Prosecution Insights
Last updated: July 17, 2026
Application No. 18/554,931

EFFICIENT GAMEPLAY TRAINING FOR ARTIFICIAL INTELLIGENCE

Non-Final OA §101
Filed
Oct 11, 2023
Priority
May 26, 2021 — provisional 63/193,244 +1 more
Examiner
LEICHLITER, CHASE E
Art Unit
3715
Tech Center
3700 — Mechanical Engineering & Manufacturing
Assignee
Google LLC
OA Round
2 (Non-Final)
64%
Grant Probability
Moderate
2-3
OA Rounds
6m
Est. Remaining
87%
With Interview

Examiner Intelligence

Grants 64% of resolved cases
64%
Career Allowance Rate
437 granted / 680 resolved
-5.7% vs TC avg
Strong +23% interview lift
Without
With
+23.1%
Interview Lift
resolved cases with interview
Typical timeline
3y 4m
Avg Prosecution
31 currently pending
Career history
713
Total Applications
across all art units

Statute-Specific Performance

§101
18.8%
-21.2% vs TC avg
§103
42.8%
+2.8% vs TC avg
§102
29.5%
-10.5% vs TC avg
§112
3.6%
-36.4% vs TC avg
Black line = Tech Center average estimate • Based on career data from 680 resolved cases

Office Action

§101
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 . Response to Amendment Examiner acknowledges receipt of amendment/arguments filed 03/27/2026. The arguments set forth are addressed herein below. Claims 1-9 and 12-25 remain pending, no Claims have been newly added, and no Claims have been currently canceled. Currently, Claim 9 has been amended. No new matter appears to have been entered. Claim Rejections - 35 USC § 101 35 U.S.C. 101 reads as follows: Whoever invents or discovers any new and useful process, machine, manufacture, or composition of matter, or any new and useful improvement thereof, may obtain a patent therefor, subject to the conditions and requirements of this title. Claims 1-9 and 12-25 are rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. Claims 1-9 and 12-25 is/are directed towards a statutory category they are directed to either a process, machine, manufacture, or composition of matter (Step 1, Yes). Claim 12 recites, in part, the limitations of […]; […]; and […]: generate, based at least in part on control information associating each of one or more output states of a gaming application with an input variable, a gameplay data model for the gaming application; provide, […], the generated gameplay data model to an actor component […]; receive, from the actor component […], observational data generated from artificial gameplay actions performed within the gaming application by the actor component based on inferences generated by the actor component using the generated gameplay data model; modify the generated gameplay data model based on the received observational data; and provide, to the actor component […], the modified gameplay data model for use by the actor component in performing additional artificial gameplay actions within the gaming application. These limitations, individually and in combination, describe or set forth the abstract idea in claim 12 (wherein the limitations are substantially similar to those of independent claim(s) 1 and 19). The Examiner notes that the specific limitations that describe or set forth the abstract idea in Step 2A Prong 1 can be identified either individually or in combination (see p. 54 of 2019 Revised Patent Subject Matter Eligibility Guidance). Under the broadest reasonable interpretation, the claims recite limitations that are considered a fundamental economic principle or practice (e.g., relating to commerce and economy), commercial interactions, business relations, managing personal behavior or relationships or interactions between people. The Examiner notes that certain activity between a person and a computer may fall within the certain methods of organizing human activity grouping (see p. 5 of the October 2019 Update: Subject Matter Eligibility). Under the broadest reasonable interpretation, the claims recite limitations that can be practically performed in the human mind or by a human using pen and paper. The Examiner notes that “[c]laims can recite a mental process even if they are claimed as being performed on a computer,” and that “courts have found requiring a generic computer or nominally reciting a generic computer may still recite a mental process even though the claim limitations are not performed entirely in the human mind” (see p. 8 of the October 2019 Update: Subject Matter Eligibility). The Examiner also notes that “both product claims (e.g., computer system, computer-readable medium, etc.) and process claims may recite mental processes” (see p. 8 of the October 2019 Update: Subject Matter Eligibility). The mere nominal recitation of the additional elements identified below do not take the claims out of the mental process grouping. Thus, the claims recite a mental process. Therefore, the claims fall under the following enumerated groupings of abstract ideas: mental processes (e.g., concepts performed in the human mind (including an observation, evaluation, judgment, or opinion)), and/or certain methods of organizing human activity (e.g., fundamental economic principles or practices (including hedging, insurance, mitigating risk), commercial or legal interactions (including agreements in the form of contracts; legal obligations; advertising, marketing or sales activities or behaviors; business relations), or managing personal behavior or relationships or interactions between people (including social activities, teaching, and following rules or instructions)) (Step 2A, Prong 1, Yes). Claim 12 recites the additional element(s) of A server, comprising: a network interface; one or more processors; and a memory storing a set of executable instructions, the set of executable instructions to manipulate the one or more processors to: […], a gameplay data model […]; […], via a programmatic interface, […] a remote client computing device; […]; […]; and […], […] (wherein the limitations are substantially similar to those of independent claim(s) 1 and 19). These additional element(s) are recited at a high level of generality, and under the broadest reasonable interpretation are generic processor(s) and/or generic computer component(s) that perform generic computer functions. The generic processor and/or generic computer component limitation(s) are no more than mere instructions to apply the exception using a generic computer component. The additional element(s) are merely used as tools, in their ordinary capacity, to perform the abstract idea. The additional elements amount to adding the words “apply it” with the judicial exception. Merely implementing an abstract idea on generic computers and/or generic computer components does not integrate the judicial exception or amount to significantly more, similar to how the recitation of the computer in the claim in Alice amounted to mere instructions to apply the abstract idea of intermediated settlement on a generic computer. Using a computer to generate data, compute data, share data, and update data amounts to electronic data query and retrieval—some of the most basic functions of a computer. “[T]he use of generic computer elements like a microprocessor or user interface do not alone transform an otherwise abstract idea into patent eligible subject matter" (see pp 10-11 of FairWarning IP, LLC. v. Iatric Systems, Inc. (Fed. Cir. 2016)). The additional elements also amount to generally linking the use of the abstract idea to a particular technological environment or field of use. The type of information being manipulated does not impose meaningful limitations or render the idea less abstract. Further, the courts have found that simply limiting the use of the abstract idea to a particular environment does not integrate the judicial exception into a practical application or add significantly more. Viewing the limitations as an ordered combination does not add anything further than looking at the limitations individually. When viewed either individually, or as an ordered combination, the additional elements do not amount to a claim that integrates the judicial exception in to a practical application, nor do they amount to a claim that amounts to significantly more than the abstract idea itself. The additional elements amount to no more than mere instructions to apply the abstract idea using generic computer components. The additional elements do not integrate the abstract idea into a practical application because they do not impose any meaningful limits on practicing the abstract idea (Step 2A Prong 2, No). Additionally, the specification makes it clear that the abstract idea including: data gathering, generating a model, observations, and updating a model based on said observations can be implemented on a generic computer. [0049] ***A client computing system 310 is executing an instance of a gaming application 315 as well as an instance of a GT actor component 305. Each of GT server(s) 325 and client computing system 310 may be fixed or mobile, and may include instances of various computing devices such as, without limitation, desktop or other computers (e.g., tablets, slates, etc.), database servers, network storage devices and other network devices, smart phones and other cell phones, consumer electronics, gaming console systems, digital music player devices, handheld gaming devices, PDAs, pagers, electronic organizers, Internet appliances, television-based systems (e.g., using set-top boxes and/or personal/digital video recorders), and various other consumer products that include appropriate communication capabilities. As such, the server and remote client computing device, for implementing the abstract idea, may require no more than generic, conventional, and well-known computer devices such as a general purpose computer (as evidenced in Para. 49 above. In Step 2B, the additional element(s) also do not amount to significantly more for the same reasons set forth with respect to Step 2A Prong 2. The Examiner notes that revised Step 2A overlaps with Step 2B, and thus, many of the considerations need not be reevaluated in Step 2B because the answer will be the same. However, unless an Examiner had previously concluded under revised Step 2A that an additional element was insignificant extra-solution activity, they should reevaluate that conclusion in Step 2B (see 2019 Revised Patent Subject Matter Eligibility Guidance). Viewing the limitations as an ordered combination does not add anything further than looking at the limitations individually. When viewed either individually, or as an ordered combination, the additional elements do not amount to a claim that integrates the judicial exception in to a practical application, nor do they amount to a claim that amounts to significantly more than the abstract idea itself. The additional elements amount no more than mere instructions to apply the abstract idea using generic computer components. The additional elements do not integrate the abstract idea into a practical application or amount to significantly more because they do not impose any meaningful limits on practicing the abstract idea (Step 2B, No). Thus, Claims 12, 1, and 19 are rejected as shown above. Additionally, Claims 2-9, 13-18, and 20-25 also recite limitations that are similar to the abstract ideas identified with respect to Claim 12 above (i.e., certain methods of organizing human activities and/or mental processes). Claims 2-9, 13-18, and 20-25 do not recite any additional elements other than those recited in Claim 12. Therefore, for the same reasons set forth with respect to Claim 12, Claims 2-9, 13-18, and 20-25 also do not integrate the judicial exception into a practical application or amount to significantly more. Response to Arguments Applicant’s arguments, see remarks, filed 03/27/2026, with respect to the prior art rejection of Claims 1-9 and 12-25 have been fully considered and are persuasive. The prior art rejection of Claims 1-9 and 12-25 have been withdrawn. Conclusion Any inquiry concerning this communication or earlier communications from the examiner should be directed to CHASE E LEICHLITER whose telephone number is (571)270-7109. The examiner can normally be reached Monday-Friday (10-6). 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. /CHASE E LEICHLITER/Primary Examiner, Art Unit 3715
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Prosecution Timeline

Oct 11, 2023
Application Filed
Dec 29, 2025
Non-Final Rejection mailed — §101
Mar 27, 2026
Response Filed
Jun 17, 2026
Non-Final Rejection mailed — §101 (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

2-3
Expected OA Rounds
64%
Grant Probability
87%
With Interview (+23.1%)
3y 4m (~6m remaining)
Median Time to Grant
Moderate
PTA Risk
Based on 680 resolved cases by this examiner. Grant probability derived from career allowance rate.

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