATUS FOR THE SEMANTIC-BASED OPTIMIZATION OF PRODUCTION FACILITIES WITH EXPLAINABILITY

3y 2m to grant Granted Dec 03, 2024

Study what changed to get past this examiner. Based on 5 most recent grants.

Strategy Recommendation AI-generated — please review before filing

Get a prosecution strategy drawn from examiner precedents, rejection analysis, and claim mapping.

Typically takes 5-10 seconds — AI-generated, attorney review required before filing

Prosecution Projections

3-4

Expected OA Rounds

30%

Grant Probability

58%

With Interview (+27.7%)

3y 6m (~0m remaining)

Median Time to Grant

High

PTA Risk

Based on 188 resolved cases by this examiner. Grant probability derived from career allowance rate.

ZAAF - Augmented Analytics Framework with Deep Metrics Discovery

This examiner grants 30% of cases after interview

Examiner Intelligence

Statute-Specific Performance

Prosecution Timeline

Precedent Cases

Applications granted by this same examiner with similar technology

Strategy Recommendation AI-generated — please review before filing

Prosecution Projections

Ready to respond to this office action?

Sign in with your work email