Prosecution Insights
Last updated: July 17, 2026
Application No. 18/194,605

BACKGROUND THEORY-BASED METHOD FOR REFINEMENT AND EVALUATION OF FUNCTIONAL MODELS EXTRACTED FROM NUMERICAL DATA

Non-Final OA
Filed
Mar 31, 2023
Examiner
ALHIJA, SAIF A
Art Unit
Tech Center
Assignee
International Business Machines Corporation
OA Round
1 (Non-Final)
72%
Grant Probability
Favorable
1-2
OA Rounds
7m
Est. Remaining
91%
With Interview

Examiner Intelligence

Grants 72% — above average
72%
Career Allowance Rate
430 granted / 595 resolved
+12.3% vs TC avg
Strong +19% interview lift
Without
With
+18.9%
Interview Lift
resolved cases with interview
Typical timeline
3y 10m
Avg Prosecution
26 currently pending
Career history
640
Total Applications
across all art units

Statute-Specific Performance

§101
9.5%
-30.5% vs TC avg
§103
54.6%
+14.6% vs TC avg
§102
26.7%
-13.3% vs TC avg
§112
7.0%
-33.0% vs TC avg
Black line = Tech Center average estimate • Based on career data from 595 resolved cases

Prosecution Timeline

Mar 31, 2023
Application Filed
Aug 01, 2023
Response after Non-Final Action
Aug 03, 2023
Response after Non-Final Action
Jun 01, 2026
Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12663638
DYNAMIC JOINT DISTRIBUTION ALIGNMENT NETWORK-BASED BEARING FAULT DIAGNOSIS METHOD UNDER VARIABLE WORKING CONDITIONS
4y 3m to grant Granted Jun 23, 2026
Patent 12657254
PRIME-NUMBER-BASED PARALLEL SOLVER FOR ENGINEERING DESIGN OPTIMIZATION PROBLEMS OF POLYNOMIAL FORMS WITH INTEGER VARIABLES
4y 0m to grant Granted Jun 16, 2026
Patent 12651104
Aligning Polygon-like Representations With Inaccuracies
4y 1m to grant Granted Jun 09, 2026
Patent 12650683
Spray drying plant operator training system
4y 2m to grant Granted Jun 09, 2026
Patent 12632619
DROP TEST ANALYSIS AND OPTIMIZATION
3y 9m to grant Granted May 19, 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
72%
Grant Probability
91%
With Interview (+18.9%)
3y 10m (~7m remaining)
Median Time to Grant
Low
PTA Risk
Based on 595 resolved cases by this examiner. Grant probability derived from career allowance rate.

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