Prosecution Insights
Last updated: October 01, 2026
Application No. 18/946,365

METHODS AND SYSTEMS FOR INTELLIGENT MESSAGE PLATFORMS

Final Rejection §103
Filed
Nov 13, 2024
Priority
Nov 14, 2023 — provisional 63/598,875
Examiner
COX, NATISHA D
Art Unit
2458
Tech Center
2400 — Computer Networks
Assignee
Meta Platforms Inc.
OA Round
2 (Final)
73%
Grant Probability
Favorable
3-4
OA Rounds
1y 3m
Est. Remaining
94%
With Interview

Examiner Intelligence

Grants 73% — above average
73%
Career Allowance Rate
331 granted / 454 resolved
+14.9% vs TC avg
Strong +21% interview lift
Without
With
+21.4%
Interview Lift
resolved cases with interview
Typical timeline
3y 2m
Avg Prosecution
14 currently pending
Career history
466
Total Applications
across all art units

Statute-Specific Performance

§101
9.2%
-30.8% vs TC avg
§103
62.5%
+22.5% vs TC avg
§102
17.5%
-22.5% vs TC avg
§112
7.7%
-32.3% vs TC avg
Black line = Tech Center average estimate • Based on career data from 454 resolved cases

Office Action

§103
DETAILED ACTION This action is responsive to the communication filed on 06/03/2026. Claims 1, 8 and 15 have been amended. No claims have been added and/or canceled. Claims 1-20 are pending. 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 . Response to Arguments Applicant’s arguments with respect to claim(s) 1-20 have been considered but are moot because the new ground of rejection does not rely on any reference applied in the prior rejection of record for any teaching or matter specifically challenged in the argument. Claim Rejections - 35 USC § 103 In the event the determination of the status of the application as subject to AIA 35 U.S.C. 102 and 103 (or as subject to pre-AIA 35 U.S.C. 102 and 103) is incorrect, any correction of the statutory basis (i.e., changing from AIA to pre-AIA ) for the rejection will not be considered a new ground of rejection if the prior art relied upon, and the rationale supporting the rejection, would be the same under either status. 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, 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. Claim(s) 1-20 is/are rejected under 35 U.S.C. 103 as being unpatentable over Mulligan et al (US Pub. No. 20240267344 herein after “Mulligan”) and further in view of Catalano et al (US Pub. No. 2024/0291779 herein after “Catalano”). As per claim 1 and similarly claims 6 and 15, Mulligan discloses a method comprising: receiving a first media input in a messaging thread (Mulligan, para[0073,0148] prompts received from a user; bring the chatbot system into a group chat or messaging thread), wherein the messaging thread comprises participants associated with multiple user profiles, wherein the multiple user profiles comprise a first user profile and a second user profile (Mulligan, para[0074,0108] A user management system is operationally responsible for the management of user data and profiles), generating a first media output, in the messaging thread (Mulligan, para[0033,00158-0160] creating dynamic visualizations such as charts, maps, graphs, and the like on-the-fly to visualize data requested by the user), wherein the first media input is associated with the first user profile (Mulligan, para[0073,0246] a user prompt from a user); receiving a second media input in the messaging thread (Mulligan, para[0073,0148] prompts received from a user; bring the chatbot system into a group chat or messaging thread; the user can send textual prompts to the chatbot system and receive conversational responses), the second media input associated with a change of a second portion of the first media output, the second media input associated with the second user profile (Mulligan, para[0033,0073,0158-0160, 0246] creating dynamic visualizations such as charts, maps, graphs, and the like on-the-fly to visualize data requested by the user); determining, by a machine learning model, context associated with the first media input and the second media input (Mulligan, para[0086,0149,0154,0165] the whole conversation may be used after the chatbot is added into the user intent extraction; chatbot system…may employ natural language processing (NLP) and machine learning (ML)/artificial intelligence techniques to understand and interpret the user’s intent; This provides the LLM 338 with the full context of the interactive dialog); and generating a second media output, in the messaging thread, based on the context (Mulligan, para[0073,0086] the chatbot is responsible for generating responses to prompts…and generate a response). Mulligan does not explicitly disclose, however, in an analogous art, Catalano discloses generating a first media output, in the messaging thread, comprising a change of a first portion of the first media input (Catalano, para[0110] the chatbot system receives the prompt 616 and the prompt media…and uses the intent to generate a response); receiving a second media input in the messaging thread, the second media input associated with a change of a second portion of the first media output (Catalano, para[0030,0165-0175,0189] a chatbot is able to participate in a group chat; once activated, the chatbot system 300 joins the conversation, contributing responses and interacting with the users as per its configured persona and capabilities, see FIG. 10A subsequent mention). Therefore, it would have been obvious to one of the ordinary skill in the art before the effective filing date of the claimed invention to incorporate Catalano’s teaching of a group chatbot into Mulligan’s teaching of a chatbot because one of the ordinary skill in the art would have been motivated to provide user’s with control over the involvement of the chatbot system in the chat. As per claim 2 and similarly claims 9 and 16, Mulligan discloses the method of claim 1, wherein the second media output comprises an animation associated with the first media output (Mulligan, para[0033,0218]). As per claim 3 and similarly claims 10 and 17, Mulligan discloses the method of claim 1, wherein the change of the first portion of the first media output comprises adding audio to the first media output (Mulligan, para[0033,0218]). As per claim 4 and similarly claims 11 and 18, Mulligan discloses the method of claim 1, wherein the first media input comprises text (Mulligan, para[0092]). As per claim 5 and similarly claims 12 and 19, Mulligan discloses the method of claim 1, further comprising: determining that there is an indication of permission to combine an image associated with the first user profile with the first media output; determining, based on the indication of the permission to combine, that the context indicates combining the image associated with the first user profile with the first media output; determining a second context associated with the combining the image associated with the first user profile with the first media output using the machine learning model; and generating a third media output based on the second context (Mulligan, para[0033,0154,0246]). As per claim 6 and similarly claim 13, Mulligan discloses the method of claim 1, wherein the second media output comprises an image, a video, or audio (Mulligan, para[0218]). As per claim 7, and similarly claims 14 and 20, Mulligan discloses the method of claim 1, wherein the second media output is displayed by a head-mounted display (Mulligan, para[0050]). 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 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 date of this final action. Any inquiry concerning this communication or earlier communications from the examiner should be directed to Natisha Cox whose telephone number is (571) 270-7167. The examiner can normally be reached on Monday to Friday, 10am - 6:00pm EST. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Umar Cheema can be reached on (571)270-3037. The fax phone number for the organization where this application or proceeding is assigned is (571) 273-8000. 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://pairdirect.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. /NATISHA D COX/Primary Examiner, Art Unit 2458
Read full office action

Prosecution Timeline

Nov 13, 2024
Application Filed
Mar 03, 2026
Non-Final Rejection mailed — §103
Jun 03, 2026
Response Filed
Aug 17, 2026
Final Rejection mailed — §103 (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
73%
Grant Probability
94%
With Interview (+21.4%)
3y 2m (~1y 3m remaining)
Median Time to Grant
Moderate
PTA Risk
Based on 454 resolved cases by this examiner. Grant probability derived from career allowance rate.

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