Prosecution Insights
Last updated: July 17, 2026
Application No. 18/908,525

SYSTEMS AND METHODS FOR GENERATING A CUSTOMIZED GRAPHICAL USER INTERFACE

Non-Final OA
Filed
Oct 07, 2024
Priority
Jan 31, 2022 — continuation of 12/112,127
Examiner
SPOONER, LAMONT M
Art Unit
Tech Center
Assignee
Walmart Apollo LLC
OA Round
1 (Non-Final)
74%
Grant Probability
Favorable
1-2
OA Rounds
1y 7m
Est. Remaining
86%
With Interview

Examiner Intelligence

Grants 74% — above average
74%
Career Allowance Rate
450 granted / 612 resolved
+13.5% vs TC avg
Moderate +12% lift
Without
With
+12.3%
Interview Lift
resolved cases with interview
Typical timeline
3y 4m
Avg Prosecution
17 currently pending
Career history
629
Total Applications
across all art units

Statute-Specific Performance

§101
2.0%
-38.0% vs TC avg
§103
79.7%
+39.7% vs TC avg
§102
11.2%
-28.8% vs TC avg
§112
4.5%
-35.5% vs TC avg
Black line = Tech Center average estimate • Based on career data from 612 resolved cases

Prosecution Timeline

Oct 07, 2024
Application Filed
May 20, 2026
Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12675644
TASK-SPECIFIC LANGUAGE SETS FOR MULTILINGUAL LEARNING
4y 0m to grant Granted Jul 07, 2026
Patent 12670327
DETECTING HALLUCINATION IN A LANGUAGE MODEL
3y 0m to grant Granted Jun 30, 2026
Patent 12664377
TEXT STRING SUMMARIZATION
5y 11m to grant Granted Jun 23, 2026
Patent 12632671
CLINICAL CONTEXT CENTRIC NATURAL LANGUAGE PROCESSING SOLUTIONS
3y 2m to grant Granted May 19, 2026
Patent 12626050
Semi-Autoregressive Text Editing
3y 11m to grant Granted May 12, 2026
Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

1-2
Expected OA Rounds
74%
Grant Probability
86%
With Interview (+12.3%)
3y 4m (~1y 7m remaining)
Median Time to Grant
Low
PTA Risk
Based on 612 resolved cases by this examiner. Grant probability derived from career allowance rate.

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