Last updated: August 17, 2026

Application No. 18/422,964

METHOD AND SYSTEM FOR ENHANCING SALES REPRESENTATIVE PERFORMANCE USING MACHINE LEARNING MODELS

Final Rejection

Filed

Jan 25, 2024

Examiner

SINGLETARY, TYRONE E

Art Unit

3625

Tech Center

3600 — Transportation & Electronic Commerce

Assignee

Dell Products L.P.

OA Round

2 (Final)

Interview Optional

— +28.7% interview lift. Interview already conducted in this application's prosecution history. This examiner has a 30% grant rate with +28.7% interview lift. Since an interview has already been tried, recommend written response with narrowed claims based on precedent claim evolution patterns.

Based on 194 resolved cases, 2023–2026

Examiner Intelligence

SINGLETARY, TYRONE E View full profile →

Grants only 30% of cases

Career Allowance Rate

59 granted / 194 resolved

-21.6% vs TC avg

Strong +29% interview lift

Without

With

+28.7%

Interview Lift

resolved cases with interview

Typical timeline

3y 6m

Avg Prosecution

25 currently pending

Career history

231

Total Applications

across all art units

Statute-Specific Performance

§101

24.5%

-15.5% vs TC avg

§103

51.1%

+11.1% vs TC avg

§102

11.4%

-28.6% vs TC avg

§112

11.4%

-28.6% vs TC avg

Black line = Tech Center average estimate • Based on career data from 194 resolved cases

Prosecution Timeline

Jan 25, 2024

Application Filed

Jan 22, 2026

Non-Final Rejection mailed

Apr 06, 2026

Interview Requested

Apr 16, 2026

Applicant Interview (Telephonic)

Apr 16, 2026

Examiner Interview Summary

Apr 22, 2026

Response Filed

Jul 17, 2026

Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

18/594,325

Patent 12682365

SYSTEM AND METHOD FOR CORRELATING AND ENHANCING DATA OBTAINED FROM DISTRIBUTED SOURCES IN A NETWORK OF DISTRIBUTED COMPUTER SYSTEMS

2y 4m to grant Granted Jul 14, 2026

18/605,074

Patent 12657535

AUTOMATED SUPPLY CHAIN DEMAND FORECASTING

2y 3m to grant Granted Jun 16, 2026

18/734,079

Patent 12657529

UPDATING SUSTAINABILITY ACTION PLANS FOR AN ENTERPRISE BASED ON DETECTED CHANGE IN INPUT DATA

2y 0m to grant Granted Jun 16, 2026

18/928,719

Patent 12651220

SYSTEMS AND METHODS FOR DETERMINING PATH SOLUTIONS ASSOCIATED WITH A SUPPLY CHAIN NETWORK

1y 7m to grant Granted Jun 09, 2026

18/204,084

Patent 12646018

SYSTEMS AND METHOD FOR MESSAGE-BASED CONTROL AND MONITORING OF A BUSINESS PROCESS

3y 0m to grant Granted Jun 02, 2026

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

59%

With Interview (+28.7%)

3y 6m (~11m remaining)

Median Time to Grant

Moderate

PTA Risk

Based on 194 resolved cases by this examiner. Grant probability derived from career allowance rate.