Prosecution Insights
Last updated: July 17, 2026
Application No. 18/342,164

END USER CONNECTION EVENTS

Final Rejection §102
Filed
Jun 27, 2023
Examiner
HOFFMAN, BRANDON S
Art Unit
2433
Tech Center
2400 — Computer Networks
Assignee
Truist Bank
OA Round
2 (Final)
91%
Grant Probability
Favorable
3-4
OA Rounds
0m
Est. Remaining
97%
With Interview

Examiner Intelligence

Grants 91% — above average
91%
Career Allowance Rate
1138 granted / 1255 resolved
+32.7% vs TC avg
Moderate +7% lift
Without
With
+6.7%
Interview Lift
resolved cases with interview
Typical timeline
2y 6m
Avg Prosecution
17 currently pending
Career history
1278
Total Applications
across all art units

Statute-Specific Performance

§101
1.8%
-38.2% vs TC avg
§103
48.6%
+8.6% vs TC avg
§102
34.4%
-5.6% vs TC avg
§112
1.3%
-38.7% vs TC avg
Black line = Tech Center average estimate • Based on career data from 1255 resolved cases

Office Action

§102
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 Claims 1-20 are pending in this office action. Allowable Subject Matter Claims 1-10 and 16-20 are allowed. Claim Rejections - 35 USC § 102 The following is a quotation of the appropriate paragraphs of 35 U.S.C. 102 that form the basis for the rejections under this section made in this Office action: A person shall be entitled to a patent unless – (a)(1) the claimed invention was patented, described in a printed publication, or in public use, on sale, or otherwise available to the public before the effective filing date of the claimed invention. Claims 11-15 are rejected under 35 U.S.C. 102(a)(1) as being anticipated by Matula et al. (U.S. Patent Pub. No. 2021/0360106). Regarding claim 11, Matula et al. teaches a system for detection and utilization of end user connection events comprising a computer that includes at least one processor and a memory device storing data and executable code that, when executed, causes the at least one processor to: (a) activate a digital recorder that captures interactive communications and stores the interactive communications to the memory device as an interactive content file (paragraph 0005-0008 and 0071, interactions between a person and an agent); (b) detect connection event data representing a connection event within the interactive content file (paragraph 0072); (c) generate both (i) operational instructions for implementing the connection event by an agent, wherein when the operational instructions are executed by an agent computer, the operational instructions cause the agent computer to display alphanumeric text comprising one or more input functions selectable by an agent, and (ii) conditional data specifying conditions that must be met before the operational instructions are implemented (paragraph 0012 pre-testing before selecting an agent, and claim 19, assigns the selected chatbot… enabling the selected chatbot to process inputs received during the customer interaction and provide responses to the inputs); and (d) transmit the operational instructions and the conditional data to the agent computer for execution of the operational instructions when the conditional data is met (paragraph 0070). Regarding claim 12, Matula et al. teaches wherein: (a) the computer comprises a first neural network; and (b) the neural network is used to detect the connection event data (paragraph 0067). Regarding claim 13, Matula et al. teaches wherein the first neural network is selected from one of (i) a multilayer perceptron network having three or more layers and that utilizes a nonlinear activation function, (ii) a convolutional neural network; (iii) a recursive neural network, (iv) a recurrent neural network; (v) a Long Short-Term Memory network architecture, or (vi) a Bidirectional Long Short-Term Memory network (paragraph 0069). Regarding claim 14, Matula et al. teaches wherein executing the executable code further causes the processor to render a connection event dashboard graphical user interface (“GUI”) displayed on the screen of an agent computer, wherein the connection event dashboard shows connection events as a function of sequence data (paragraph 0056, contact center with multiple agents). Regarding claim 15, Matula et al. teaches wherein the operational instructions and conditional data are integrated with a chat bot software application that executes the operational instructions when the conditional data is met (fig. 2, ref. num 148). Conclusion Applicant's amendment necessitated the new ground(s) of rejection presented in this Office action. Accordingly, THIS ACTION IS MADE FINAL. See MPEP § 706.07(a). 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 nonprovisional extension fee (37 CFR 1.17(a)) 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. Any inquiry concerning this communication or earlier communications from the examiner should be directed to BRANDON HOFFMAN whose telephone number is (571)272-3863. The examiner can normally be reached Monday-Friday 8:30AM-5:00PM. 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, Jeffrey Pwu can be reached at (571)272-6798. 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. /BRANDON HOFFMAN/Primary Examiner, Art Unit 2433
Read full office action

Prosecution Timeline

Jun 27, 2023
Application Filed
Feb 05, 2026
Non-Final Rejection mailed — §102
Mar 13, 2026
Examiner Interview Summary
Mar 13, 2026
Applicant Interview (Telephonic)
Apr 30, 2026
Response Filed
Jun 04, 2026
Final Rejection mailed — §102 (current)

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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
91%
Grant Probability
97%
With Interview (+6.7%)
2y 6m (~0m remaining)
Median Time to Grant
Moderate
PTA Risk
Based on 1255 resolved cases by this examiner. Grant probability derived from career allowance rate.

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