Prosecution Insights
Last updated: April 19, 2026
Application No. 18/393,185

TRAINING AND USING AN INVENTORY ANOMALY PREDICTION MODEL TO PREDICT INVENTORY ANOMALIES

Final Rejection §101
Filed
Dec 21, 2023
Examiner
OBAID, FATEH M
Art Unit
3627
Tech Center
3600 — Transportation & Electronic Commerce
Assignee
Walmart Apollo LLC
OA Round
2 (Final)
68%
Grant Probability
Favorable
3-4
OA Rounds
3y 6m
To Grant
99%
With Interview

Examiner Intelligence

Grants 68% — above average
68%
Career Allow Rate
523 granted / 769 resolved
+16.0% vs TC avg
Strong +35% interview lift
Without
With
+35.0%
Interview Lift
resolved cases with interview
Typical timeline
3y 6m
Avg Prosecution
29 currently pending
Career history
798
Total Applications
across all art units

Statute-Specific Performance

§101
31.2%
-8.8% vs TC avg
§103
33.5%
-6.5% vs TC avg
§102
19.6%
-20.4% vs TC avg
§112
5.2%
-34.8% vs TC avg
Black line = Tech Center average estimate • Based on career data from 769 resolved cases

Office Action

§101
Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . DETAILED ACTION This communication is in response to the amendments filed on 10/20/2025. Claims 1-3, 5-6, 8-10, 12-13, 15-17 and 19 have been amended. Claims 4, 7, 11, 14, 18 and 20 have been canceled. Claims 1-3, 5-6, 8-10, 12-13, 15-17 and 19 are currently pending and have been examined. Claim Rejections - 35 USC § 101 35 U.S.C. 101 reads as follows: Whoever invents or discovers any new and useful process, machine, manufacture, or composition of matter, or any new and useful improvement thereof, may obtain a patent therefor, subject to the conditions and requirements of this title. Claims 1, 3, 5-6, 8-9, 12-13, 15-16 and 19 are rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. Claims 1-5 are directed to a system which are statutory classes of invention. Nevertheless, independent claim 1 is directed in part to an abstract idea. The claims are drawn to commercial or legal interactions (under certain methods of organizing human activity), or obtain inventory data of an inventory storage location from an inventory data store, in this case. The independent claims recite steps which are done by using generic computing components. If the claim limitations, under the broadest reasonable interpretation, covers performance of the limitations as a commercial or legal interaction but for the recitation of generic computer elements, then it falls within the “Commercial Legal Interactions” grouping of abstract ideas. Accordingly, the claims recite an abstract idea. This judicial exception is not integrated into a practical application because the claims as a whole merely describes the concept of obtain inventory data of an inventory storage location from an inventory data store using these additional elements: a processor, and a memory. These additional elements in these steps are recited at a high-level of generality such that it amounts to more than mere instructions to apply the exception using a generic computer component. Accordingly, there are no additional elements to integrate the abstract idea into a practical application because they do not impose any meaningful limits on practicing the abstract idea. The claims are directed to an abstract idea. The claims do not include additional elements that are sufficient to amount to significantly more than the judicial exception. As discussed above with respect to integration of the abstract idea into a practical application, the additional elements of a processor, and a memory to perform these steps amounts to no more than mere instructions to apply the exception using a generic computer component. Mere instructions to apply an exception using a generic computer component cannot provide an inventive concept. The claims are not patent eligible. Allowable Subject Matter Claims 2, 10 and 17 objected to as being dependent upon a rejected base claim, but would be allowable if rewritten in independent form including all of the limitations of the base claim and any intervening claims. Response to Arguments Applicant's arguments filed 10/20/2025 have been fully considered but they are not persuasive. In the remarks, the Applicant argues in substance: Argument: From this, a person of ordinary skill in the art (POSITA) would appreciate that the claimed approach improves the accuracy of detecting anomalies in inventory counts. This constitutes a technical improvement within the field of retail inventory management and, by extension, serves to integrate the alleged judicial exception into a practical application under Step 2A, Prong Two. For at least the foregoing reasons, Applicant respectfully requests the rejection of the pending claims under 35 U.S.C. § 101 be withdrawn. In response, the Examiner respectfully disagrees. Applicant is reminded that claims must be given their broadest reasonable interpretation. Consideration of these steps as a combination does not change the analysis as they do not add anything compared to when the steps are considered separately, and performance of the steps of the claim technologically does not present a meaningful limit to the scope of the claim which would reasonably integrate the steps into a practical application. Therefore the claims still rejected under 35 USC 101. Conclusion THIS ACTION IS MADE FINAL. Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a). A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any extension fee pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the mailing date of this final action. Contact Information Any inquiry concerning this communication or earlier communications from the examiner should be directed to FATEH M OBAID whose telephone number is (571)270-7121. The examiner can normally be reached Monday-Friday 8:00 A.M to 4:30 P.M. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Ryan Zeender can be reached at (571) 272-6790. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /FATEH M OBAID/Primary Examiner, Art Unit 3627
Read full office action

Prosecution Timeline

Dec 21, 2023
Application Filed
Jul 26, 2025
Non-Final Rejection — §101
Aug 18, 2025
Applicant Interview (Telephonic)
Aug 22, 2025
Examiner Interview Summary
Oct 20, 2025
Response Filed
Jan 24, 2026
Final Rejection — §101
Mar 10, 2026
Examiner Interview Summary
Mar 10, 2026
Applicant Interview (Telephonic)

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

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Prosecution Projections

3-4
Expected OA Rounds
68%
Grant Probability
99%
With Interview (+35.0%)
3y 6m
Median Time to Grant
Moderate
PTA Risk
Based on 769 resolved cases by this examiner. Grant probability derived from career allow rate.

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