Prosecution Insights
Last updated: August 06, 2026
Application No. 19/082,033

SYSTEMS AND METHODS FOR GAME DEVELOPMENT UTILIZING SPECIALIZED ARTIFICIAL INTELLIGENCE GAME DESIGN SYSTEMS

Non-Final OA §102
Filed
Mar 17, 2025
Priority
May 10, 2023 — provisional 63/501,389 +2 more
Examiner
HU, KANG
Art Unit
3715
Tech Center
3700 — Mechanical Engineering & Manufacturing
Assignee
Sierra Artificial Neural Networks
OA Round
1 (Non-Final)
36%
Grant Probability
At Risk
1-2
OA Rounds
3y 2m
Est. Remaining
72%
With Interview

Examiner Intelligence

Grants only 36% of cases
36%
Career Allowance Rate
104 granted / 290 resolved
-34.1% vs TC avg
Strong +36% interview lift
Without
With
+36.2%
Interview Lift
resolved cases with interview
Typical timeline
4y 6m
Avg Prosecution
48 currently pending
Career history
339
Total Applications
across all art units

Statute-Specific Performance

§101
17.6%
-22.4% vs TC avg
§103
39.7%
-0.3% vs TC avg
§102
21.2%
-18.8% vs TC avg
§112
15.8%
-24.2% vs TC avg
Black line = Tech Center average estimate • Based on career data from 290 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 . Election/Restrictions Claims 3-22, 25-44, 47-66 and 69-88 are withdrawn from further consideration pursuant to 37 CFR 1.142(b) as being drawn to a nonelected invention, there being no allowable generic or linking claim. Election was made without traverse in the reply filed on January 14, 2026. 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. Claim(s) 1, 2, 23, 24, 45, 46, 67 and 68 is/are rejected under 35 U.S.C. 102(a)(2) as being anticipated by U.S. Pub. 2024/0362968 by Lyons. Regarding claim 1, Lyons discloses a gaming method comprising: at least partially developing executable instructions or computer readable files related to a game of chance using an artificial intelligence game design system based upon machine learning training including (para. 19 – see AI and ML based creation of original gaming content): analyzing past game performance (para. 68-75 – see analysis of the game performance data prompts from the machine gameplay); utilizing a media encoding and transcoding router to (i) change input data type to a different media format or consolidate the input data type to a specific file type and (ii) direct the changed or consolidated input data type to a specific neural network in a transformer process (para. 47-67 – see transformation of data into prompts for processing); and selecting an output with a higher probability variable (para. 76 – see generation of original math content, see also better odds at para. 82); and utilizing the at least partially developed executable instructions or computer readable files to present and allow play of the game of chance for a gaming machine (para. 76-82 – see generation and presentation of math/paytable odds), the gaming machine including at least one of a monetary input device configured to receive a physical item associated with a monetary value and/or cashless wagering, a user interface, at least one processor for running the at least partially developed executable instructions or computer readable files related to the game of chance, a game display and memory in communication with the at least one processor and/or an online or mobile gaming platform, wherein the online or mobile gaming platform comprises a computing device, remote server, or cloud-based system that executes the at least partially developed and/or executable instructions to present and allow remote gameplay (fig. 2; para. 25-37 – see the display, processor, input device, value input/payment devices, etc.). Regarding claim 2, Lyons discloses the gaming method of claim 1 wherein the artificial intelligence game design system includes at least an artificial intelligence game math design system module utilizing at least partially supervised machine learning training to at least partially develop executable instructions or computer readable files for a game of chance (para. 76-82 – see generation and presentation of math/paytable odds; para. 89 – see training model control). Regarding claims 23, 24, 45, 46, 67 and 68, these claims are rejected as noted above regarding claims 1 and 2, mutatis mutandis. Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. See attached PTO-892. Any inquiry concerning this communication or earlier communications from the examiner should be directed to PETER J IANNUZZI whose telephone number is (571)272-5793. The examiner can normally be reached M-F 9:30AM-5:30PM 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, Kang Hu can be reached at 571-270-1344. 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. /PETER J IANNUZZI/ Primary Examiner, Art Unit 3715
Read full office action

Prosecution Timeline

Mar 17, 2025
Application Filed
Feb 19, 2026
Non-Final Rejection mailed — §102 (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12658002
AI-BASED HOPPING REWARD PROGRAM
4y 0m to grant Granted Jun 16, 2026
Patent 12597361
DETERRING SEXUAL HARASSMENT OF AVATARS IN VIRTUAL REALITY
3y 7m to grant Granted Apr 07, 2026
Patent 12518594
AUTOMATED SPORTS WAGER SYSTEM AND METHOD UTILIZING SHARED NETWORK AND UNIFIED PROCESSING FROM MULTIPLE SPORTSBOOKS
2y 5m to grant Granted Jan 06, 2026
Patent 12424122
DEEP LEARNING-BASED PEDAGOGICAL WORD RECOMMENDATION SYSTEM FOR PREDICTING AND IMPROVING VOCABULARY SKILLS OF FOREIGN LANGUAGE LEARNERS
3y 3m to grant Granted Sep 23, 2025
Patent 12417717
Dynamic Breathing Simulator
3y 2m to grant Granted Sep 16, 2025
Study what changed to get past this examiner. Based on 5 most recent grants.

Strategy Recommendation AI-generated — please review before filing

Get a prosecution strategy drawn from examiner precedents, rejection analysis, and claim mapping.
Typically takes 5-10 seconds — AI-generated, attorney review required before filing

Prosecution Projections

1-2
Expected OA Rounds
36%
Grant Probability
72%
With Interview (+36.2%)
4y 6m (~3y 2m remaining)
Median Time to Grant
Low
PTA Risk
Based on 290 resolved cases by this examiner. Grant probability derived from career allowance rate.

Sign in with your work email

Enter your email to receive a magic link. No password needed.

Personal email addresses (Gmail, Yahoo, etc.) are not accepted.

Free tier: 3 strategy analyses per month