Prosecution Insights
Last updated: October 23, 2026
Application No. 18/675,610

SYSTEM AND METHOD FOR ANOMALY DETECTION AND IMAGE-BASED INTERACTION DATA TRANSFER UTILIZING MACHINE LEARNING LEVERAGING SYNTHETIC IMAGE GENERATION

Non-Final OA §112
Filed
May 28, 2024
Examiner
DOAN, PHUC N
Art Unit
2618
Tech Center
2600 — Communications
Assignee
Bank of America Corporation
OA Round
1 (Non-Final)
76%
Grant Probability
Favorable
1-2
OA Rounds
2m
Est. Remaining
99%
With Interview

Examiner Intelligence

Grants 76% — above average
76%
Career Allowance Rate
198 granted / 260 resolved
+14.2% vs TC avg
Strong +32% interview lift
Without
With
+31.7%
Interview Lift
resolved cases with interview
Typical timeline
2y 6m
Avg Prosecution
7 currently pending
Career history
267
Total Applications
across all art units

Statute-Specific Performance

§101
11.2%
-28.8% vs TC avg
§103
57.4%
+17.4% vs TC avg
§102
2.0%
-38.0% vs TC avg
§112
19.4%
-20.6% vs TC avg
Black line = Tech Center average estimate • Based on career data from 260 resolved cases

Office Action

§112
DETAILED ACTION 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 . Claim Rejections - 35 USC § 112 The following is a quotation of the first paragraph of 35 U.S.C. 112(a): (a) IN GENERAL.—The specification shall contain a written description of the invention, and of the manner and process of making and using it, in such full, clear, concise, and exact terms as to enable any person skilled in the art to which it pertains, or with which it is most nearly connected, to make and use the same, and shall set forth the best mode contemplated by the inventor or joint inventor of carrying out the invention. The following is a quotation of the first paragraph of pre-AIA 35 U.S.C. 112: The specification shall contain a written description of the invention, and of the manner and process of making and using it, in such full, clear, concise, and exact terms as to enable any person skilled in the art to which it pertains, or with which it is most nearly connected, to make and use the same, and shall set forth the best mode contemplated by the inventor of carrying out his invention. Claims 1 and 15 are rejected under 35 U.S.C. 112(a) or 35 U.S.C. 112 (pre-AIA ), first paragraph, as failing to comply with the written description requirement. The claim(s) contains subject matter which was not described in the specification in such a way as to enable one skilled in the art to which it pertains, or with which it is most nearly connected, to make and/or use the invention. Each claim recites “receive an interaction initiated through an interaction initiation device; generate an interaction image using a set of interaction data associated with the received interaction from the interaction initiation device.” The Specification in PGPUB discloses receiving an interaction through an interaction initiation device such as POS, ATM, P2P, internet, or teller systems in par. [0077]; generating an interaction image containing interaction data, metadata, identifiers, a preselected image, and an account identifier in pars. [0079-0082]. The Specification does not provide sufficient details that solves the technical problem of generating an interaction image containing interaction data, metadata, identifiers, a preselected image, and an account identifier from what types of interaction and achieve the technical effect. All dependent claims are also rejected based on their dependency of the defected parent claims. Claim Rejections - 35 USC § 112 The following is a quotation of 35 U.S.C. 112(b): (b) CONCLUSION.—The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the inventor or a joint inventor regards as the invention. The following is a quotation of 35 U.S.C. 112 (pre-AIA ), second paragraph: The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the applicant regards as his invention. Claims 1-20 are rejected under 35 U.S.C. 112(b) or 35 U.S.C. 112 (pre-AIA ), second paragraph, as being indefinite for failing to particularly point out and distinctly claim the subject matter which the inventor or a joint inventor (or for applications subject to pre-AIA 35 U.S.C. 112, the applicant), regards as the invention. Claims 1, 8 and 15, each recites “receive an interaction initiated through an interaction initiation device.” It is unclear what defines an interaction. Is it a hand gesture, face gesture, a stylus pen interaction, screen touching or buttons pressing… or other types of interaction? It is also unclear what defines an interaction device. Is it a head mounted display, a smart phone, a non-smart phone, a smart watch, a touch screen monitor, or other types of devices? Claims 1, 8 and 15, each recites “generate an interaction image using a set of interaction data associated with the received interaction from the interaction initiation device”. It is not clear how to generate an interaction image using a set of interaction data associated with the received interaction. Is it an image generating a showing of an interaction of a hand gesture, face gesture, a stylus pen interaction, screen touching, buttons pressing… or other types of interaction? All dependent claims are also rejected based on their dependency of the defected parent claims. Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. Please see form PTO-892. Any inquiry concerning this communication or earlier communications from the examiner should be directed to PHUC N DOAN whose telephone number is (571)270-3397. The examiner can normally be reached on Monday - Friday: 9am - 5pm. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Faulk Devona can be reached on (571) 272-7515. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of an application may be obtained from the Patent Application Information Retrieval (PAIR) system. Status information for published applications may be obtained from either Private PAIR or Public PAIR. Status information for unpublished applications is available through Private PAIR only. For more information about the PAIR system, see http://pair-direct.uspto.gov. Should you have questions on access to the Private PAIR system, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative or access to the automated information system, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /PHUC N DOAN/Examiner, Art Unit 2618
Read full office action

Prosecution Timeline

May 28, 2024
Application Filed
Sep 30, 2026
Non-Final Rejection mailed — §112 (current)

Precedent Cases

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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
76%
Grant Probability
99%
With Interview (+31.7%)
2y 6m (~2m remaining)
Median Time to Grant
Low
PTA Risk
Based on 260 resolved cases by this examiner. Grant probability derived from career allowance rate.

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