Prosecution Insights
Last updated: October 25, 2026
Application No. 18/899,331

ONLINE SOFTWARE PLATFORM (OSP) MONITORING RECENT DATA OF USER FOR A DOMAIN, AND REACTING TO DISCONTINUITY OF THE RECENT DATA FROM HISTORICAL DATA OF THE USER FOR THE DOMAIN

Non-Final OA §101
Filed
Sep 27, 2024
Priority
Sep 27, 2023 — provisional 63/585,709
Examiner
LOTTICH, JOSHUA P
Art Unit
2113
Tech Center
2100 — Computer Architecture & Software
Assignee
Avalara Inc.
OA Round
3 (Non-Final)
90%
Grant Probability
Favorable
3-4
OA Rounds
1m
Est. Remaining
94%
With Interview

Examiner Intelligence

Grants 90% — above average
90%
Career Allowance Rate
707 granted / 783 resolved
+35.3% vs TC avg
Minimal +3% lift
Without
With
+3.4%
Interview Lift
resolved cases with interview
Typical timeline
2y 2m
Avg Prosecution
7 currently pending
Career history
793
Total Applications
across all art units

Statute-Specific Performance

§101
29.1%
-10.9% vs TC avg
§103
24.7%
-15.3% vs TC avg
§102
18.2%
-21.8% vs TC avg
§112
19.6%
-20.4% vs TC avg
Black line = Tech Center average estimate • Based on career data from 783 resolved cases

Office Action

§101
DETAILED ACTION The following is a Non-Final Office action in response to communications received 8/24/2026. Claim(s) 5 and 15-42 has(have) been canceled. Claim(s) 1, 8, 14, 44, and 45 has(have) been amended. Therefore, claim(s) 1-4, 6-14, and 43-45 is(are) pending and addressed below. 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 . Claim Objections Claim8 is objected to because of the following informalities: In claim 8, “domainare” should “domain are”. Appropriate correction is required. 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) 1-4, 6-14, and 43-45 is(are) rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. Claim(s) 1 recite(s) the limitation(s) of “identifying patterns in the first set of datasets with respect to the one or more monitored tax code parameters”, “determining whether a discontinuity exists in the second set of datasets with respect to the one or more monitored tax code parameters based on comparing values corresponding to the one or more monitored tax code parameters in the second set of datasets against the patterns identified in the first set of datasets”, and “determining whether the discontinuity exists in a third set of datasets”. This/These limitation(s), as drafted, is(are) a process (processes) that, under its (their) broadest reasonable interpretation, cover(s) performance of the limitation(s) in the mind but for the recitation of generic computer components. That is, other than reciting “a computer system” in claim 1, nothing in the claim elements precludes the steps from practically being performed in the mind. The mere nominal recitation of generic processing components does not take the claim limitation(s) out of the mental processes grouping. The examiner notes that “identifying patterns in the first set of datasets with respect to the one or more monitored tax code parameters” involves subjective identification of patterns, which are subjectively chosen to be identified, with respect to subjectively monitored parameters and includes the concepts of observation, evaluation, judgment, and opinion, “determining whether a discontinuity exists in the second set of datasets with respect to the one or more monitored tax code parameters based on comparing values corresponding to the one or more monitored tax code parameters in the second set of datasets against the patterns identified in the first set of datasets” involves subjective choices as to what comprises a “discontinuity”, “comparing values”, and the “monitored tax code parameters” and includes the concepts of observation, evaluation, judgment, and opinion, and “determining whether the discontinuity exists in a third set of datasets” involves subjective choices as to what comprises a “discontinuity” includes the concepts of observation, evaluation, judgment, and opinion in claim 1. Thus, the claim(s) recite(s) a mental process, concepts that may be performed in the human mind, in this case being observation, evaluation, judgment, and opinion. The examiner notes that the mental processes are those subjective choices such as the factors, indicia, weights, and threshold of what constitutes a “discontinuity” and not necessarily the performance of the comparison of two groups of datasets that would require the use of a computer, especially because “a claim that requires a computer may still recite a mental process” (MPEP 2106.04(a)(2)(III)(C)). This judicial exception is not integrated into a practical application because the additional elements recited including “receiving, via a network, a first set of datasets”, “receiving, via the network, a second set of datasets”, “responsive to determining that the discontinuity exists in the second set of datasets with respect to the one or more tax code parameters, identifying whether the discontinuity is related to a change in one or more domain rules of the geographic domain”, “transmitting a notification”, and “updating one or more digital rules of the geographic domain” in claim 1 are recited at a high level of generality, i.e., as generic processor performing a generic computer function. Generic processor limitations are no more than mere instructions to apply the exception using a generic computer component. The examiner notes that potentially performing “a reactive action” could potentially improve the functioning of a computer, it would not be a particular solution to a specific problem (An important consideration in determining whether a claim improves technology is the extent to which the claim covers a particular solution to a problem or a particular way to achieve a desired outcome, as opposed to merely claiming the idea of a solution or outcome, see MPEP 2106.05(a), The recitation of claim limitations that attempt to cover any solution to an identified problem with no restriction on how the result is accomplished and no description of the mechanism for accomplishing the result, does not integrate a judicial exception into a practical application or provide significantly more because this type of recitation is equivalent to the words "apply it", see MPEP 2106.05(f)), but instead a generic solution to any and all possible problems. In this case “a reactive action” could refer to any action (solution) in response to any possible discontinuity (problem) and would therefore be equivalent to the words “apply it”. Accordingly, these additional elements do not integrate the abstract idea into a practical application because they do not impose any meaningful limits on practicing the abstract idea. Therefore, the additional elements fail to improve the functionality of the computer itself. 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 when considered both individually and as an ordered combination do not amount to significantly more than the abstract idea. Generic computer components recited as performing generic computer functions that are well-understood, routine and conventional activities amount to no more than implementing the abstract idea with a computerized system. Thus, taken alone, the additional elements do not amount to significantly more than the above-identified judicial exception (the abstract idea). Looking at the limitations as an ordered combination adds nothing that is not already present when looking at the elements taken individually. There is no indication that the combination of elements improves the functioning of a computer or improves any other technology or effects a transformation or reduction of a particular article to a different state or thing. Their collective functions merely provide conventional computer implementation. Furthermore, the applicant’s own specification details the generic nature of the computing components, which also precludes them from presenting anything significantly more ([0028], fig. 1). Claim(s) 2-4, 6-14, and 43-45 do(es) not include additional elements that are sufficient to amount to significantly more than the judicial exception because the additional elements when considered both individually and as an ordered combination do not amount to significantly more than the abstract idea. Generic computer components recited as performing generic computer functions that are well-understood, routine and conventional activities amount to no more than implementing the abstract idea with a computerized system. Thus, taken alone, the additional elements do not amount to significantly more than the above-identified judicial exception (the abstract idea). Looking at the limitations as an ordered combination adds nothing that is not already present when looking at the elements taken individually. There is no indication that the combination of elements improves the functioning of a computer or improves any other technology. Their collective functions merely provide conventional computer implementation. Claim(s) 2 and 3 simply include types of patterns and statistics and do(es) not provide a practical application and also do(es) not provide significantly more in that the computer system itself is not improved or even affected. Claim(s) 4 simply trains the machine learning model to identify patterns and do(es) not provide a practical application and also do(es) not provide significantly more in that the computer system itself is not improved or even affected. Claim(s) 8 and 43 simply list some types of reactive actions, none of which would improve the functioning of the computer, and do(es) not provide a practical application and also do(es) not provide significantly more in that the computer system itself is not improved or even affected. Claim(s) 6 and 9-12 simply detail generic computer functionality and do(es) not provide a practical application and also do(es) not provide significantly more in that the computer system itself is not improved or even affected. Claim(s) 7 simply determines a resource and transmits a notification and do(es) not provide a practical application and also do(es) not provide significantly more in that the computer system itself is not improved or even affected. Claim(s) 13 simply generates and displays a user interface and do(es) not provide a practical application and also do(es) not provide significantly more in that the computer system itself is not improved or even affected. Claim(s) 14 simply details receiving a third set of datasets, determining whether a discontinuity exists (which is a mental process), and refrains from performing a reactive action if the discontinuity if “pervasive” and do(es) not provide a practical application and also do(es) not provide significantly more in that the computer system itself is not improved or even affected. Claim(s) 44 simply updates rules in response to the identification and do(es) not provide a practical application and also do(es) not provide significantly more in that the computer system itself is not improved or even affected. Claim(s) 45 simply implements the updated rules for another dataset and do(es) not provide a practical application and also do(es) not provide significantly more in that the computer system itself is not improved or even affected. Claim(s) 1-4, 6-14, and 43-45 is(are) therefore not drawn to eligible subject matter as they are directed to an abstract idea without significantly more. Response to Arguments Applicant's arguments filed 8/24/26 have been fully considered but they are not persuasive. In response to applicant’s argument (see p. 7-8 of remarks) that “the claimed subject matter provides a technical solution to a technological problem in the operation of a rules-based online software platform” and therefore “the discloses system improves the functioning of a computer or another technology or technical field”, the examiner respectfully disagrees. The examiner notes that potentially performing “a reactive action” could potentially improve the functioning of a computer, it would not be a particular solution to a specific problem (An important consideration in determining whether a claim improves technology is the extent to which the claim covers a particular solution to a problem or a particular way to achieve a desired outcome, as opposed to merely claiming the idea of a solution or outcome, see MPEP 2106.05(a), The recitation of claim limitations that attempt to cover any solution to an identified problem with no restriction on how the result is accomplished and no description of the mechanism for accomplishing the result, does not integrate a judicial exception into a practical application or provide significantly more because this type of recitation is equivalent to the words "apply it", see MPEP 2106.05(f)), but instead a generic solution to any and all possible problems. In this case “a reactive action” could refer to any action (solution) in response to any possible discontinuity (problem) and would therefore be equivalent to the words “apply it”. Accordingly, these additional elements do not integrate the abstract idea into a practical application because they do not impose any meaningful limits on practicing the abstract idea. Therefore, the additional elements fail to improve the functionality of the computer itself. In response to applicant’s argument (see p. 9 of remarks) that “claim 1 produces a change to the platform’s own operating state rather than merely presenting information to a human user, the examiner respectfully disagrees. The examiner notes that “updating one or more digital rules” is not a particular solution or improvement. Updating “digital rules” could change any matter of corresponding data interaction and whether or not it would be an improvement would be based upon a subjective determination of what constitutes an “improvement”, whereas a specific solution that resolves a non-generic issue such as mirroring data to a spare disk in response to disk or memory errors is not subjective as mirroring data in response to specific kinds of detected errors would improve the system. The examiner would recognize that an “update” could be a “change” but not necessarily an “improvement” depending on who was deciding what improved, worsened, or stayed neutral as to the “impact” of the update. In response to applicant’s argument (see p. 9-10 of remarks) that “claim 1 recites a particular way of achieving the result rather than the idea of the result”, the examiner respectfully disagrees. The examiner notes that “discontinuity” and “improvement” are each the result of a mental process. They are based on subjective determinations, factors, weights, criteria, and algorithms as to what constitutes each of “discontinuity” and “improvement”. In either case neither provide a “particular solution” or an improvement to the computer itself. In response to applicant’s argument (see p. 11 of remarks) that “the claimed arrangement is not a conventional arrangement of known components”, the examiner respectfully disagrees. The examiner notes that the “geographic domain” and the multiple “datasets” are each data or information. The components claimed include a network and a computer system, neither of which is “arranged” in any manner. One example could comprise arranging nodes in a network in a certain pattern that promotes faster or more efficient communication of data, thus constituting a “non-conventional arrangement of components”. Manipulating, transferring, and analyzing multiple datasets are not an arrangement of components, instead applicant only claims a generic “network” and “computer system”. Conclusion Any inquiry concerning this communication or earlier communications from the examiner should be directed to JOSHUA P LOTTICH whose telephone number is (571)270-3738. 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, Bryce Bonzo can be reached at 5712723655. 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. /JOSHUA P LOTTICH/ Primary Examiner, Art Unit 2113
Read full office action

Prosecution Timeline

Show 3 earlier events
Apr 30, 2026
Examiner Interview Summary
May 05, 2026
Response Filed
May 22, 2026
Final Rejection mailed — §101
Aug 11, 2026
Applicant Interview (Telephonic)
Aug 11, 2026
Examiner Interview Summary
Aug 24, 2026
Request for Continued Examination
Aug 26, 2026
Response after Non-Final Action
Oct 05, 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

3-4
Expected OA Rounds
90%
Grant Probability
94%
With Interview (+3.4%)
2y 2m (~1m remaining)
Median Time to Grant
High
PTA Risk
Based on 783 resolved cases by this examiner. Grant probability derived from career allowance rate.

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