Prosecution Insights
Last updated: July 17, 2026
Application No. 17/502,423

Systems, Methods, And Apparatuses For Improved Logistics Predictions

Non-Final OA §101
Filed
Oct 15, 2021
Priority
Mar 31, 2021 — provisional 63/168,900
Examiner
DEL TORO-ORTEGA, JORGE G
Art Unit
3628
Tech Center
3600 — Transportation & Electronic Commerce
Assignee
McKesson Corporation
OA Round
5 (Non-Final)
18%
Grant Probability
At Risk
5-6
OA Rounds
0m
Est. Remaining
45%
With Interview

Examiner Intelligence

Grants only 18% of cases
18%
Career Allowance Rate
25 granted / 141 resolved
-34.3% vs TC avg
Strong +27% interview lift
Without
With
+27.2%
Interview Lift
resolved cases with interview
Typical timeline
2y 11m
Avg Prosecution
15 currently pending
Career history
163
Total Applications
across all art units

Statute-Specific Performance

§101
14.8%
-25.2% vs TC avg
§103
83.3%
+43.3% vs TC avg
§102
1.9%
-38.1% vs TC avg
Black line = Tech Center average estimate • Based on career data from 141 resolved cases

Office Action

§101
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 . Continued Examination Under 37 CFR 1.114 A request for continued examination under 37 CFR 1.114 was filed in this application after a decision by the Patent Trial and Appeal Board, but before the filing of a Notice of Appeal to the Court of Appeals for the Federal Circuit or the commencement of a civil action. 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examination under 37 CFR 1.114 and the fee set forth in 37 CFR 1.17(e) has been timely paid, the appeal has been withdrawn pursuant to 37 CFR 1.114 and prosecution in this application has been reopened pursuant to 37 CFR 1.114. Applicant’s submission filed on 04/27/2026 has been entered. Status of Claims This action is in reply to the RCE filed on 04/27/2026. Claims 1, 9, and 17 have been amended and are hereby entered. Claims 1-20 are currently pending and have been examined. Response to Applicant’s Remarks Applicant’s arguments and remarks filed on 04/27/2026, have been fully considered and each argument will be respectfully addressed in the following non-final office action. Response to 35 U.S.C. § 101 Remarks Applicant’s remarks filed on pages 11-15 of the Response concerning the 35 U.S.C. § 101 rejection of claims 1-20 have been fully considered but are found not persuasive and are moot in view of the amended rejection that may be found starting on page 9 of this non-final office action. On page 12 of the Response, the Applicant argues “independent claims 1, 9, and 17, as amended, do not recite any method of organizing human activity, mental process, or other judicial exception […] the claims as amended recite steps that cannot practically be performed in the human mind […] This step recites a psychical, real-world action of causing – via metadata modification – the continued shipment of a physical package along a new route”. The Examiner agrees that this amended claim limitation does not recite concepts of mental processes, but respectfully disagrees that the amended claim feature does not recite a judicial exception. In particular, the independent claim limitations, as a whole, which are directed towards collecting shipment information/metadata, determining on-time predictions for each of the shipments, and causing a shipment to continue shipment via a route hub associated with a second route identifier based on a modification to shipment metadata recite concepts of commercial interactions (see MPEP 2106.04(a)(2)(II)). On page 12 of the Response, the Applicant argues the following: “Second, even the analytical steps of the claim, when considered as a whole and in the context of the full claim, are not practically performable in the human mind. The Decision acknowledged that the steps might be performable “for low numbers of existing shipments,” but claim 1 recites determining predictions “for each of the plurality of existing shipment at each of the plurality of route hubs”, which in practice involves a large number of shipments across multiple hubs”. The claim also requires these predictions to be made in the context of on-time delivery, meaning they must be determined quickly enough to be actionable”. The Examiner respectfully disagrees that the “analytical steps of the claim” are not practically performable in the human mind. As currently drafted, claim 1 recites “determining […] an on-time delivery prediction for each of the plurality of existing shipments at each of the plurality of route hubs […]”. A “plurality” of shipments, under broadest reasonable interpretation, could be any number of shipments that are more than one shipment – such as two shipments. A human using mental steps is capable of analyzing information associated with two items and making a determination based on the analysis. Although the Applicant argues that a plurality of shipments “in practice involves a large number of shipments”, the claim does not recite a quantity of shipments “large” enough to be impractical for a human to consider or analyze. Moreover, the term “large” is a relative term that does define a quantity and, again, could be considered any number of shipments as a matter of personal opinion. Furthermore, although the claim requires these predictions to be made in the context of on-time delivery, the claim does not suggest or require that the determinations be made within a defined interval of time that could not be practically performed by a human using mental steps with the aid of pen and paper. On page 13 of the Response, the Applicant argues “even assuming, arguendo, that claim 1 were found to recite an abstract idea, the claim as a whole clearly integrates any such idea into a practical application […] claim 1, as amended, is not merely the abstract analysis of shipment data, but rather a concrete method that culminates in the physical rerouting of a shipment that is already in transit”. Furthermore, on page 13 of the Response, the Applicant argues “This is a tangible, real-world outcome that imposes meaningful limits on any allegedly-recited judicial exception […] the claim does not merely analyze data an display results; it uses the analysis to effect a change in the physical world by rerouting a shipment mid-transit”. The Examiner respectfully disagrees that the amended independent claim features recite additional elements that integrate the recited abstract idea into a practical application. The amendments to the independent claims similarly recite “causing, based on the modification to the first shipment metadata, the first shipment to continue shipment via the at least one route hub associated with the second route identifier”. These amended limitations are considered to be a part of the abstract idea itself and, as such, are not considered to be additional elements that integrate the abstract idea into a practical application. In particular, these amended limitations further describe the abstract idea of facilitating and managing commercial interactions involving the fulfillment of delivering shipments in a commercial environment. Thus, the amended features cannot be considered additional elements that reflect a technical improvement to a technical field or functioning of a computer that integrate the abstract idea into a practical application, because the amended features merely further describe the abstract idea itself. The Examiner notes that “it is important to keep in mind that an improvement in the abstract idea itself […] is not an improvement in technology” (See MPEP 2106.05(a)(II)). On page 13 of the Response, the Applicant argues the following: “When the additional elements are considered as an ordered combination – storing shipment metadata in a database, modifying that metadata to associated the shipment with a new route, and causing the in-transit shipment to continue along the new route – they represent more than mere electronic recordkeeping. The database modification is not an end in itself; it is the mechanism by which the physical rerouting of the shipment is achieved. The ordered combination of the survival model predictions, the database modification, and the physical continuation of shipment along the new route confines the claims to a particular useful application such that the amended claim clearly amounts to more than not a drafting effort designed to monopolize all uses of survival models or delivery predictions”. The Examiner respectfully disagrees that the identified claim elements, when considered as an ordered combination, implement the abstract idea into a practical application. The claim features directed towards storing shipment metadata in a database and modifying shipment metadata to be associated with a second route identifier instead of a first route identifier are recited at a high level of generality such that they merely serve as generic computer tools and instructions to apply the abstract idea. The amended independent claim features further recite “causing, based on the modification to the first shipment metadata, the first shipment to continue shipment via the at least one route hub associated with the second route identifier”. As discussed further above, these amended claim features are considered to further describe the abstract idea (i.e., a commercial interaction). Even when considered as an ordered combination, the claim steps for storing information in a database, modifying the information in the database, and causing a shipment to continue based on the modified information does not reflect a technical improvement to a technical field or functioning of a computer such as to integrate the abstract idea into a practical application. These claim elements provide, at most, generic instructions for electronic recordkeeping recited at a high level of generality, and subsequent generic instructions for “causing” a first shipment to continue shipment without any further technical detail delineating the technical process of “causing” the shipment to continue shipment. Thus, these claim features, when considered as an ordered combination and under broadest reasonable interpretation, merely amount to generic computer instructions to perform electronic recordkeeping (i.e., storing and modifying metadata in a database) and subsequently instructing (i.e. “causing”) a human driver to execute the transportation of a shipment according to the stored information. The Examiner notes “Use of a computer or other machinery in its 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 after the fact to an abstract idea (e.g., a fundamental economic practice or mathematical equation) does not integrate a judicial exception into a practical application or provide significantly more” (MPEP 2106.05 (f)). On pages 14-15 of the Response, the Applicant argues the following: “When the additional elements of amended claim 1 are considered as an ordered combination, they represent more than mere electronic recordkeeping […] The claims are confined to a specific application: using survival model predictions to reroute an in-transit shipment when delays are detected at a route hub. The claims leave open other uses of survival models, other methods of predicting delivery times, and other approaches to shipment routing. Furthermore, the fact that the claims have not been rejected under 35 U.S.C. section 102 or 103 at least suggest that the specific combination of limitations recited in the claims is not merely a conventional arrangement”. The Examiner respectfully disagrees that amended claim 1 recites additional elements that amount to significantly more than the abstract idea. The additional elements of claim 1 include a computing device, a database, features for transmitting data over a network (i.e., receiving a first shipment identifier and first shipment metadata), and features for electronic recordkeeping (i.e., storing a first shipment identifier in a database, modifying first shipment metadata stored in the database). The computing device, database, and features for electronic recordkeeping are recited at a high level of generality such that they amount to no more than mere computer tools and instructions to apply the judicial exception using generic computer components (see MPEP 2106.05 (f)). Further, transmitting/receiving data over a network is considered an additional element directed to mere data gathering, thus is considered merely as insignificant extra solution activity (see MPEP 2106.05 (g)). The Examiner notes that “Limitations that the courts have found not to be enough to qualify as "significantly more" when recited in a claim with a judicial exception include […] Adding the words "apply it" (or an equivalent) with the judicial exception, or mere instructions to implement an abstract idea on a computer […] Adding insignificant extra-solution activity to the judicial exception […] Generally linking the use of the judicial exception to a particular technological environment or field of use” (See MPEP 2106.05(I)(A)). Furthermore, the courts have recognized that receiving or transmitting data over a network, electronic recordkeeping, and retrieving information in a memory are well-understood, routine, and conventional functions when they are claimed in a generic manner or as insignificant extra-solution activity (see MPEP 2106.05(d) (II). Thus, the steps involving the transmitting and receiving of data over a network and electronic recordkeeping, individually and in combination with the additional claim limitations, do not demonstrate an inventive step that amounts to significantly more than the abstract idea as the courts have recognized transmitting data over a network to be a well-understood, routine, and conventional functions. The Examiner further notes that “the search for an inventive concept should not be confused with a novelty or non-obviousness determination [….] As made clear by the courts, the "‘novelty’ of any element or steps in a process, or even of the process itself, is of no relevance in determining whether the subject matter of a claim falls within the § 101 categories of possibly patentable subject matter […] the search for an inventive concept is different from an obviousness analysis under 35 U.S.C. 103” (see MPEP 2106.05(I)). 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 a judicial exception, in this case being an abstract idea, without significantly more. A two part test is applied to determine if claims are directed to statutory subject matter. Step 1 In this instant case, claims 1-8 are directed to a method (i.e. a process), claims 9-16 are directed to an apparatus (i.e. a machine), and claims 17-20 are directed to a non-transitory computer-readable medium (i.e. a manufacture). Thus, each of the claims fall within one of the four statutory categories. Nevertheless, the claims fall within the judicial exception of an abstract idea, as will be discussed in further detail in the analysis to follow. Step 2A- Prong One In step 2A, it is determined whether the claims are directed to an abstract idea. Claims 1-20 recite steps that, under their broadest reasonable interpretations, cover certain methods of organizing human activity, mathematical concepts, and performance of the limitations in the human mind but for the recitation of generic computer components. Viewed as a whole, claims 1-20 are directed to receiving information associated with a first shipment, determining a plurality of other existing shipments based on the first shipment information, determining an on-time prediction for each of the other existing shipments, and determining an on-time prediction for the first shipment based on the first shipment information and the on-time delivery prediction for the other existing shipments. Claim 1 recites, in part: Receiving […] a first shipment identifier for a first shipment at a first location, wherein the first shipment is associated with a standard level of service, […] and wherein the first shipment metadata comprises a dispatch date/time, an expected delivery date/time, and a first route identifier that is associated with a plurality of route hubs and the standard level of service; determining, based on the first route identifier, a plurality of existing shipment identifiers for a plurality of existing shipments associated with the plurality of route hubs, wherein the plurality of existing shipments are associated with a plurality of expected delivery dates/times; determining, via at least one survival model, based on shipment metadata associated with the plurality of existing shipment identifiers, an on-time delivery prediction for each of the plurality of existing shipments at each of the plurality of route hubs, wherein the shipment metadata is indicative of the plurality of existing shipment identifiers being associated with the first route identifier, and wherein the first route identifier is associated with an average estimated delivery time based on the standard level of service; and determining, via the at least one survival model, based on: the dispatch date/time for the first shipment, the expected delivery date/time for the first shipment, the first shipment being at a first location, wherein the first location comprises one of the plurality of route hubs, and the on-time delivery prediction for each of the plurality of existing shipments at each of the plurality of route hubs, a first on-time delivery prediction for the first shipment, wherein the first on-time delivery prediction comprises a level of confidence associated with the expected delivery date/time. Based on an indication that at least one existing shipment of the plurality of existing shipments is delayed at the first location, determining, via the at least one survival model, a level of confidence for each of the plurality of expected delivery dates/times associated with the plurality of existing shipments, wherein each level of confidence is indicative of a predication that the corresponding existing shipment will be delivered on or before the corresponding expected delivery date/time; Determining, based on the level of confidence for each of the plurality of expected delivery dates/time, a second route identifier associated with at least one route hub of the plurality of route hubs, wherein the second route identifier is not associated with at least one further route hub of the plurality of route hubs; and Modifying […] the first shipment metadata such that the first shipment identifier is caused to be associated with the second route identifier instead of the first route identifier; Causing, based on the modification to the first shipment metadata, the first shipment to continue shipment via the at least one route hub associated with the second route identifier. The limitations directed towards receiving information/metadata associated with a first shipment, determining a plurality of other existing shipments based on the first shipment information/metadata, determining an on-time prediction for each of the other existing shipments based on shipment information/metadata associated with the other existing shipments, determining an on-time prediction for the first shipment with a level of confidence based on the first shipment information/metadata and the on-time delivery prediction for the other existing shipments, determining a level of confidence for each of the plurality of expected delivery dates/times associated with the plurality of existing shipments based on an indication of a delay, determining a second route identifier associated with at least one route hub of the plurality of route hubs (wherein the second route identifier is not associated with at least one further route hub of the plurality of route hubs) based on the level of confidence for each of the plurality of expected delivery dates/times, and modifying first shipment metadata to associate the first shipment with a second route identifier are considered to recite concepts of a mental process. In particular, these limitations recite concepts of collecting information, analyzing the information, and displaying a particular result of the collection and analysis in a manner that is analogous to human mental work (see MPEP 2106.04(a)(2)(III)). Furthermore, the limitations directed towards collecting shipment information/metadata, determining on-time predictions for each of the shipments, and causing a shipment to continue shipment via a route hub associated with a second route identifier based on a modification to shipment metadata recites concepts of commercial interactions in the form of business relations (see MPEP 2106.04(a)(2)(II)). Furthermore, the limitations directed towards determining on-time predictions and levels of confidence for a plurality of shipments based on a survival model recite concepts of mathematical concepts in the form of mathematical formulas/equations (see MPEP 2106.04(a)(2)(I)). Thus, claims 1 and 2-8, by virtue of dependence, recite an abstract idea. Moreover, the following claims further recite an additional abstract idea. Claim 2 recites, in part, “wherein determining the on-time delivery prediction for each of the plurality of existing shipments at each of the plurality of route hubs comprises: receiving, at a threshold interval, a plurality of updates to the shipment metadata associated with the plurality of existing shipment identifiers; and determining, for each of the plurality of existing shipments at each of the plurality of route hubs, based on the plurality of updates, and based on the plurality of expected delivery dates/times associated with the plurality of existing shipments, the level of confidence for each of the plurality of expected delivery dates/times”. These limitations recite concepts of collecting information, analyzing the information, and displaying a particular result of the collection and analysis in a manner that is analogous to human mental work (see MPEP 2106.04(a)(2)(III)). Furthermore, the limitations directed towards collecting shipment information and determining on-time predictions for each of the shipments recites concepts of commercial interactions in the form of business relations (see MPEP 2106.04(a)(2)(II)). Furthermore, the limitations directed towards determining on-time predictions for a plurality of shipments based on a survival model recite concepts of mathematical concepts in the form of mathematical formulas/equations (see MPEP 2106.04(a)(2)(I)). Claim 3 recites, in part, “wherein the threshold interval comprises at least one of a static refresh interval or a dynamic refresh interval”. These limitations recite concepts of collecting information in a manner that is analogous to human mental work (see MPEP 2106.04(a)(2)(III)). Claim 4 recites, in part, “wherein the plurality of updates comprises at least one of: an indication of a delay, an indication of a loss, an indication of an arrival at a route hub of the plurality of route hubs, or an indication of a departure from a route hub of the plurality of route hubs”. These limitations recite concepts of collecting information in a manner that is analogous to human mental work (see MPEP 2106.04(a)(2)(III)). Claim 5 recites, in part, “wherein the level of confidence for each of the plurality of expected delivery dates/times differs at each of the plurality of route hubs”. These limitations recite concepts of collecting information, analyzing the information, and displaying a particular result of the collection and analysis in a manner that is analogous to human mental work (see MPEP 2106.04(a)(2)(III)). Claim 6 recites, in part, “determining, based on the plurality of updates, that the at least one existing shipments is delayed at a first route hub of the plurality of route hubs, wherein the first location comprises the first route hub; and determining, based on the at least one existing shipment being delayed, and based on the at least one survival model, the on-time delivery prediction for the at least one existing shipment”. These limitations recite concepts of collecting information, analyzing the information, and displaying a particular result of the collection and analysis in a manner that is analogous to human mental work (see MPEP 2106.04(a)(2)(III)). Furthermore, the limitations directed towards collecting shipment information and determining on-time predictions for each of the shipments recites concepts of commercial interactions in the form of business relations (see MPEP 2106.04(a)(2)(II)). Furthermore, the limitations directed towards determining on-time predictions for a plurality of shipments based on a survival model recite concepts of mathematical concepts in the form of mathematical formulas/equations (see MPEP 2106.04(a)(2)(I)). Claim 7 recites, in part, “at least one of: appending, to the first shipment metadata, the level of confidence associated with the expected delivery date/time; modifying a shipment priority associated with the first shipment identifier; modifying a shipping courier identifier associated with the first shipment identifier; or modifying the expected delivery date/time”. These limitations recite concepts of collecting information, analyzing the information, and displaying a particular result of the collection and analysis in a manner that is analogous to human mental work (see MPEP 2106.04(a)(2)(III)). Furthermore, the limitations directed towards associating a first shipment identifier with a second route identifier, modifying shipment priorities, modifying a shipping courier identifier associated with a first shipment identifier, or modifying an expected delivery time/date recites concepts of commercial interactions in the form of business relations (see MPEP 2106.04(a)(2)(II)). Claim 8 recites, in part, “Receiving […] second shipment metadata for the first shipment; and determining, via the at least one survival model, based on the first shipment metadata and the second shipment metadata, a second on-time delivery prediction for the first shipment, wherein the second on-time delivery prediction comprises a second level of confidence associated with the expected delivery date/time that is higher than the level of confidence associated with the first on-time delivery prediction”. These limitations recite concepts of collecting information, analyzing the information, and displaying a particular result of the collection and analysis in a manner that is analogous to human mental work (see MPEP 2106.04(a)(2)(III)). Furthermore, the limitations directed towards collecting shipment information/metadata and determining on-time predictions for shipments with a level of confidence recites concepts of commercial interactions in the form of business relations (see MPEP 2106.04(a)(2)(II)). Furthermore, the limitations directed towards determining on-time predictions for shipments based on a survival model recite concepts of mathematical concepts in the form of mathematical formulas/equations (see MPEP 2106.04(a)(2)(I)). Claim 9 recites, in part: Receive a first shipment identifier for a first shipment at a first location, wherein the first shipment is associated with a standard level of service, […] and wherein the first shipment metadata comprises a dispatch date/time, an expected delivery date/time, and a first route identifier that is associated with a plurality of route hubs and the standard level of service; determine, based on the first route identifier, a plurality of existing shipment identifiers for a plurality of existing shipments associated with the plurality of route hubs, wherein the plurality of existing shipments are associated with a plurality of expected delivery dates/times; determine, via at least one survival model, based on shipment metadata associated with the plurality of existing shipment identifiers, an on-time delivery prediction for each of the plurality of existing shipments at each of the plurality of route hubs, wherein the shipment metadata is indicative of the plurality of existing shipment identifiers being associated with the first route identifier, and wherein the first route identifier is associated with an average estimated delivery time based on the standard level of service; determine, by the at least one survival model, based on: the dispatch date/time for the first shipment, the expected delivery date/time for the first shipment, the first shipment being at the first location, wherein the first location comprises one of the plurality of route hubs, and the on-time delivery prediction for each of the plurality of existing shipments at each of the plurality of route hubs, a first on-time delivery prediction for the first shipment, wherein the first on-time delivery prediction comprises a level of confidence associated with the expected delivery date/time. Based on an indication that at least one existing shipment of the plurality of existing shipments is delayed at the first location, determine, via the at least one survival model, a level of confidence for each of the plurality of expected delivery dates/times associated with the plurality of existing shipments, wherein each level of confidence is indicative of a predication that the corresponding existing shipment will be delivered on or before the corresponding expected delivery date/time; Determine, based on the level of confidence for each of the plurality of expected delivery dates/time, a second route identifier associated with at least one route hub of the plurality of route hubs, wherein the second route identifier is not associated with at least one further route hub of the plurality of route hubs; and Modify […] the first shipment metadata such that the first shipment identifier is caused to be associated with the second route identifier instead of the first route identifier; Cause, based on the modification to the first shipment metadata, the first shipment to continue shipment via the at least one route hub associated with the second route identifier. The limitations directed towards receiving information/metadata associated with a first shipment, determining a plurality of other existing shipments based on the first shipment information/metadata, determining an on-time prediction for each of the other existing shipments based on shipment information/metadata associated with the other existing shipments, determining an on-time prediction for the first shipment with a level of confidence based on the first shipment information/metadata and the on-time delivery prediction for the other existing shipments, determining a level of confidence for each of the plurality of expected delivery dates/times associated with the plurality of existing shipments based on an indication of a delay, determining a second route identifier associated with at least one route hub of the plurality of route hubs (wherein the second route identifier is not associated with at least one further route hub of the plurality of route hubs) based on the level of confidence for each of the plurality of expected delivery dates/times, and modifying first shipment metadata to associate the first shipment with a second route identifier are considered to recite concepts of a mental process. In particular, these limitations recite concepts of collecting information, analyzing the information, and displaying a particular result of the collection and analysis in a manner that is analogous to human mental work (see MPEP 2106.04(a)(2)(III)). Furthermore, the limitations directed towards collecting shipment information/metadata, determining on-time predictions for each of the shipments, and causing a shipment to continue shipment via a route hub associated with a second route identifier based on a modification to shipment metadata recites concepts of commercial interactions in the form of business relations (see MPEP 2106.04(a)(2)(II)). Furthermore, the limitations directed towards determining on-time predictions and levels of confidence for a plurality of shipments based on a survival model recite concepts of mathematical concepts in the form of mathematical formulas/equations (see MPEP 2106.04(a)(2)(I)). Thus, claims 9 and 10-16, by virtue of dependence, recite an abstract idea. Claims 10-16 recite limitations that are substantially similar and analogous to the limitations of claims 2-8, respectively. Accordingly, claims 10-16 recite the same abstract ideas as discussed above with regard to claims 2-8, respectively. Claim 17 recites, in part: Receive a first shipment identifier for a first shipment at a first location, wherein the first shipment is associated with a standard level of service, […] and wherein the first shipment metadata comprises a dispatch date/time, an expected delivery date/time, and a first route identifier that is associated with a plurality of route hubs and the standard level of service; determine, based on the first route identifier, a plurality of existing shipment identifiers for a plurality of existing shipments associated with the plurality of route hubs, wherein the plurality of existing shipments are associated with a plurality of expected delivery dates/times; determine, via at least one survival model, based on shipment metadata associated with the plurality of existing shipment identifiers, an on-time delivery prediction for each of the plurality of existing shipments at each of the plurality of route hubs, wherein the shipment metadata is indicative of the plurality of existing shipment identifiers being associated with the first route identifier, and wherein the first route identifier is associated with an average estimated delivery time based on the standard level of service; determine, by the at least one survival model, based on: the dispatch date/time for the first shipment, the expected delivery date/time for the first shipment, the first shipment being at the first location, wherein the first location comprises one of the plurality of route hubs, and the on-time delivery prediction for each of the plurality of existing shipments at each of the plurality of route hubs, a first on-time delivery prediction for the first shipment, wherein the first on-time delivery prediction comprises a level of confidence associated with the expected delivery date/time; Based on an indication that at least one existing shipment of the plurality of existing shipments is delayed at the first location, determine, via the at least one survival model, a level of confidence for each of the plurality of expected delivery dates/times associated with the plurality of existing shipments, wherein each level of confidence is indicative of a predication that the corresponding existing shipment will be delivered on or before the corresponding expected delivery date/time; Determine, based on the level of confidence for each of the plurality of expected delivery dates/time, a second route identifier associated with at least one route hub of the plurality of route hubs, wherein the second route identifier is not associated with at least one further route hub of the plurality of route hubs; and Modify […] the first shipment metadata such that the first shipment identifier is caused to be associated with the second route identifier instead of the first route identifier; Cause, based on the modification to the first shipment metadata, the first shipment to continue shipment via the at least one route hub associated with the second route identifier. The limitations directed towards receiving information/metadata associated with a first shipment, determining a plurality of other existing shipments based on the first shipment information/metadata, determining an on-time prediction for each of the other existing shipments based on shipment information/metadata associated with the other existing shipments, determining an on-time prediction for the first shipment with a level of confidence based on the first shipment information/metadata and the on-time delivery prediction for the other existing shipments, determining a level of confidence for each of the plurality of expected delivery dates/times associated with the plurality of existing shipments based on an indication of a delay, determining a second route identifier associated with at least one route hub of the plurality of route hubs (wherein the second route identifier is not associated with at least one further route hub of the plurality of route hubs) based on the level of confidence for each of the plurality of expected delivery dates/times, and modifying first shipment metadata to associate the first shipment with a second route identifier are considered to recite concepts of a mental process. In particular, these limitations recite concepts of collecting information, analyzing the information, and displaying a particular result of the collection and analysis in a manner that is analogous to human mental work (see MPEP 2106.04(a)(2)(III)). Furthermore, the limitations directed towards collecting shipment information/metadata, determining on-time predictions for each of the shipments, and causing a shipment to continue shipment via a route hub associated with a second route identifier based on a modification to shipment metadata recites concepts of commercial interactions in the form of business relations (see MPEP 2106.04(a)(2)(II)). Furthermore, the limitations directed towards determining on-time predictions and levels of confidence for a plurality of shipments based on a survival model recite concepts of mathematical concepts in the form of mathematical formulas/equations (see MPEP 2106.04(a)(2)(I)). Thus, claims 17 and 18-20, by virtue of dependence, recite an abstract idea. Claims 18-20 recite limitations that are substantially similar and analogous to the limitations of claims 2-4, respectively. Accordingly, claims 18-20 recite the same abstract ideas as discussed above with regard to claims 2-4, respectively. Step 2A – Prong Two In the second prong of step 2A, the claims are analyzed to determine if additional elements are recited that integrate the judicial exception into a practical application. In this case, the judicial exception is not integrated into a practical application. Claims 1 and 2-8, by virtue of dependence, recite the additional elements of a computing device, a database, features for transmitting data over a network (i.e., receiving a first shipment identifier and first shipment metadata), and features for electronic recordkeeping (i.e., storing a first shipment identifier in a database, modifying first shipment metadata stored in the database). The computing device, database, and features for electronic recordkeeping are recited at a high level of generality such that they amount to no more than mere computer tools and instructions to apply the judicial exception using generic computer components (see MPEP 2106.05 (f)). Further, transmitting/receiving data over a network is considered an additional element directed to mere data gathering, thus is considered merely as insignificant extra solution activity (see MPEP 2106.05 (g)). Claims 8 and 16 recite the additional elements of a shipment module associated with at least one route hub associated with a second route identifier. The shipment module is recited at a high level of generality such that it amounts to no more than mere instructions or tools to apply the judicial exception using generic computer components (see MPEP 2106.05 (f)). Claims 9 and 10-16, by virtue of dependence, recite the additional elements of one or more processors, a memory storing processor executable instructions, a database, features for transmitting data over a network (i.e., receiving a first shipment identifier and first shipment metadata), and features for electronic recordkeeping (i.e., storing a first shipment identifier in a database, modifying first shipment metadata stored in the database). The processor, memory storing processor executable instructions, database, and features for electronic recordkeeping are recited at a high level of generality such that they amount to no more than mere computer tools and instructions to apply the judicial exception using generic computer components (see MPEP 2106.05 (f)). Further, transmitting/receiving data over a network is considered an additional element directed to mere data gathering, thus is considered merely as insignificant extra solution activity (see MPEP 2106.05 (g)). Claims 17 and 18-20, by virtue of dependence, recite the additional elements of a non-transitory computer readable medium storing processor executable instructions, a processor, a database, features for transmitting data over a network (i.e., receiving a first shipment identifier and first shipment metadata), and features for electronic recordkeeping (i.e., storing a first shipment identifier in a database, modifying first shipment metadata stored in the database). The non-transitory computer readable medium storing processor executable instructions, processor, database, and features for electronic recordkeeping are recited at a high level of generality such that they amount to no more than mere computer tools and instructions to apply the judicial exception using generic computer components (see MPEP 2106.05 (f)). Further, transmitting/receiving data over a network is considered an additional element directed to mere data gathering, thus is considered merely as insignificant extra solution activity (see MPEP 2106.05 (g)). Accordingly, the computing device, processors, memory storing processor executable instructions, non-transitory computer readable medium storing processor executable instructions, database, shipment module, features for transmitting data over a network, and features for electronic recordkeeping do not integrate the abstract idea into a practical application because they do not impose meaningful limits on practicing the abstract idea. Thus, claims 1-20 do not recite additional elements that integrate the judicial exception into a practical application. Step 2B Proceeding to step 2B, the claims are analyzed to determine if there are additional claim limitations that individually, or as an ordered combination, ensure that the claims amount to significantly more than the abstract idea. In absence of the abstract idea, claims 1-20 are merely left with a computing device, processors, memory storing processor executable instructions, non-transitory computer readable medium storing processor executable instructions, database, shipment module, features for transmitting data over a network, and features for electronic recordkeeping. Claims 1-20 and their limitations separately and in combination, do not amount to significantly more than the judicial exception because the limitations of claims 1-20 are simply appending well-understood, routine, and conventional activities previously known to the industry, as recognized by the courts. As discussed in the Step 2A-Prong Two analysis, the features for transmitting/receiving data over a network is considered an additional element directed to mere data gathering/outputting, thus is considered merely as insignificant extra-solution activity (see MPEP 2106.05 (g)). Furthermore, as discussed in the Step 2A-Prong Two analysis, the features for electronic recordkeeping are recited at a high level of generality such that they amount to no more than mere computer tools and instructions to apply the judicial exception using generic computer components (see MPEP 2106.05 (f)). The courts have recognized that receiving or transmitting data over a network, electronic recordkeeping, and retrieving information in a memory are well-understood, routine, and conventional functions when they are claimed in a generic manner or as insignificant extra-solution activity (see MPEP 2106.05(d) (II). Thus, the steps involving the transmitting and receiving of data over a network and electronic recordkeeping, when considered as a whole/ordered combination, do not demonstrate an inventive step that amounts to significantly more than the abstract idea as the courts have recognized transmitting data over a network and electronic recordkeeping to be a well-understood, routine, and conventional functions when they are claimed in a generic manner or as insignificant extra-solution activity. The computing device, one or more processors, memory storing processor executable instructions, non-transitory computer readable medium storing processor executable instructions, database, shipment module, and features for electronic recordkeeping are recited at a high level of generality such that they amount to no more than mere instructions or tools to apply the judicial exception using generic computer components (see MPEP 2106.05 (f)). Viewed as a whole, claims 1-20, and the limitations thereof, essentially disclose an abstract idea facilitated by additional elements considered to be generic computing components to apply the judicial exception, insignificant extra-solution activity, and generally linking the use of the judicial exception to a particular technological environment. The additional elements discussed above and their functions are not new or invention concepts, thus cannot be considered amounting to significantly more. The additional claim limitations that are not considered to be an abstract idea do not rise to amount to significantly more than the judicial exception as they are not reflective of an improvement to the functioning of a computer or to a technical field, and they do not implement the judicial exception with a particular machine (see MPEP 2106.05(I)(A)). Further, the Examiner notes that “Limitations that the courts have found not to be enough to qualify as "significantly more" when recited in a claim with a judicial exception include […] Adding the words "apply it" (or an equivalent) with the judicial exception, or mere instructions to implement an abstract idea on a computer […] Adding insignificant extra-solution activity to the judicial exception […] Generally linking the use of the judicial exception to a particular technological environment or field of use” (See MPEP 2106.05(I)(A)). Thus, the additional elements that are considered to be generic computing components to apply the judicial exception, insignificant extra-solution activity, and generally linking the use of the judicial exception to a particular technological environment, when considered as a whole/ordered combination, are not considered to amount to an inventive concept and, thus, do not qualify as “significantly more”. Therefore, there are no meaningful limitations, individually or in combination, in claims 1-20 that transform the judicial exception into a patent eligible application such that the claims amount to significantly more than the judicial exception itself. For the reasons set forth above, claims 1-20 are rejected under 35 U.S.C § 101. Conclusion Any inquiry concerning this communication or earlier communications from the examiner should be directed to whose telephone number is (571)272-5319. The examiner can normally be reached Monday-Friday 9:00AM-6:00PM. 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, Shannon Campbell can be reached on (571) 272-5587. 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. /JORGE G DEL TORO-ORTEGA/Examiner, Art Unit 3628 /SHANNON S CAMPBELL/Supervisory Patent Examiner, Art Unit 3628
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Prosecution Timeline

Show 18 earlier events
May 20, 2025
Response after Non-Final Action
May 21, 2025
Response after Non-Final Action
May 21, 2025
Response after Non-Final Action
Feb 26, 2026
Response after Non-Final Action
Apr 27, 2026
Request for Continued Examination
Apr 28, 2026
Response after Non-Final Action
May 07, 2026
Non-Final Rejection mailed — §101
Jul 15, 2026
Interview Requested

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Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

5-6
Expected OA Rounds
18%
Grant Probability
45%
With Interview (+27.2%)
2y 11m (~0m remaining)
Median Time to Grant
High
PTA Risk
Based on 141 resolved cases by this examiner. Grant probability derived from career allowance rate.

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