Prosecution Insights
Last updated: April 19, 2026
Application No. 17/717,721

DATA PROCESSING SYSTEMS AND METHODS FOR CUSTOMIZING PRIVACY TRAINING

Non-Final OA §101§103§DP
Filed
Apr 11, 2022
Examiner
RIVERA GONZALEZ, IVONNEMARY
Art Unit
3626
Tech Center
3600 — Transportation & Electronic Commerce
Assignee
Onetrust LLC
OA Round
3 (Non-Final)
5%
Grant Probability
At Risk
3-4
OA Rounds
2y 11m
To Grant
14%
With Interview

Examiner Intelligence

Grants only 5% of cases
5%
Career Allow Rate
5 granted / 100 resolved
-47.0% vs TC avg
Moderate +8% lift
Without
With
+8.5%
Interview Lift
resolved cases with interview
Typical timeline
2y 11m
Avg Prosecution
33 currently pending
Career history
133
Total Applications
across all art units

Statute-Specific Performance

§101
38.4%
-1.6% vs TC avg
§103
35.5%
-4.5% vs TC avg
§102
10.9%
-29.1% vs TC avg
§112
8.9%
-31.1% vs TC avg
Black line = Tech Center average estimate • Based on career data from 100 resolved cases

Office Action

§101 §103 §DP
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 . A request for continued examination under 37 CFR 1.114, including the fee set forth in 37 CFR 1.17(e), was filed in this application after final rejection. Since this application is eligible for continued examination under 37 CFR 1.114, and the fee set forth in 37 CFR 1.17(e) has been timely paid, the finality of the previous Office action has been withdrawn pursuant to 37 CFR 1.114. Applicant's submission filed on December 23, 2025 has been entered. Status of Claims Claims 1, 6 and 13 have been amended and are hereby entered. Claims 1-20 are pending and have been examined. This action is made NON-FINAL. Response to Arguments Applicant's arguments filed December 12, 2025 have been fully considered but they are not persuasive. Regarding the Applicant's arguments for Double-Patenting Rejection in page 7: The Applicant did not file an Electronic-Terminal Disclosure or e-td to obviate the Obviousness-type Double Patenting (ODP) rejection(s). Applicant’s arguments related to refraining from responding to this rejection because “amendments to the claims during the course of prosecution may overcome the rejections” has been considered, but are not persuasive to overcome the ODP rejection. Thus, the outstanding ODP rejections were updated according to the Applicant amendments and will be maintained. Regarding to Applicant's arguments against the 101 rejection of pending claims on pages 8-15: Applicant’s arguments directed to Step 2A prong 1 and Step 2A prong 2 analysis were considered. However, these arguments are not persuasive and the examiner respectfully disagrees for the following reasons: For Step 2A-Prong 1 starting in p. 8: Applicant argues that the pending limitations recited in the claim set 1, 6 and 13 and its features are not directed to an abstract idea, more specifically to a method of organizing human activity under the sub-group of commercial or legal interactions in the form of advertisements which a combination of case law and MPEP sections prescribed “against claims directed to using advertisements as currency.” Rather, the claims are directed to “specific methods and systems for customizing training content to improve effectiveness to the trainee”. However, the Examiner finds these arguments regarding the claim being categorized as “advertisements” unpersuasive. Because such alleged assertion was not previously or presently considered by the Examiner. Rather, the Examiner found that the claim recited (i.e. “described” or “set forth” in the claim language) certain steps for “generating” customized data by “altering” the source of the data with additional data and “modifying” the customized data to “adjust” the data difficulty based on previous training results to further “provide” access to the customized data, which encompassed commercial or legal interactions related to at least handling agreements in the form of contracts and/or legal obligations when providing such training information customized to the trainee for access. But also, at least the steps of “managing personal behavior or relationships or interactions between people” since such data provision and access is based on the user’s social activities identified (e.g. “the role for the trainee and a training topic” in the step of “identifying…contextual information that identifies additional training content”) Finally, the claim steps are encompassing teaching when “generating…customized training content…”, “modifying…the customized training content to adjust a difficulty of the customized training content” based on trainee’s prior training results and “providing…access to the customized training content to the trainee”. Further the Applicant also asserts in p. 10, that the claims are not directed to “mental processes” because “the limitations of those claims could not practically be performed in the mind”, more specifically because “the human mind is not equipped to customize training content based on prior training results of a trainee”. However, the Examiner disagrees because these functional steps could still be interpreted and read as a human being capable of performing such “generation” and “customization” of the “customized training content” with a physical aid such as pen and paper. But also, this claim language in the steps lacks details of how such content is being specifically “modified” and “altered” and fails to mention which particular technological components (i.e special/particular technology improving the computer claimed) were used to perform these functions. In other words, these functional steps and the general computer claimed are broad or recited in a high level of generality. Moreover, such functions can still fall under the abstract idea of mental process while using the computer as a tool (e.g. invoking “apply it”) to obtain the customized training data. Because, these steps can either be done with the help of physical aid such as pen and paper when altering images with brands, logos or generic text, as well as some “altering” steps can be performed with the help of a computer to alter video/audio to integrate an individual’s face/voice. Thus, the physical aid used does not negate the mental nature of the limitation(s), even when using other generic computer components to “alter” such specific content in the different ways later claimed in subsequent dependent claims, which are not further specified as to how some of this “altering” steps were performed for voice and face data (see MPEP 2106.04(a)(2)(III)(B & C)). Moreover, claims can recite a mental process even if they are claimed as being performed on a computer. The Supreme Court recognized this in Benson, determining that a mathematical algorithm for converting binary coded decimal to pure binary within a computer’s shift register was an abstract idea. The Court concluded that the algorithm could be performed purely mentally even though the claimed procedures "can be carried out in existing computers long in use, no new machinery being necessary." 409 U.S at 67, 175 USPQ at 675. See also Mortgage Grader, 811 F.3d at 1324, 117 USPQ2d at 1699 (concluding that concept of "anonymous loan shopping" recited in a computer system claim is an abstract idea because it could be "performed by humans without a computer"). See MPEP 2106.04(a)(2)(III). Therefore, the Examiner respectfully disagrees, and maintains 35 USC § 101 rejection for these pending claims. For Step 2A-Prong 2 and Step B starting in p. 12: Applicant argues that the pending claim limitations recited in the claims 1, 6 and 13 and its features are improving technology by providing “efficiencies and improvements to generating customized content” including the abilities of altering and modifying training material and “difficulty level of training” as claimed which are not “conventional training operations and cannot be practically carried out by a human” and the “system behavior is rule-based and dynamic”. However, the Examiner disagrees because the identified limitations in the claims did not integrate a judicial exception into a practical application since the steps were merely reciting the words "apply it" (or an equivalent) with the judicial exception, or merely including instructions to implement an abstract idea on a computer, or merely using a computer as a tool to perform an abstract idea (see MPEP 2106.05(f) and 2106.04(d)(I)). Specifically, the claims’ limitations are reciting the use of a generic computer that is generally/broadly recited, that is further “generating…customized training content by altering source training content…” with additional training data and “modifying…the customized training content to adjust a difficulty of the customized training content” to achieve the intended result of “providing…access to the customized training content”. Such “alteration” and “adjustment” lacks details as to how is implemented by the computer. Moreover, “to show that the involvement of a computer assists in improving the technology, the claims must recite the details regarding how a computer aids the method, the extent to which the computer aids the method, or the significance of a computer to the performance of the method. Merely adding generic computer components to perform the method is not sufficient. Thus, the claim must include more than mere instructions to perform the method on a generic component or machinery to qualify as an improvement to an existing technology”, which in this case, systems for training content customization (see MPEP 2106.05(a)(II)). Thus, and in response to Applicant’s arguments in p. 14 from Remarks, these limitations and their additional elements, individually and in combination, are not “significantly more” as these are recited in a high level of generality that cannot provide an inventive concept at Step 2B, and are not integrating the abstract idea into a practical application (see MPEP 2106.05), regardless of Applicant’s assertion that the claimed invention is “not merely conventional training practices”. Thus, for these reasons, the Examiner respectfully disagrees, and maintains 35 USC § 101 rejection for these pending claims. Regarding to Applicant's arguments of rejection under 35 USC § 103 for the pending claims on pages 15 – 17: Applicant general allegations regarding the combination of Dion and Sundaresh teachings maintained herein for the pending claims are not persuasive. Because the Applicant is focusing on each prior art teaching, rather than focusing on the actual language claimed in each claim limitation and how their corresponding limitation steps are different from the prior art teachings while considering the broadest reasonable interpretation (BRI) of each claim. Thus, under the BRI of the claim limitations pointed by the Applicant are still reasonably taught by at least the combination of Dion and Sundaresh. See ¶0083 from Dion and ¶0040 and ¶0011 from Sundaresh for the “generating customized training content by altering with the additional training content…” taking into consideration the provision of “additional training materials from the stored application program modules when the user fails to successful complete an initial level”. For the “modifying the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee”, refer to ¶0059 – 60 from Sundaresh. Finally, Applicant’s arguments fail to comply with 37 CFR 1.111(b) as they amount to general allegations that the claims define a patentable invention without specifically pointing out how the language of the claims patentably distinguishes them from the combination of these references. Therefore, the Examiner respectfully disagrees, and maintains 35 USC § 103 rejection for these pending claims. Double Patenting The nonstatutory double patenting rejection is based on a judicially created doctrine grounded in public policy (a policy reflected in the statute) so as to prevent the unjustified or improper timewise extension of the “right to exclude” granted by a patent and to prevent possible harassment by multiple assignees. A nonstatutory double patenting rejection is appropriate where the conflicting claims are not identical, but at least one examined application claim is not patentably distinct from the reference claim(s) because the examined application claim is either anticipated by, or would have been obvious over, the reference claim(s). See, e.g., In re Berg, 140 F.3d 1428, 46 USPQ2d 1226 (Fed. Cir. 1998); In re Goodman, 11 F.3d 1046, 29 USPQ2d 2010 (Fed. Cir. 1993); In re Longi, 759 F.2d 887, 225 USPQ 645 (Fed. Cir. 1985); In re Van Ornum, 686 F.2d 937, 214 USPQ 761 (CCPA 1982); In re Vogel, 422 F.2d 438, 164 USPQ 619 (CCPA 1970); In re Thorington, 418 F.2d 528, 163 USPQ 644 (CCPA 1969). A timely filed terminal disclaimer in compliance with 37 CFR 1.321(c) or 1.321(d) may be used to overcome an actual or provisional rejection based on nonstatutory double patenting provided the reference application or patent either is shown to be commonly owned with the examined application, or claims an invention made as a result of activities undertaken within the scope of a joint research agreement. See MPEP § 717.02 for applications subject to examination under the first inventor to file provisions of the AIA as explained in MPEP § 2159. See MPEP § 2146 et seq. for applications not subject to examination under the first inventor to file provisions of the AIA . A terminal disclaimer must be signed in compliance with 37 CFR 1.321(b). The filing of a terminal disclaimer by itself is not a complete reply to a nonstatutory double patenting (NSDP) rejection. A complete reply requires that the terminal disclaimer be accompanied by a reply requesting reconsideration of the prior Office action. Even where the NSDP rejection is provisional the reply must be complete. See MPEP § 804, subsection I.B.1. For a reply to a non-final Office action, see 37 CFR 1.111(a). For a reply to final Office action, see 37 CFR 1.113(c). A request for reconsideration while not provided for in 37 CFR 1.113(c) may be filed after final for consideration. See MPEP §§ 706.07(e) and 714.13. The USPTO Internet website contains terminal disclaimer forms which may be used. Please visit www.uspto.gov/patent/patents-forms. The actual filing date of the application in which the form is filed determines what form (e.g., PTO/SB/25, PTO/SB/26, PTO/AIA /25, or PTO/AIA /26) should be used. A web-based eTerminal Disclaimer may be filled out completely online using web-screens. An eTerminal Disclaimer that meets all requirements is auto-processed and approved immediately upon submission. For more information about eTerminal Disclaimers, refer to www.uspto.gov/patents/apply/applying-online/eterminal-disclaimer. At least the instant independent claims 1, 6 and 13 are rejected on the ground of nonstatutory double patenting as being unpatentable over claims 1, 8 and 15 of U.S. Patent No. 11087260 B2 in view of Dion (U.S. Pub No. 20080318197 A1) and in further view of Sundaresh (U.S. Pub No. 20130203026 A1). Although the claims at issue are not identical, they are not patentably distinct from each other because they are not patentably distinct from each other because the differences between the claims are considered to be obvious as set forth below: Instant claims Co-pending or reference claims (US 11087260 B2) Claims 1, 6 and 13: A system comprising (claim 6) a non-transitory computer-readable medium storing instructions; and a processing device communicatively coupled to the non-transitory computer-readable medium, wherein, the processing device is configured to execute the instructions and thereby perform operations comprising: identifying a data map associated with a trainee; identifying, based on the data map, an organization for the trainee; identifying, based on the organization for the trainee and a training topic, contextual information, that identifies additional training content; generating customized training content by altering with the additional training content comprising the particular training content wherein the additional training content corresponds to the training topic that the trainee had difficulty mastering as indicated by prior training results; modifying the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee; and providing access to the customized training content to the trainee via a graphical user interface. Claims 1, 8 and 15: A customized privacy training generation system comprising: (claim 1) one or more computer processors; and computer memory storing computer-executable instructions that, when executed by the one or more computer processors, cause the one or more computer processors to perform one or more operations comprising: receiving, from a user via a computing device, a request to generate customized privacy training content associated with a particular privacy topic; at least partially in response to receiving the request, identifying, based at least in part on the request, privacy training content associated with the particular privacy topic; retrieving the privacy training content; at least partially in response to receiving the request, identifying, based at least in part on the request, a trainee intended to consume the customized privacy training content; determining, based at least in part on the trainee, information associated with the trainee; identifying, based at least in part on the information associated with the trainee, a first data map, wherein the first data map comprises one or more trainee attributes; accessing the first data map; identifying, using the first data map, one or more pieces of trainee contextual information from among the one or more trainee attributes; identifying, based at least in part on the request, a second data map, wherein the second data map comprises one or more data asset attributes; accessing, by one or more computer processors, the second data map; identifying, using the second data map, one or more pieces of data asset contextual information from among the one or more data asset attributes; determining, based at least in part on the one or more pieces of trainee contextual information and the one or more pieces of data asset contextual information, one or more customizations for the customized privacy training content; generating the customized privacy training content using the privacy training content and the one or more customizations; and presenting, to the trainee on a graphical user interface, customized privacy training content. Consequently, for pending claims 1, 6 and 13 in view of US Patent No. 11087260 B2 and its claims 1, 8 and 15, the differences between the claims are the recitation of the following limitations: generating customized training content by altering with the additional training content comprising the particular training content wherein the additional training content corresponds to the training topic that the trainee had difficulty mastering as indicated by prior training results; modifying the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee; and The US 11087260 B2 and its claims 1, 8 and 15 did not taught the steps indicated above. However, these instant application’s limitations were further evaluated by Dion (U.S. Pub No. 20080318197 A1) which taught the step of generating “customized training content” by specifically “altering with the additional training content” as the ability of the system which allows “administrators” to “seamlessly import and implement content for their organization's operation and training” as well as “Institutions and organizations” to “import existing employee data bases and be operating in very short order” (see ¶0083, ¶0073 and Figs. 3b – 3c and Fig. 5c; Dion). Therefore, it would have been obvious to one skilled in the art at the time of filing because would have provided to the instant application with the ability of generating “customized training content by altering with the additional training content”, as taught by Dion in order to “provide ease of use to an institution or organization in content delivery, source flexibility, testing, tracking, and reporting that is compliant to the appropriate accreditation agencies and remain content independent to assure the institution or organization the best value” (¶0007; Dion). On the other hand, Dion did not teach the step of “modifying the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee”, neither having additional training content that specifically relates to topics that the trainee had difficulty mastering. However, Sundaresh taught that the system allows users to progress through multiple levels or tiers upon successful completion of each preceding tier” which derives from modifications to a “previously implemented virtual environment” wherein the “new level would not be available for the user to play until he successfully completes the current level” which is directed to adjusting a difficulty of the customized training content based on prior training results of the trainee (see ¶0059 – 60; Sundaresh). Also, the system can be scalable and “adaptable to incorporate any virtual training program” (see ¶0028 – 29; Sundaresh). As for the claimed additional training content that specifically relates to topics that the trainee had difficulty mastering, this is taught by Sundaresh when teaching that its system can provide “additional training materials from the stored application program modules when the user fails to successful complete an initial level” (see ¶0011, ¶0040 and claim 13; Sundaresh). Thus, it would have been obvious to one of ordinary skill in the art before the earliest effective filing date because would have provided to the instant application and Dion with the abilities of having additional training content that specifically relates to topics that the trainee had difficulty mastering and modifying the customized training content, specifically to adjust its difficulty based on prior training results, as taught by Sundaresh in order to engage “an employee”, facilitate “interactive training for a given subject matter”, and provide “better means for evaluating the development of the employee's skills” to effectively maintain “an employee's attention” with a “more immersive and interactive learning approach” (¶0007 – 8; Sundaresh). At least the instant independent claims 1, 6 and 13 are rejected on the ground of nonstatutory double patenting as being unpatentable over claims 1, 8, 13, 15 and 17 of U.S. Patent No. 11301796 B2. Although the claims at issue are not identical, they are not patentably distinct from each other because they are not patentably distinct from each other because the differences between the claims are considered to be anticipated as set forth below: Instant claims Co-pending or reference claims (US 11301796 B2) Claims 1, 6 and 13: A system comprising (claim 6) a non-transitory computer-readable medium storing instructions; and a processing device communicatively coupled to the non-transitory computer-readable medium, wherein, the processing device is configured to execute the instructions and thereby perform operations comprising: […] – refer to next column row identifying, based on the organization for the trainee and a training topic, contextual information, that identifies additional training content; generating customized training content by altering with the additional training content comprising the particular training content wherein the additional training content corresponds to the training topic that the trainee had difficulty mastering as indicated by prior training results; […] – refer to last column row providing access to the customized training content to the trainee via a graphical user interface. Claims 1, 8 and 15: A system comprising: (claim 1) a non-transitory computer-readable medium storing instructions; and processing hardware communicatively coupled to the non-transitory computer-readable medium, wherein the processing hardware is configured to execute the instructions and thereby perform operations comprising: detecting a request to generate customized privacy training content, the request comprising a topic parameter indicating a privacy topic; in response to detecting the request, generating the customized privacy training content by: determining contextual information based on the request; determining privacy training content associated with the privacy topic based on the topic parameter; generating supplemental training content based on the contextual information and the privacy training content; generating the customized privacy training content by supplementing the privacy training content with the supplemental training content; and generating a graphical user interface by configuring a presentation element configured for presenting the customized privacy training content on the graphical user interface; and transmitting an instruction to a browser application executed on a user device causing the browser application to retrieve the customized privacy training content and present the graphical user interface on the user device. (Claims 1, 6 and 13 cont.): identifying a data map associated with a trainee; identifying, based on the data map, an organization for the trainee; Claim 3: determining a data map associated with the trainee based on the trainee parameter; and determining the contextual information using the data map. (Claims 1, 6 and 13 cont.): modifying the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee; and Claim 17: the operations further comprise: determining to modify a portion of the privacy training content based on the contextual information and the privacy training content, and modifying the portion of the privacy training content to generate a modified portion of the privacy training content; and generating the customized privacy training content comprises generating the customized privacy training content using the modified portion of the privacy training content. Consequently, for instant claims 1, 6 and 13 are covered by US 11301796 B2 and its claims 1, 8, 13, 15 and 17. Thus, these instant claims are anticipated by the patent refence 1, 8, 13, 15 and 17 because both applicant’s pending application and the reference patent cover every feature claim in which the instant claims are broadly recited and encompass the same disclosed technology. Moreover, both the instant claims and the reference claims share similar invention titles which are directed to a method and a system for identifying user information and contextual and topic information related to a particular training content to provide a customized training content (see ¶006 – 7 from instant disclosure). In other words, as the reference system claimed discloses, a system for information processing to provide invention provides “effective training to ensure that employees and/or vendors are compliant with applicable privacy and security regulations and standards” (see ¶006 from instant and reference specs). Thus, under the broadest reasonable interpretation (BRI), this invention scope in the instant claims 1, 6 and 13 are covered by the independent reference claims 1, 8, 13, 15 and 17 from US 11301796 B2 (see MPEP 804 (II)(B)(2) for more details). At least the instant independent claims 1, 6 and 13 are rejected on the ground of nonstatutory double patenting as being unpatentable over claims 1, 8, 13, 15 and 18 of U.S. Patent No 11416798 B2 in view of Sundaresh (U.S. Pub No. 20130203026 A1). Although the claims at issue are not identical, they are not patentably distinct from each other because they are not patentably distinct from each other because the differences between the claims are considered to be obvious as set forth below: Instant claims Co-pending or reference claims (US 11416798 B2) Claims 1, 6 and 13: A system comprising (claim 6) a non-transitory computer-readable medium storing instructions; and a processing device communicatively coupled to the non-transitory computer-readable medium, wherein, the processing device is configured to execute the instructions and thereby perform operations comprising: […] – refer to next column row identifying, based on the organization for the trainee and a training topic, contextual information, that identifies additional training content; generating customized training content by altering with the additional training content comprising the particular training content wherein the additional training content corresponds to the training topic that the trainee had difficulty mastering as indicated by prior training results; […] – refer to last column row providing access to the customized training content to the trainee via a graphical user interface. Claims 1, 8 and 15: A system comprising: (claim 8) processing hardware; computer memory communicatively coupled to the processing hardware; and a non-transitory computer-readable medium communicatively coupled to the processing hardware, and storing computer-executable instructions, wherein the processing hardware is configured for executing the computer-executable instructions and thereby performing operations comprising: receiving a request to procure a vendor for an entity from a user via a remote device, wherein the vendor is to provide at least one of a service or a product to the entity; determining vendor training criteria for the vendor; retrieving training data for the user, wherein the training data indicates a completion status identifying a progress of the user completing required training; determining a training requirement associated with a procurement of the vendor by the user based on the vendor training criteria, the user training data, and at least one of a privacy impact assessment or a security assessment conducted on the vendor with respect to the vendor handling data for the entity; determining that the user is no longer in compliance with the training requirement based on the user training data and the training requirement; responsive to determining that the user is no longer in compliance with the training requirement: generating customized training content comprising a portion of a training course associated with the training requirement based on the user training data and the training requirement, wherein generating the customized training content comprising the portion of the training course comprises at least one of determining that a regulation associated with the training course has changed since the user previously satisfied the training requirement or determining that a predetermined amount of time has passed since the user previously satisfied the training requirement; and transmitting the customized training content to the remote device for presentation to the user; receiving an indication from the remote device that the user has satisfied the training requirement; and in response to receiving the indication, facilitating the procurement of the vendor. content on the graphical user interface; and transmitting an instruction to a browser application executed on a user device causing the browser application to retrieve the customized training content and present the graphical user interface on the user device. (Claims 1, 6 and 13 cont.): identifying a data map associated with a trainee; identifying, based on the data map, an organization for the trainee; Claim 13: accessing a data map associated with the vendor to retrieve vendor attributes… (Claims 1, 6 and 13 cont.): modifying the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee; and Claim 18: wherein detecting the modification of the training material comprises: receiving a user request to update the training material; and updating the training material in response to the user request. Consequently, for pending claims 1, 6 and 13 in view of US Patent No. 11416798 B2 and its claims 1, 8, 13, 15 and 18, the differences between the claims are the recitation of the following limitations: …wherein the additional training content corresponds to the training topic that the trainee had difficulty mastering as indicated by prior training results; modifying the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee; and The US 11416798 B2 and its claims 1, 8, 13, 15 and 18 did not taught the steps indicated above. However, these instant application’s limitations were further evaluated by Sundaresh (U.S. Pub No. 20130203026 A1) which taught the step of “modifying the customized training content” specifically, to “adjust a difficulty of the customized training content based on prior training results of the trainee” as the system allows users to progress through multiple levels or tiers upon successful completion of each preceding tier” which derives from modifications to a “previously implemented virtual environment” wherein the “new level would not be available for the user to play until he successfully completes the current level” which is directed to adjusting a difficulty of the customized training content based on prior training results of the trainee (see ¶0059 – 60; Sundaresh). Also, the system can be scalable and “adaptable to incorporate any virtual training program” (see ¶0028 – 29; Sundaresh). Similarly, the claimed “additional training content that specifically relates to topics that the trainee had difficulty mastering” is taught by Sundaresh as its system can provide “additional training materials from the stored application program modules when the user fails to successful complete an initial level” (see ¶0011, ¶0040 and claim 13; Sundaresh). Therefore, it would have been obvious to one of ordinary skill in the art before the earliest effective filing date because would have provided to the instant application with the abilities of having additional training content that specifically relates to topics that the trainee had difficulty mastering and modifying the customized training content, specifically to adjust its difficulty based on prior training results, as taught by Sundaresh in order to engage “an employee”, facilitate “interactive training for a given subject matter”, and provide “better means for evaluating the development of the employee's skills” to effectively maintain “an employee's attention” with a “more immersive and interactive learning approach” (¶0007 – 8; Sundaresh). At least the instant independent claims 1, 6 and 13 are rejected on the ground of nonstatutory double patenting as being unpatentable over claims 1, 8, 16 and 19 of U.S. Patent No. 12026651 B2 in view of Sundaresh (U.S. Pub No. 20130203026 A1). Although the claims at issue are not identical, they are not patentably distinct from each other because they are not patentably distinct from each other because the differences between the claims are considered to be obvious as set forth below: Instant claims Co-pending or reference claims (US 12026651 B2) Claims 1, 6 and 13: A system comprising (claim 6) a non-transitory computer-readable medium storing instructions; and a processing device communicatively coupled to the non-transitory computer-readable medium, wherein, the processing device is configured to execute the instructions and thereby perform operations comprising: identifying a data map associated with a trainee; identifying, based on the data map, an organization for the trainee; identifying, based on the organization for the trainee and a training topic, contextual information, that identifies additional training content; generating customized training content by altering with the additional training content comprising the particular training content wherein the additional training content corresponds to the training topic that the trainee had difficulty mastering as indicated by prior training results; […] – refer to next column row providing access to the customized training content to the trainee via a graphical user interface. Claims 1, 8 and 16: A system comprising: (claim 8) a non-transitory computer-readable medium storing instructions; and a processing device communicatively coupled to the non-transitory computer-readable medium, wherein, the processing device is configured to execute the instructions and thereby perform operations comprising: receiving a request to procure a vendor for an entity from a user via a remote computing device, wherein the vendor is to provide at least one of a service or a product to the entity; determining vendor training criteria for the vendor; determining a training requirement associated with a procurement of the vendor by the user based on the vendor training criteria and at least one of an assessment conducted on the vendor with respect to at least one of the product or the service; determining, based on training data for the user, a progress of the user completing the training requirement; generating customized training content comprising a portion of a training course associated with the training requirement based on the progress of the user; and transmitting the customized training content to the remote computing device for presentation to the user. (Claims 1, 6 and 13 cont.): modifying the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee; and Claim 19: wherein detecting the modification of the training material comprises: receiving a user request to update the training material; and updating the training material in response to the user request. Consequently, for pending claims 1, 6 and 13 in view of US Patent No. 11416798 B2 and its claims 1, 8, 16 and 19, the differences between the claims are the recitation of the following limitations: …wherein the additional training content corresponds to the training topic that the trainee had difficulty mastering as indicated by prior training results; modifying the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee; and The US 12026651 B2 and its claims 1, 8, 16 and 19 did not taught the steps indicated above. However, these instant application’s limitations were further evaluated by Sundaresh (U.S. Pub No. 20130203026 A1) the taught the step of “modifying the customized training content” specifically, to “adjust a difficulty of the customized training content based on prior training results of the trainee” as the system allows users to progress through multiple levels or tiers upon successful completion of each preceding tier” which derives from modifications to a “previously implemented virtual environment” wherein the “new level would not be available for the user to play until he successfully completes the current level” which is directed to adjusting a difficulty of the customized training content based on prior training results of the trainee (see ¶0059 – 60; Sundaresh). Also, the system can be scalable and “adaptable to incorporate any virtual training program” (see ¶0028 – 29; Sundaresh). Similarly, the claimed “additional training content that specifically relates to topics that the trainee had difficulty mastering” is taught by Sundaresh as its system can provide “additional training materials from the stored application program modules when the user fails to successful complete an initial level” (see ¶0011, ¶0040 and claim 13; Sundaresh). Therefore, it would have been obvious to one of ordinary skill in the art before the earliest effective filing date because would have provided to the instant application with the abilities of having additional training content that specifically relates to topics that the trainee had difficulty mastering and modifying the customized training content, specifically to adjust its difficulty based on prior training results, as taught by Sundaresh in order to engage “an employee”, facilitate “interactive training for a given subject matter”, and provide “better means for evaluating the development of the employee's skills” to effectively maintain “an employee's attention” with a “more immersive and interactive learning approach” (¶0007 – 8; Sundaresh). At least the instant independent claims 1, 6 and 13 are rejected on the ground of nonstatutory double patenting as being unpatentable over claims 1, 8 and 15 of U.S. Patent No. 11100444 B2 in view of Dion (U.S. Pub No. 20080318197 A1) and in further view of Sundaresh (U.S. Pub No. 20130203026 A1).. Although the claims at issue are not identical, they are not patentably distinct from each other because they are not patentably distinct from each other because the differences between the claims are considered to be obvious as set forth below: Instant claims Co-pending or reference claims (US 11100444 B2) Claims 1, 6 and 13: A system comprising (claim 6) a non-transitory computer-readable medium storing instructions; and a processing device communicatively coupled to the non-transitory computer-readable medium, wherein, the processing device is configured to execute the instructions and thereby perform operations comprising: identifying a data map associated with a trainee; identifying, based on the data map, an organization for the trainee; identifying, based on the organization for the trainee and a training topic, contextual information, that identifies additional training content; generating customized training content by altering with the additional training content comprising the particular training content wherein the additional training content corresponds to the training topic that the trainee had difficulty mastering as indicated by prior training results;; modifying the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee; and providing access to the customized training content to the trainee via a graphical user interface. Claims 1, 8 and 15: A vendor procurement training system comprising: (claim 8) one or more computer processors; and computer memory storing computer-executable instructions that, when executed by the one or more computer processors, cause the one or more computer processors to perform one or more operations comprising: detecting the initiation, by a user, of a vendor procurement process for procuring a particular vendor for an entity; at least partially in response to detecting the initiation of the vendor procurement process, determining one or more vendor criteria associated with the particular vendor; at least partially in response to determining the one or more vendor criteria, determining one or more vendor training requirements associated with procurement of the particular vendor; retrieving, from a learning management system, training data associated with the particular vendor; identifying, based at least in part on the training data associated with the particular vendor, one or more completed vendor training requirements from among the one or more vendor training requirements associated with the procurement of the particular vendor, wherein the particular vendor has completed each of the one or more completed vendor training requirements; determining, based at least in part on the training data associated with the particular vendor, whether each of the one or more completed vendor training requirements is currently valid; at least partially in response to determining that at least one of the one or more completed vendor training requirements is not currently valid, providing, to the vendor, one or more training programs, wherein each of the one or more training programs is associated with at least one of the one or more completed vendor training requirements; and at least partially in response to determining that each of the one or more completed vendor training requirements is currently valid, completing the vendor procurement process. Consequently, for pending claims 1, 6 and 13 in view of US Patent No. 11100444 B2 and its claims 1, 8 and 15, the differences between the claims are the recitation of the following limitations: generating customized training content by altering with the additional training content comprising the particular training content wherein the additional training content corresponds to the training topic that the trainee had difficulty mastering as indicated by prior training results; modifying the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee; and The US 11100444 B2 and its claims 1, 8 and 15 did not taught the steps indicated above. However, these instant application’s limitations were further evaluated by Dion (U.S. Pub No. 20080318197 A1) which taught the step of generating “customized training content” by specifically “altering with the additional training content” as the ability of the system which allows “administrators” to “seamlessly import and implement content for their organization's operation and training” as well as “Institutions and organizations” to “import existing employee data bases and be operating in very short order” (see ¶0083, ¶0073 and Figs. 3b – 3c and Fig. 5c; Dion). Therefore, it would have been obvious to one skilled in the art at the time of filing because would have provided to the instant application with the ability of generating “customized training content by altering with the additional training content”, as taught by Dion in order to “provide ease of use to an institution or organization in content delivery, source flexibility, testing, tracking, and reporting that is compliant to the appropriate accreditation agencies and remain content independent to assure the institution or organization the best value” (¶0007; Dion). On the other hand, Dion did not teach the step of “modifying the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee”, neither having additional training content that specifically relates to topics that the trainee had difficulty mastering. However, Sundaresh taught that the system allows users to progress through multiple levels or tiers upon successful completion of each preceding tier” which derives from modifications to a “previously implemented virtual environment” wherein the “new level would not be available for the user to play until he successfully completes the current level” which is directed to adjusting a difficulty of the customized training content based on prior training results of the trainee (see ¶0059 – 60; Sundaresh). Also, the system can be scalable and “adaptable to incorporate any virtual training program” (see ¶0028 – 29; Sundaresh). As for the claimed additional training content that specifically relates to topics that the trainee had difficulty mastering, this is taught by Sundaresh when teaching that its system can provide “additional training materials from the stored application program modules when the user fails to successful complete an initial level” (see ¶0011, ¶0040 and claim 13; Sundaresh). Thus, it would have been obvious to one of ordinary skill in the art before the earliest effective filing date because would have provided to the instant application and Dion with the abilities of having additional training content that specifically relates to topics that the trainee had difficulty mastering and modifying the customized training content, specifically to adjust its difficulty based on prior training results, as taught by Sundaresh in order to engage “an employee”, facilitate “interactive training for a given subject matter”, and provide “better means for evaluating the development of the employee's skills” to effectively maintain “an employee's attention” with a “more immersive and interactive learning approach” (¶0007 – 8; Sundaresh). 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 - 20 are rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. The analysis of this claimed invention recited in the claims begins in view of independent claim 1, the most representative claim of the independent claims set 1, 6 and 13, as follows: At Step 1: Claims 1 - 5 fall under statutory category of a process, while claims 6 – 20 are directed to machines. At Step 2A Prong 1: Claim 1 (representative of claim 6 and 13) recites an abstract idea, which is defined by the following underlined elements (e.g. functional steps) while omitting any hardware components (e.g. represented as “…”): identifying…a data map associated with a trainee; identifying… and based on the data map, a role for the trainee; identifying…and based on the role for the trainee and a training topic, contextual information, that identifies additional training content; generating…customized training content by altering source training content with the additional training content, wherein the additional training content corresponds to the training topic that the trainee had difficulty mastering as indicated by prior training results; modifying…the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee; and providing…access to the customized training content to the trainee… Generally, these limitations, describe a method and a system for identifying user information and contextual and topic information related to a particular training content to provide a customized training content. As disclosed in the specification in ¶006, this invention provides “effective training to ensure that employees and/or vendors are compliant with applicable privacy and security regulations and standards.” However, the abstract idea(s) of a certain method of organizing human activity (See MPEP 2106.04(a)(2), subsection II) is recited in the representative claim 1 in the forms of “commercial or legal interactions” and “managing personal behavior or relationships or interactions between people”. Specifically, the abstract idea is recited in at least the steps of “generating…customized training content by altering source training content…” with additional training data, “modifying…the customized training content to adjust a difficulty of the customized training content” and “providing…access to the customized training content”. Because “generating” customized data by “altering” the source of the data with additional data and “modifying” the customized data to “adjust” the data difficulty based on previous training results to further “provide” access to the customized data at least encompasses commercial or legal interactions related to at least handling agreements in the form of contracts and/or legal obligations when providing such training information customized to the trainee for access. Similarly, the “providing…access to the customized training content” step also falls under the abstract idea sub-group of “managing personal behavior or relationships or interactions between people” since such data provision and access is based on the user’s social activities identified (e.g. “the role for the trainee and a training topic” in the step of “identifying…contextual information that identifies additional training content”). Finally, the claim steps are encompassing teaching when “generating…customized training content…”, “modifying…the customized training content to adjust a difficulty of the customized training content” based on trainee’s prior training results and “providing…access to the customized training content to the trainee”. The steps of “generating…customized training content by altering source training content…” with additional training data, “modifying…the customized training content to adjust a difficulty of the customized training content” and “providing…access to the customized training content” fall under the abstract idea of within the mental process grouping that can be practically be performed in the human mind or in pen and paper (See MPEP 2106.04(a)(2), subsection III). Because “generating” a customized training content based on the identification of the data map, the trainee role and the contextual information identifying the particular training content to “alter” the source data with additional training data and “modify” the customized training data to adjust a difficulty and provide access to the customized training content requires evaluation and judgement which can be further performed by a human with at least pen and paper. Moreover, the “generating…customized training content” step that suggests “altering the source data with the additional training data” is not specifically reflected in the independent claim, based on all the types of alteration later claimed in the dependents. For instance, such alterations include altering “image or video content” or “audio content of the source training content” to integrate a “face of a particular individual” (see claims 3, 8 and 16), a “voice of a particular individual” (see claims 4, 9, and 17), “a brand, a logo, or a motto for the organization” (see claims 10, and 18), or “replace a generic term with a name of the organization” (see claims 10, and 18). Thus, such integrations can still fall under the abstract idea of mental process while using the computer as a tool (e.g. invoking “apply it”) to obtain the customized training data. Because, these steps can either be done with the help of physical aid such as pen and paper when altering images with brands, logos or generic text, as well as some “altering” steps can be performed with the help of a computer to alter video/audio to integrate an individual’s face/voice. In other words, the physical aid used does not negate the mental nature of the limitation(s), even when using other generic computer components to “alter” such specific content in the different ways claimed which are not further specified as to how some of this altering steps were performed for voice and face data (see MPEP 2106.04(a)(2)(III)(B & C)). Step 2A Prong 2: For independent claims 1, 6 and 13, The judicial exception(s) or abstract idea previously identified is not integrated into a practical application (see MPEP 2106.04 (d)). The claims recite the additional element(s) of a computing hardware (from claim 1); a first computing device and a graphical user interface (from claims 1, 6 and 13); one or more processing devices and a non-transitory computer-readable medium (from claims 6 and 13). These additional elements, individually and in combination, and while considering the claims as a whole, are merely used as a tool to perform the abstract idea (See MPEP 2106.05(f)). These element features are being performed by a computer and are recited at a high level of generality that is applying the abstract idea without placing any limits on how these steps are performed distinctively from other generic computer components and without having each function to generally “apply it” to the computer. See MPEP 2106.05(f). As for the step of “providing…access to the customized training content” to the trainee via a GUI in the claims is really nothing more than links to computer for implementing the use of ordinary capacity for economic or other tasks (e.g., to receive, store, or transmit data) or simply adding a general-purpose computer or computer components (refer to MPEP 2106.05 f (2)). Step 2B: For independent claims 1, 6 and 13, these claims do not provide an inventive concept. The recited additional elements of the claim(s) are the following: a computing hardware (from claim 1); a first computing device and a graphical user interface (from claims 1, 6 and 13); one or more processing devices and a non-transitory computer-readable medium (from claims 6 and 13). These additional elements are not sufficient to amount significantly more than the judicial exception or abstract idea (see MPEP 2106.05). Because, as indicated in Step 2A Prong 2, these additional element(s) claimed are merely, instructions to “apply” the abstract ideas, which cannot provide an inventive concept. Also, the recitation of a computer to perform the claim limitations amounts to no more than mere instructions to apply the exception using a generic computer component. Thus, even when considered in combination, these additional elements represent mere instructions to implement an abstract idea or other exception on a computer, which do not provide an inventive concept at Step 2B. For dependent claims 2-5, 7-12 and 14 - 20, these claims cover or fall under the same abstract idea of a method of organizing human activity and mental processes. They describe additional limitations steps of: Claims 2-5, 7-12 and 14 - 20: further describes the abstract idea of the customizing privacy training method and how customized training content are retrieved based on user requests, the types of alterations done to the source training content and its corresponding multimedia later integrated and replaced, the identification of user’s completion status, their attributes and contextual information. Thus, being directed to the abstract idea groups of “managing personal behavior or relationships or interactions between people”, “engaging in commercial or legal interactions” as well as these steps cover concepts of training content that includes agreements in the form of contracts and/or legal obligations for the trainee to follow the rules or instructions needed to complete and comply with the training material (e.g. including “a completion status for the trainee with respect to training requirements”), while the customization of the training content can be performed in the human mind or with a pen and paper, including at least observation, evaluation and judgment. Step 2A Prong 2 and Step 2B: For dependent claims 2, 7 and 15, these claims recite the additional elements of: a browser application and a user device. These additional elements recited are invoking computers merely used as a tool to perform or “apply” the abstract idea(s) to the existing process of providing customized training content upon request. which are also recited to be merely used as a tool to perform the abstract idea to retrieve and present the customized training content to the user. Thus, amounting to no more than mere instructions to “apply” the exception using a generic computer component (MPEP 2106.05(f) and (f)(2)). Accordingly, for the same reasons stated above, these additional element(s) claimed cannot provide an inventive concept at Step 2B. Finally, the additional elements previously mentioned above, are nothing more than descriptive language about the elements that define the abstract idea, and these claims remain rejected under 101 as well. 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. Claims 1 - 20 are rejected under 35 U.S.C. 103 as being unpatentable over Dion (U.S. Pub No. 20080318197 A1) in view of Sundaresh (U.S. Pub No. 20130203026 A1). Regarding claims 1, 6 and 13: Dion teaches: a non-transitory computer-readable medium storing instructions; and a processing device communicatively coupled to the non-transitory computer-readable medium, wherein, the processing device is configured to execute the instructions and thereby perform operations comprising: (In Fig. 1 (125, 133 and 129) and Fig. 2: See ¶0042 – 43 for more details about the “computer program product” and the “provider 121 processor functions from the organization 101 connected local network” which are directed to the processing device communicatively coupled to the non-transitory computer-readable medium. Refer to ¶0084 wherein an embodiment of “education competency and compliance management system will be configured as depicted in FIG. 1 with computer support hardware as shown in FIG. 2”) identifying a data map associated with a trainee; (In ¶0060; Fig. 5c: teaches that the administrator can select any “pre-test that may be required for the course, post course test with a drop down box to the right to select the type of post course test required, survey with a drop down box to the right to select the type of survey required to complete the course, minimum user type with a drop down box to the right to select the course minimum user type” among other types of criteria and information that can be identified by the system to be linked and included in the final course design as shown in Fig. 5c, in accordance to ¶0674 from Applicant’s specs. Refer to ¶0012 wherein the reference invention system allows “sponsoring organizations administrators” to “create their own content and load the modules or courses onto the education competency and compliance management servers” and “create from the education competency and compliance management interface for local or internet links to content residing on other systems”. Also, see ¶0041 wherein the organization can “generate their own content or access content from an external course 113 supplier” wherein these examples are directed to the system being able to connect and identify data maps from external systems.) identifying, based on the data map, an organization for the trainee; (In ¶0059; Fig. 5b (323): teaches that the system identifies and presents “an area 323 displaying “Organization and Facility Courses”. Below are 323 are instruction for area 323 (Your organization or facility has created these course[s] for you” in which the organization name is displayed to the second user or trainee.) identifying, based on the organization for the trainee and a training topic, contextual information, that identifies additional training content; (In ¶0059; Fig. 5b (319); Fig. 5c: teaches that the system identifies and presents “an area 319 displaying “Regulatory Courses (OSHA, JCAHO, HIPPA, etc.)”. Below area 319 are instruction for area 319 (Your organization or facility has created these course[s] for you” and that these “are mandatory courses assigned to you by your hospital.)” as shown in Fig, 5b, in accordance to ¶0346 and ¶0682 from Applicant specs. Refer to ¶0060 and Fig. 5c wherein the administrator can enter “course information” and the “minimum user type” and in ¶0073 and Fig. 3b – 3c wherein “shows a personal training plan for a specific organizational role that an employee is assigned” which is directed to contextual information identifying training content. Lastly, additional training content can be assigned to a user trainee as “individual specific items” that can be additionally included in the “courses, tests, and surveys” interface screen as shown in Fig. 5b.) generating customized training content by altering with the additional training content comprising the particular training content, wherein the additional training content corresponds to the training topic that the trainee had difficulty mastering as indicated by prior training results; (In ¶0083; Fig. 3b – 3c and Fig. 5c: teaches that the alteration of source training content (e.g. such as including the organization logo in the page) made by an administrator to generate the customized training content which is directed to the system allowing “administrators” to “seamlessly import and implement content for their organization's operation and training” as well as “Institutions and organizations” to “import existing employee data bases and be operating in very short order”. But also, and more specifically, “Organizations and institutions can import their logos in addition to their preferred look and feel of report formats to enhance compliance and operations” (see ¶0073), in accordance to ¶00680 from Applicant specs. Refer to ¶0042 wherein the “organization 101 establishes through access assignment which staff will be organization approved individuals allowed to add to, delete, modify, and adapt course content and testing” and refer to ¶0059 - 60 wherein the administrator can “additionally include individual specific items” as well as modify or “bring in” and save courses and content as shown in Fig. 5c.) providing access to the customized training content to the trainee via a graphical user interface. (In ¶0043; Fig. 3a – 3b: teaches that “when the correct login ID and password are entered correctly the user is directed to their specific personal training interface screen” as shown in Fig. 3b.) Dion teaches that the system allows administrative users to be able “to add to, delete, modify, and adapt course content and testing to keep an organization improving and growing through improved task performance” (see ¶0042, ¶0060 and Fig 5c; Dion). However, Dion does not explicitly teach the abilities of having additional training content that specifically relates to topics that the trainee had difficulty mastering and modifying the customized training content, specifically to adjust its difficulty based on prior training results. However, Sundaresh teaches: …wherein the additional training content corresponds to the training topic that the trainee had difficulty mastering as indicated by prior training results; (In ¶0040; Fig. 8B (815); Figs. 8C – 8D: teaches an example wherein “virtual instructor may point the user to training materials”, or “focus on certain fields of a document”. Also, the system may “receive information through the external systems interface 220 and transmit information through the virtual environment generator 250 or alternatively may transmit information outside of the virtual environment when appropriate. The interaction engine 210 may interface with a learning management system to direct an employee to relevant training sources.” Also, refer to ¶0011 wherein the system can provide “additional training materials from the stored application program modules when the user fails to successful complete an initial level” (see also prior art’s claim 13).) modifying the customized training content to adjust a difficulty of the customized training content based on prior training results of the trainee; and (In ¶0059 – 60: teaches that the reference system’s “risk management training program 269 may provide information to the virtual environment generator 250 including a program or programs executed to place a user's avatar in a virtual environment where random numbers are used to generate market scenarios and risk positions”. But generally, the system may “allow users to progress through multiple levels or tiers upon successful completion of each preceding tier” which derives from modifications to a “previously implemented virtual environment” wherein the “new level would not be available for the user to play until he successfully completes the current level” which is directed to adjusting a difficulty of the customized training content based on prior training results of the trainee. Refer to ¶0028 – 29 wherein the system is scalable and “adaptable to incorporate any virtual training program”, as well as “a particular business unit within the firm may choose to have its employees” to play particular games to assess employees in different areas such as “accounting concepts” or “the basics of derivatives” and refer to ¶0054 wherein a “trainer” can be introduced in a “virtual environment” generated for a “virtual classroom”.) It would have been obvious to one of ordinary skill in the art before the earliest effective filing date of the claimed invention to modify Dion to provide the abilities of having additional training content that specifically relates to topics that the trainee had difficulty mastering and modifying the customized training content, specifically to adjust its difficulty based on prior training results, as taught by Sundaresh in order to engage “an employee”, facilitate “interactive training for a given subject matter”, and provide “better means for evaluating the development of the employee's skills” to effectively maintain “an employee's attention” with a “more immersive and interactive learning approach” (¶0007 – 8; Sundaresh). Regarding claims 2, 7 and 15: The combination of Dion and Sundaresh, as shown in the rejection above, discloses the limitations of claims 1, 6 and 13, respectively. Dion further teaches: receiving, by the computing hardware, a training content request for the customized training content, wherein the training content request originates from the graphical user interface; and responsive to receiving the training content request, transmitting, by the computing hardware, an instruction to a browser application executing on a user device causing the browser application to retrieve the customized training content and present the customized training content on a second graphical user interface on the user device. (In ¶0058 – 59; Fig. 5a (183); Fig. 5b: teaches that the system allows users to “select courses (by clicking their mouse over the course) directly from the list in area 183 for course selection”. For example, the user can click the “area 309 displaying “Online Courses and Exams” which will “launch the browser to the education online courses and exams screen for review and selection” directed to the second graphical user interface (see ¶0059).) Regarding claims 3, 8 and 16: The combination of Dion and Sundaresh, as shown in the rejection above, discloses the limitations of claims 1, 6 and 13, respectively. Dion teaches that its system allows the “organization 101” to include “external content that are created, purchased, or selected” wherein the “external content can be text, video, audio, presentations, or any material that will aide in student/staff understanding and retention of operational and task related information” (see ¶0042 and ¶0083; Dion). However, Dion does not explicitly teach the ability of altering source training content, for image/video content that specifically integrates a face of a particular individual into the customized training content. However, Sundaresh further teaches: wherein altering the source training content with the additional training content further comprises altering at least one of an image or video content of the source training content to integrate a face of a particular individual into the customized training content. (In ¶0025; Fig. 5 (512): teaches that the “system users may select avatars to represent themselves within the environment” (e.g. directed to integrating a face of a particular individual) as well as selecting” a particular region, country, or language in which the training experience can be conducted” in accordance to ¶00680 and ¶0686 in applicant specs. Refer to ¶0061 and Fig. 5 for more details) It would have been obvious to one of ordinary skill in the art before the earliest effective filing date of the claimed invention to modify Dion to provide the ability of altering source training content, for image/video content that specifically integrates a face of a particular individual into the customized training content, as taught by Sundaresh in order to engage “an employee”, facilitate “interactive training for a given subject matter”, and provide “better means for evaluating the development of the employee's skills” to effectively maintain “an employee's attention” with a “more immersive and interactive learning approach” (¶0007 – 8; Sundaresh). Regarding claims 4, 9 and 17: The combination of Dion and Sundaresh, as shown in the rejection above, discloses the limitations of claims 1, 6 and 13, respectively. Dion further teaches: wherein altering the source training content with the additional training content further comprises altering audio content of the source training content to integrate a voice of a particular individual into the customized training content. (In ¶0042; Fig. 2 (131): teaches that the system can allow the “organization 101” to include “external content that are created, purchased, or selected” wherein the “external content can be text, video, audio, presentations, or any material that will aide in student/staff understanding and retention of operational and task related information” (see ¶0083 for more details), which is directed to altering the source training content with the additional training content to integrate voice of an individual in a customized training content, in accordance to ¶00680 and ¶00685 from Applicant specs. Refer to ¶0012 for more details regarding to “sponsoring organizations administrators can create from the education competency and compliance management interface for local or internet links to content residing on other systems” which can include content as “media delivery to include text, video, and voice” with different capabilities incorporated in content courses and modules.) Regarding claims 5, 12 and 20: The combination of Dion and Sundaresh, as shown in the rejection above, discloses the limitations of claims 1, 6 and 13, respectively. Dion further teaches: identifying, by the computing hardware the prior training results of the trainee, wherein the prior training results comprises a completion status for the trainee with respect to training requirements (In ¶0055; Fig. 3b (159): teaches the system identification of training data for the trainee including a completion status is shown in Fig. 3b wherein the system’s “CPU 125 (FIG. 2) will track expiration dates and through selectable choices of lead times alert the individual and administrators with scheduled alert by email and through on screen, attention getting notices” such as an “expires soon” warning or “expired” is displayed when a user is required to update or recertify a required course” and a “status column is also associated with bar 159 courses” that can display “need to complete” statuses. Refer to ¶0044 and Fig. 3b wherein the system records the user’s “courses in progress” and provides a “a list of courses (both on-line and off-line education) the user has started but has not completed and passed” and when these courses are passed, they will appear in “My Transcript section” which is directed to prior training results of the trainee.) Regarding claims 10 and 18: The combination of Dion and Sundaresh, as shown in the rejection above, discloses the limitations of claims 6 and 13, respectively. Dion further teaches: wherein altering the source training content comprises altering at least one of video content or audio content of the source training content to integrate at least one of a brand, a logo, or a motto for the organization into the customized training content. (In ¶0073; Fig. 2 (131 Figs. 3b and 5c: teaches that “Organizations and institutions can import their logos in addition to their preferred look and feel of report formats to enhance compliance and operations”, in accordance to ¶00685 and ¶00693 from applicant specs. Refer to ¶0012 for more details regarding to “sponsoring organizations administrators can create from the education competency and compliance management interface for local or internet links to content residing on other systems” which can include content as “media delivery to include text, video, and voice” with different capabilities incorporated in content courses and modules.) Regarding claims 11 and 19: The combination of Dion and Sundaresh, as shown in the rejection above, discloses the limitations of claims 6 and 13, respectively. Dion further teaches: wherein altering the source training content comprises altering at least one of video content or audio content of the source training content to replace a generic term with a name of the organization in the customized training content. (In ¶0042; Fig. 2 (131), Figs. 3b and 5b: teaches this descriptive subject matter which is directed to the system can allow the “organization 101” to include “external content that are created, purchased, or selected” wherein the “external content can be text, video, audio, presentations, or any material that will aide in student/staff understanding and retention of operational and task related information”, which under BRI it directs to replacing a generic term with the organization name in a customized training content, in accordance to ¶00693 from applicant specs. Refer to ¶0012 for more details regarding to “sponsoring organizations administrators can create from the education competency and compliance management interface for local or internet links to content residing on other systems” which can include content as “media delivery to include text, video, and voice” with different capabilities incorporated in content courses and modules.) Regarding claim 14: The combination of Dion and Sundaresh, as shown in the rejection above, discloses the limitations of claim 13. Dion further teaches: wherein the trainee attribute comprises at least one of a role or an organization for the trainee. (In ¶0056; Fig. 3b and 3c: teaches the trainee attributes since the administrator can associate and group “similarly functional employees” and their user profile with a “role” or an “organizational role” (see ¶0065 and¶0073) as shown in Fig. 3c.) Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. Pennington (U.S. Pub No. 20100233663 A1) is pertinent because it “concerns a way to quickly and efficiently assess an organization's workforce capability maturity, generate a workforce transformation roadmap, and locate and map relevant educational content to job and competency profiles” Martucci (U.S. Pub No. 20170098385 A1) is pertinent because it is “a processor-implemented method is provided for enhancing cognitive abilities of a user by personalizing cognitive training regimens through difficulty progression.” Sims (U.S. Pub No. 20060204948 A1) is pertinent because it “relates to a method of training and rewarding employees, and in particular to a method of training and rewarding employees using a kiosk placed in a plant/industrial environment.” Perreault (U.S. Pub No. 20110055100 A1) is pertinent because it “relates to the provision of professional services and to related education products, services and tools. More particularly, the invention relates to an integration of services and products related to developing, delivering, monitoring and reporting continuing education courses and materials.” Sadeh-Koniecpol (U.S. Patent No. 9558677 B2) is pertinent because it “pertains generally to context-aware cybersecurity training and, particularly to training systems, apparatuses, and methods that select and provide cybersecurity training to a user based on action of a user.” Schuster (U.S. Pub No. 20050228685 A1) is pertinent because it “pertains to the field of rule-base compliance, certification, and risk mitigation and loss prevention, as it relates to rules of authoritative bodies to which one or more entities are, may be, are believed to be or have agreed to be subject.” Clarke (U.S. Pub No. 20190189021 A1) is pertinent because it “provide[s] domain specific learning management systems that can be dynamically configured for a specific course by (1) selecting learning content contained in the environment, and (2) using various embedded learning and engagement strategies to support pedagogy. Embodiments of the subject invention provide educational content and learning management systems that enhance the learning experience for students through learning objects, course materials, educational tutorials, virtual problem-based environments, and gamification elements.” Delfing (U.S. Pub No. 20040241627 A1) is pertinent because it “relates to the field of interactive electronic methods and systems for providing orientation, training and certification of employees, and for controlling employee access to a jobsite. More particularly, the present invention relates to methods and systems for interactive computer-aided orientation, training and certification that provides instruction using multimedia content and obtains feedback from a plurality of trainees via a computer network.” Meyer (U.S. Pub No. 20040115608 A1) is pertinent because it “relates to a system and method for collecting, disseminating and managing information from one or more users and systems through a voice transmission, data transmission and data storage network. The information collected, disseminated and managed permits an end user to obtain continuing educational and training content and services via a variety of multimedia sources.” Fox (U.S. Pub No. 20110047224 A1) is pertinent because it is “pertains to an apparatus and a method for processing and/or for providing education information and/or education related information and, in particular, to an apparatus and a method for processing and/or for providing education information and/or education related information for a variety of education and education related applications.” Any inquiry concerning this communication or earlier communications from the examiner should be directed to Ivonnemary Rivera Gonzalez whose telephone number is (571)272-6158. The examiner can normally be reached Mon - Fri 9:00AM - 5:30PM. 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, Nathan Uber can be reached at (571) 270-3923. 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. /IVONNEMARY RIVERA GONZALEZ/Examiner, Art Unit 3626 /NATHAN C UBER/Supervisory Patent Examiner, Art Unit 3626
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Prosecution Timeline

Apr 11, 2022
Application Filed
Mar 26, 2025
Non-Final Rejection — §101, §103, §DP
Aug 04, 2025
Response Filed
Sep 16, 2025
Final Rejection — §101, §103, §DP
Nov 19, 2025
Response after Non-Final Action
Dec 23, 2025
Request for Continued Examination
Jan 29, 2026
Response after Non-Final Action
Feb 26, 2026
Non-Final Rejection — §101, §103, §DP (current)

Precedent Cases

Applications granted by this same examiner with similar technology

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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
5%
Grant Probability
14%
With Interview (+8.5%)
2y 11m
Median Time to Grant
High
PTA Risk
Based on 100 resolved cases by this examiner. Grant probability derived from career allow rate.

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