Last updated: May 29, 2026

Application No. 17/526,183

GENERATING GREENHOUSE GAS EMISSIONS ESTIMATIONS ASSOCIATED WITH LOGISTICS CONTEXTS USING MACHINE LEARNING TECHNIQUES

Final Rejection

Filed

Nov 15, 2021

Examiner

SINGLETARY, TYRONE E

Art Unit

3625

Tech Center

3600 — Transportation & Electronic Commerce

Assignee

International Business Machines Corporation

OA Round

7 (Final)

Interview Optional

— +27.7% interview lift. Interview already conducted in this application's prosecution history. This examiner has a 30% grant rate with +27.7% interview lift. Since an interview has already been tried, recommend written response with narrowed claims based on precedent claim evolution patterns.

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 25 earlier events

Jun 03, 2025

Examiner Interview Summary

Jun 04, 2025

Response after Non-Final Action

Jun 30, 2025

Request for Continued Examination

Jul 03, 2025

Response after Non-Final Action

Jul 16, 2025

Non-Final Rejection mailed

Sep 25, 2025

Interview Requested

Oct 16, 2025

Response Filed

Jan 09, 2026

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

8-9

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.