Prosecution Insights
Last updated: October 23, 2026
Application No. 18/908,537

ARTIFICIAL INTELLIGENCE (AI)-BASED USER INTERFACES

Non-Final OA §102§103
Filed
Oct 07, 2024
Examiner
NABI, REZA U
Art Unit
2174
Tech Center
2100 — Computer Architecture & Software
Assignee
Zoom Video Communications Inc.
OA Round
1 (Non-Final)
83%
Grant Probability
Favorable
1-2
OA Rounds
1y 2m
Est. Remaining
99%
With Interview

Examiner Intelligence

Grants 83% — above average
83%
Career Allowance Rate
286 granted / 345 resolved
+27.9% vs TC avg
Strong +22% interview lift
Without
With
+22.1%
Interview Lift
resolved cases with interview
Typical timeline
3y 3m
Avg Prosecution
9 currently pending
Career history
356
Total Applications
across all art units

Statute-Specific Performance

§101
12.4%
-27.6% vs TC avg
§103
48.4%
+8.4% vs TC avg
§102
19.7%
-20.3% vs TC avg
§112
14.8%
-25.2% vs TC avg
Black line = Tech Center average estimate • Based on career data from 345 resolved cases

Office Action

§102 §103
DETAILED ACTION The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . This office action is in responsive to communication(s): original application filed on 10/07/2024, said application claims a priority filing date of 10/07/2024. Claims 1-20 are pending. Claims 1, 13 and 18 are independent. 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)(2) the claimed invention was described in a patent issued under section 151, or in an application for patent published or deemed published under section 122(b), in which the patent or application, as the case may be, names another inventor and was effectively filed before the effective filing date of the claimed invention. Claims 1-3, 13-15 and 18-20 are rejected under 35 U.S.C. 102(a)(2) as being anticipated by Ghosh et al. (U.S. Publication 2025/0124022; hereinafter “Ghosh”). In regard to independent claims 1, 13 and 18, Ghosh teaches a method comprising: receiving, via a conversational user interface ("CUI") of an artificial intelligence ("AI") user interface ("AI-UI") of an AI assistant, a user input, the AI-UI provided by a client application executed by a client device associated with a user (Ghosh, paragraph 0058-0059; “Note: LLM and ChatGPT implies conversional user interface); determining, using an AI model, one or more components of a graphical user interface ("GUI"), based on the user input; dynamically generating, using the AI model, the GUI based on the determined one or more components; and presenting the GUI within the AI-UI (Ghosh, paragraph 0061, lines 1-5; “Note: in response to the user input (i.e. prompt), GUI is dynamically identified components generated and presented”). In regard to dependent claims 2, 14 and 19 Ghosh teaches receiving, via the GUI, GUI user inputs comprising data responsive to at least a subset of the one or more components; and invoking an external service based on the data (Ghosh, figure 1; “Note: plurality of component is generated in response to user input”). In regard to dependent claims 3, 15 and 20, Ghosh teaches receiving, via the CUI, a second user input; determining one or more additional components of the GUI; dynamically updating the GUI based on the one or more additional components of the GUI; and presenting the updated GUI within the AI-UI (Ghosh, figure 2; “Note: GUI is updated in response to additional user input”). Claim Rejections - 35 USC § 103 The following is a quotation of 35 U.S.C. 103 which forms the basis for all obviousness rejections set forth in this Office action: A patent for a claimed invention may not be obtained, notwithstanding that the claimed invention is not identically disclosed as set forth in section 102 of this title, if the differences between the claimed invention and the prior art are such that the claimed invention as a whole would have been obvious before the effective filing date of the claimed invention to a person having ordinary skill in the art to which the claimed invention pertains. Patentability shall not be negated by the manner in which the invention was made. Claims 4-12 and 16-17 are rejected under 35 U.S.C. 103 as being unpatentable over Ghosh et al. (U.S. Publication 2025/0124022; hereinafter “Ghosh”) in view of Mihai et al. (U.S. Publication 2024/0265211; hereinafter “Mihai”). In regard to dependent claims 4 and 16, Ghosh teaches a method comprising: receiving, via a conversational user interface ("CUI") of an artificial intelligence ("AI") user interface ("AI-UI") of an AI assistant, a user input, the AI-UI provided by a client application executed by a client device associated with a user (Ghosh, paragraph 0058-0059; “Note: LLM and ChatGPT implies conversional user interface); determining, using an AI model, one or more components of a graphical user interface ("GUI"), based on the user input; dynamically generating, using the AI model, the GUI based on the determined one or more components; and presenting the GUI within the AI-UI (Ghosh, paragraph 0061, lines 1-5; “Note: in response to the user input (i.e. prompt), GUI is dynamically identified components generated and presented”). In the area of graphical user interface, prepopulating data input field is well known; however, Gosh is not explicit on the one or more components comprise one or more data input fields, and further comprising: determining, using the AI model, one or more data items corresponding to a subset of the one or more data fields; pre-populating the subset of the one or more data fields based on the one or more data items; and presenting the GUI and the pre-populated subset of the one or more data fields. Mihai teaches a system related conversational user interface and generating GUI in response to user input wherein said system teaches the one or more components comprise one or more data input fields, and further comprising: determining, using the AI model, one or more data items corresponding to a subset of the one or more data fields; pre-populating the subset of the one or more data fields based on the one or more data items; and presenting the GUI and the pre-populated subset of the one or more data fields (Mihai, paragraph 0057, lines 14-17; paragraph 0045, lines 24-30). Ghosh and Mihai are analogous art because they are from same field of endeavor, system related conversational user interface and generating GUI in response to user input. Therefore, before the effective filing date of the claimed invention, it would have been obvious to a person of ordinary skill in the art to apply the teaching of Mihai, proactively prepopulating data input fields on user’s behalf based on context information and user profile’s information (paragraph 0027, lines 7-11), to Ghosh. Motivation for doing so would have been to make the system more effective and intuitive by filling out the input fields based on context information and user’s profile information and help user to save time. In regard to dependent claim 5, Ghosh as modified by Mihai as applied above having the same motivation to combine, teaches determining the one or more data items comprising extracting data from the user input using the AI model (Ghosh, figure 1; “Note: survey form is rendered based on the user input”). In regard to dependent claim 6, Ghosh as modified by Mihai as applied above having the same motivation to combine, teaches accessing, using the AI model, a profile associated with the user, and wherein determining the one or more data items comprises obtaining data from the profile. (Mihai, paragraph 0027, lines 7-11). In regard to dependent claim 7, Ghosh as modified by Mihai as applied above having the same motivation to combine, teaches accessing, using the AI model, a profile associated with the user, and wherein dynamically generating the GUI (Mihai, figure 4) is based on the profile. (Mihai, figure 4; paragraph 0027, lines 7-11). In regard to dependent claims 8 and 17, Ghosh as modified by Mihai as applied above having the same motivation to combine, teaches determining, using the AI model, one or more external client applications based on the user input; obtaining, from one of the one or more external client applications, a GUI manifest; and wherein generating the GUI is based on the GUI manifest (Mihai, paragraph 0056; “Note: transmit request to service provider means request send to external application”); Gosh, paragraph 0014, lines 1-5; “Note: survey, quiz, poll, application forms etc implies applications which external to AI model”). In regard to dependent claim 9, Ghosh as modified by Mihai as applied above having the same motivation to combine, teaches presenting, within the AI-UI, the one or more external client applications; and receiving a further user input selecting the one of the one or more external client applications (Mihai, paragraph 0056; “Note: transmit request to service provider means request send to external application”); Gosh, paragraph 0014, lines 1-5; “Note: survey, quiz, poll, application forms etc implies applications which external to AI model wherein each type of application’s GUI is different”). In regard to dependent claim 10, Ghosh as modified by Mihai as applied above having the same motivation to combine, teaches the one or more components of the GUI comprise one or more of a form field, a drop-down menu, or a radio button option (Gosh, figure 1-2; Mihai, figure 4). In regard to dependent claims 11 and 12, Ghosh as modified by Mihai as applied above having the same motivation to combine, teaches receiving, via the CUI, a second user input indicating a first component of the GUI; generating, using the AT model, a response to the user input, the response comprising information explaining the first component of the GUI; and presenting the response in the CUI wherein the second user input comprises a request for assistance with the first component of the GUI (Mihai, figure 6, element 602; “Note: UI element with question mark render assistance to the component”). Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. Bedel et al., US Publication 2020/0334740 – Teaches generating GUI in response to conversational user input. Any inquiry concerning this communication or earlier communications from the examiner should be directed to REZA NABI whose telephone number is (571)270-7592. The examiner can normally be reached Monday - Friday 8:00 am - 5:00 pm EST. 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, WILLIAM BASHORE can be reached at 571-272-4088. 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. /Reza Nabi/ Primary Examiner, Art Unit 2174
Read full office action

Prosecution Timeline

Oct 07, 2024
Application Filed
Oct 02, 2026
Non-Final Rejection mailed — §102, §103 (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12769437
USER INTERFACES FOR DISPLAYING, TRANSMITTING, AND RECEIVING COMMUNICATIONS
2y 5m to grant Granted Oct 20, 2026
Patent 12769439
METHOD FOR PROCESSING USER INTERFACE OF APPLICATION AND RELATED DEVICE
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Patent 12762565
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DISPLAYING A SCROLLABLE LIST OF AFFORDANCES ASSOCIATED WITH PHYSICAL ACTIVITIES
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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
83%
Grant Probability
99%
With Interview (+22.1%)
3y 3m (~1y 2m remaining)
Median Time to Grant
Low
PTA Risk
Based on 345 resolved cases by this examiner. Grant probability derived from career allowance rate.

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