Prosecution Insights
Last updated: October 02, 2026
Application No. 17/887,195

INFORMATION-GREEDY MULTI-ARM BANDITS FOR ELECTRONIC USER INTERFACE EXPERIENCE TESTING

Non-Final OA §101
Filed
Aug 12, 2022
Priority
Feb 10, 2022 — provisional 63/308,700
Examiner
WEBB III, JAMES L
Art Unit
3624
Tech Center
3600 — Transportation & Electronic Commerce
Assignee
Home Depot Product Authority LLC
OA Round
7 (Non-Final)
14%
Grant Probability
At Risk
7-8
OA Rounds
0m
Est. Remaining
36%
With Interview

Examiner Intelligence

Grants only 14% of cases
14%
Career Allowance Rate
30 granted / 213 resolved
-37.9% vs TC avg
Strong +22% interview lift
Without
With
+22.3%
Interview Lift
resolved cases with interview
Typical timeline
3y 9m
Avg Prosecution
41 currently pending
Career history
263
Total Applications
across all art units

Statute-Specific Performance

§101
36.9%
-3.1% vs TC avg
§103
38.7%
-1.3% vs TC avg
§102
6.7%
-33.3% vs TC avg
§112
15.7%
-24.3% vs TC avg
Black line = Tech Center average estimate • Based on career data from 213 resolved cases

Office Action

§101
DETAILED ACTION The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Notice for all US Patent Applications filed on or after March 16, 2013 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 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. Continued Examination Under 37 CFR 1.114 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and the fee set forth in 37 CFR 1.17(e) has been timely paid, the finality of the previous Office action has been withdrawn pursuant to 37 CFR 1.114.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 8/20/26 has been entered. Status of the Claims This communication is in response to communications received on 8/20/26. Claim(s) 1, 10, and 19 has/have been amended, claim(s) none is/are cancelled, claim(s) none is/are new, and applicant states support can be found at instant specification [0012, 0029-0040, 0041-0043]. Therefore, Claims 1, 3-10, 12-19, and 21-22 is/are pending and have been addressed below. Response to Arguments Applicant’s arguments, see applicant’s remarks, filed 8/20/26, with respect to rejections under 35 USC 101 for claim(s) 1, 3-10, 12-19, and 21-22 have been fully considered but they are not persuasive as far as they apply to the amended 101 rejection(s) below. Applicant respectfully traversed the rejection on pg. 11-15. The Examiner respectfully disagrees because while the amendment does further the101 discussions by further defining the testing method, the testing method could be done in the human mind sans the user interface. The last wherein limitation does further distinguish the user interfaces however it is still broad. The testing method is further defined via the first providing test, second algorithm and subsequent related steps, third providing, and wherein. Regarding a) Desjardin and b) well-understood, routine, and conventional, while the claims do incorporate (as noted by the specification) unusual methods, there is still lack of an explanation on why the methods yield an improvement and/or why the specific approach is not a variation of current methods. Thus the improvements appears to be apply it. Applicant is relying on 2106.05(d) “well understood, routine, and conventional” however Examiner is relying on 2106.05(f) “apply it.” Examiner relied on “apply it” because of item (2) Whether the claim invokes computers or other machinery merely as a tool to perform an existing process of 2106.05(f). Thus, the argument(s) are unpersuasive. Claims Without Prior Art Rejections Closest prior art to the invention includes Kulkarni et al. (US 2020/0342500 A1) for claim(s) 1, 3-10, 12-19, and 21-22. 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. Claim(s) 1, 3-10, 12-19, and 21-22 is/are rejected under 35 U.S.C. 101 because the claimed invention is directed to non-statutory subject matter. The claim(s) does/do not fall within at least one of the four categories of patent eligible subject matter as noted below. The limitation(s) below for representative claim(s) 1, 10, and 19 that, under its broadest reasonable interpretation, is directed to website experience testing. Step 1: The claim(s) as drafted, is/are a process (claim(s) 1, 3-10, 12-19, and 21-22 recites a series of steps). Step 2A – Prong 1: The claimed invention is directed to an abstract idea without significantly more. The claim(s) recite(s) (emphasis added): Claim 1: generating at least two versions of the electronic user interface, each version of the electronic user interface comprising a respective set of parameters determined using a first algorithm; defining a test period for testing the at least two or more versions of the electronic user interface; receiving, from each of a plurality of first users during the test period, a respective request for the electronic user interface; automatically selecting, by a second algorithm, one of the at least two versions of the electronic user interface to deliver to each of the plurality of first users over the test period, wherein the second algorithm is configured to continuously adjust a test strategy for selecting one of the at least two versions as an output decision to maintain a user traffic split of the selection between the at least two versions of the electronic user interface at a certain split point by balancing a first criterion and a second criterion, so as to maximize a test power and to maintain a higher cumulative rewards during the defined test period relative to a uniform traffic split testing, wherein automatically selecting one of the at least two versions of the electronic user interface to deliver to each of the plurality of first users over the test period comprises: providing, during a first period of the defined test period, a minimum sample size of each of the at least two versions of the electronic user interface to a set of first users of the plurality of first users; calculating, by the second algorithm during a second period of the defined test period after the first period, a first ratio of a total number of times each of the at least two versions of the electronic user interface has been provided to each of the set of first users from the minimum sample size; calculating, by the second algorithm during the second period of the defined test period, a square root of a second ratio of cumulative rewards for each of the at least two versions of the electronic user interface based on feedback obtained from the set of first users from the minimum sample size, wherein the cumulative rewards for each of the at least two versions is calculated as a product of the cumulative reward of a version of the at least two versions and one-minus a reward of the version of the at least two versions; determining, by the second algorithm during the second period of the defined test period, one of the at least two versions of the electronic user interface to select for delivery to each remaining first user of the plurality of first users based on comparing, the first ratio to the square root of the second ratio; and providing, during the test period based on the comparison, the determined one of the at least two versions of the electronic user interface to each remaining first user of the plurality of first users; and selecting, by the second algorithm based on the testing during the test period, a given version of the at least two versions of the electronic user interface to provide to be displayed at a respective computing device of each second user in response to subsequent requests, the second algorithm configured to select the given version of the at least two versions of the electronic user interface based on a cumulative rewards of the given version relative to cumulative rewards of each other version of the at least two versions of the electronic user interface exceeding a predetermined threshold; wherein the at least two versions of the electronic user interface include at least a first version having a first layout based on the algorithmically determined first set of parameters and a second version having a second layout based on the algorithmically determined second set of parameters that is different from the first layout. Claim(s) 1 and 19: same analysis as claim 1. Dependent claims 3-9, 12-18, and 21-22 recite the same or similar abstract idea(s) as independent claim(s) 1, 10, and 19 with merely a further narrowing of the abstract idea(s). The identified limitations of the independent and dependent claims above fall well-within the groupings of subject matter identified by the courts as being abstract concepts of: a method of organizing human activity (commercial or legal interactions including advertising, marketing or sales activities or behaviors, or business relations) because the invention is directed to economic and/or business relationships as they are associated with website experience testing, and mental process (concepts performed in the human mind including an observation, evaluation, judgment, opinion) because the invention is directed to performing an evaluation (testing) of website experience (that could be done in the mind) to help companies determine the best website. Step 2A – Prong 2: The claims are found to clearly be directed to the abstract idea identified above because the claims, as a whole, fail to integrate the claimed judicial exception into a practical application, specifically: The additional elements encompassed by the abstract idea include user interface (claim(s) 1, 10, 19), user interface (claims(s) 4, 6-7, 9, 13, 15-16, 21). The claim(s) does/do not include additional elements that are sufficient to amount to significantly more than the judicial exception because the additional elements as described above with respect to Step 2A Prong 2 fails to describe: Improvements to the functioning of a computer, or to any other technology or technical field - see MPEP 2106.05(a) Applying or using a judicial exception to effect a particular treatment or prophylaxis for a disease or medical condition – see Vanda Memo Applying the judicial exception with, or by use of, a particular machine – see MPEP 2106.05(b) Effecting a transformation or reduction of a particular article to a different state or thing - see MPEP 2106.05(c) Applying or using the judicial exception in some other meaningful way beyond generally linking the use of the judicial exception to a particular technological environment, such that the claim as a whole is more than a drafting effort designed to monopolize the exception - see MPEP 2106.05(e) and Vanda Memo. Thus the additional elements as described above with respect to Step 2A Prong 2 are merely (as additionally noted by instant specification [0056-0058]) invoked as a tool and/or general purpose computer to apply instructions of an abstract idea in a particular technological environment, and/or mere application of an abstract idea in a particular technological environment and merely limiting the use of an abstract idea to a particular technological field do not integrate an abstract idea into a practical application (MPEP 2106.05(f)&(h)). Step 2B: The claims do not include additional elements that are sufficient to amount to significantly more than the judicial exception. Thus the additional elements as described above with respect to Step 2A Prong 2 are merely (as additionally noted by instant specification [0056-0058]) invoked as a tool and/or a general purpose computer to apply instructions of an abstract idea in a particular technological environment, and/or mere application of an abstract idea in a particular technological environment and merely limiting the use of an abstract idea to a particular technological field do not integrate an abstract idea into a practical application and thus similarly the combination and arrangement of the above identified additional elements when analyzed under Step 2B also fails to necessitate a conclusion that the claims amount to significantly more than the abstract idea for the same reasons as set forth above (MPEP 2106.05(f)&(h)). Conclusion When responding to the office action, any new claims and/or limitations should be accompanied by a reference as to where the new claims and/or limitations are supported in the original disclosure. Any inquiry concerning this communication or earlier communications from the examiner should be directed to JAMES WEBB whose telephone number is (313)446-6615. The examiner can normally be reached on M-F 10-3. 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, Jerry O’Connor can be reached on (571) 272-6787. 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. /JAMES WEBB/Examiner, Art Unit 3624
Read full office action

Prosecution Timeline

Show 22 earlier events
Mar 04, 2026
Interview Requested
Mar 10, 2026
Applicant Interview (Telephonic)
Mar 12, 2026
Examiner Interview Summary
Mar 23, 2026
Response Filed
Jun 01, 2026
Final Rejection mailed — §101
Aug 20, 2026
Request for Continued Examination
Aug 21, 2026
Response after Non-Final Action
Sep 02, 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

7-8
Expected OA Rounds
14%
Grant Probability
36%
With Interview (+22.3%)
3y 9m (~0m remaining)
Median Time to Grant
High
PTA Risk
Based on 213 resolved cases by this examiner. Grant probability derived from career allowance rate.

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