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 .
DETAILED ACTION
Status of Claims
This action is in reply to the application filed on 20th of September 2024.
Claims 1-20 are currently pending and have been examined.
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 abstract idea without significantly more. The claims recite abstract idea of organizing human activities. This judicial exception is not integrated into a practical application and the claims do not include additional elements that are sufficient to amount to significantly more than the judicial exception.
Analysis
First of all, claims are directed to one or more of the following statutory categories: a process, a machine, a manufacture, and a composition of matter. For claim 1, the claim recites an abstract idea of
“…training a machine learning model to determine likelihoods of roofs requiring repairs for predicting an associated materials need for future roof repairs in a geographic region; receiving, by the machine learning model and for the geographic region, weather forecasting data indicative of a future weather event; determining, by the machine learning model and based on the weather forecasting data, a likelihood of a roof requiring a repair for each of a plurality of homes in the geographic region to obtain a plurality of likelihoods; identifying a first subset of the plurality of homes based on the plurality of likelihoods; training a second machine learning model to determine a lead likelihood for each of the first subset of the plurality of homes to obtain a plurality of lead likelihoods, the lead likelihood indicating the likelihood of obtaining a roof repair for a home; identifying a second subset of homes from the first subset of the plurality of homes based on the plurality of lead likelihoods; and for each home in the second subset of homes, automatically determining needed materials for the roof repair by; obtaining dimensional data for the home; and determining a needed materials quantity based on the dimensional data.”
This is an abstract idea of a certain method of organizing human activity, since it recites a commercial or legal interactions, namely determining the likelihood of obtaining a repair business opportunity based on analyzed data. Besides reciting the abstract idea, the remaining claim limitations recite generic computer components/processes (e.g., machine learning model). “We conclude that claim 1 is “directed to a result or effect that itself is the abstract idea and merely invoke[s] generic processes and machinery” rather than “a specific means or method that improves the relevant technology.” Smart Sys. Innovations, LLC v. Chi. Transit Authority, 873 F.3d 1364, 1371
This recited abstract idea is not integrated into a practical application. In particular, the claim only recites generic computer components/processes (e.g., machine learning model) to receive/transmit data (extra-solution activities) and perform the abstract idea mentioned above. (See at least MPEP 2016.05(g): CyberSource v. Retail Decisions, Inc., 654 F.3d 1366, 1375 (Fed. Cir. 2011); buySafe, Inc. v. Google, Inc., 765 F.3d 1350, 1355 (Fed. Cir. 2014); OIP Techs., Inc. v. Amazon.com, Inc., 788 F.3d 1359, 1363 (Fed. Cir. 2015); Ultramercial, Inc. v. Hulu, LLC, 772 F.3D 709, 715 (Fed. Cir. 2014); Electric Power Group, LLC v. Alstom S.A., 830 F.3d 1350, 1354-55 (Fed. Cir. 2016); Intellectual Ventures I LLC v. Erie Indem. Co., 850 F.3d 1315, 1328-29 (Fed. Cir. 2017); Ameranth, 842 F.3d at 1245, 120 USPQ2d at 1857; Trading Technologies v. IBG LLC, 921 F.3d 1084, 1093-94, 2019 USPQ2d 138290 (Fed. Cir. 2019)). The additional elements (e.g., machine learning model) are recited at a high-level of generality such that they amount to no more than mere instructions to apply the exception using generic computer components or merely uses a computer as a tool to perform an abstract idea. 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 claim is directed to an abstract idea.
The claim does not include additional elements that are sufficient to amount to significantly more than the judicial exception. As discussed above with respect to integration of the abstract idea into a practical application, the additional elements - (e.g., machine learning model) amount to no more than mere instructions to apply the abstract idea using generic computer components or merely uses a computer as a tool to perform an abstract idea. In conclusion, merely “applying” the exception using generic computer components cannot provide an inventive concept. Therefore, the claim is not patent eligible under 35 USC 101.
Again, the insignificant extra-solution activities mentioned above were re-evaluated in step 2B. The limitations do not amount to significantly more than the abstract idea because the courts found sending/receiving of data to be well understood, routine, and conventional activities. (See at least MPEP 2016.05(g): CyberSource v. Retail Decisions, Inc., 654 F.3d 1366, 1375 (Fed. Cir. 2011); buySafe, Inc. v. Google, Inc., 765 F.3d 1350, 1355 (Fed. Cir. 2014); OIP Techs., Inc. v. Amazon.com, Inc., 788 F.3d 1359, 1363 (Fed. Cir. 2015); Ultramercial, Inc. v. Hulu, LLC, 772 F.3D 709, 715 (Fed. Cir. 2014); Electric Power Group, LLC v. Alstom S.A., 830 F.3d 1350, 1354-55 (Fed. Cir. 2016); Intellectual Ventures I LLC v. Erie Indem. Co., 850 F.3d 1315, 1328-29 (Fed. Cir. 2017); Ameranth, 842 F.3d at 1245, 120 USPQ2d at 1857; Trading Technologies v. IBG LLC, 921 F.3d 1084, 1093-94, 2019 USPQ2d 138290 (Fed. Cir. 2019)). Thus again, claims were not patent eligible under 35 USC 101.
Similar arguments can be extended to independent claims 7 and 16.
Dependent claims 2-6, 8-15, and 17-20 have been given the full two-part analysis, analyzing the additional limitations both individually and in combination. The dependent claims when analyzed individually and in combination, are also held be patent ineligible under 35 U.S.C. 101.
For claim 2, the recited limitations of this claim merely further narrow the abstract idea discussed above. This claim further adds, “…wherein determining the likelihood of the roof requiring the repair for the home is further based on aerial imagery of the home.” The limitations of this claim fail to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 3, the recited limitations of this claim merely further defined the generic computer component “machine learning model” is trained on a training data set comprising historical repair data and historical weather data. The limitation of this claim fails to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 4, the recited limitations of this claim merely further narrow the abstract idea discussed above. This claim further adds, “…wherein the lead likelihood for the home is based on a plurality of attributes associated with the home.” The limitations of this claim fail to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 5, the recited limitations of this claim merely further narrow the abstract idea discussed above. This claim further adds, “…wherein the plurality of attributes includes a home size attribute and a roof type attribute.” The limitations of this claim fail to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 6, the recited limitations of this claim merely further narrow the abstract idea discussed above. This claim further adds, “…receiving, from a homeowner user, an image of a hail piece associated with a weather event; determining, based on the image, a size of the hail piece; and communicating the size of the hail piece to at least one of the homeowner user or another user associated with the homeowner user.” The limitations of this claim fail to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 8, the recited limitations of this claim merely further narrow the abstract idea discussed above. This claim further adds, “…wherein the weather data includes weather alerts, image data, or weather forecasting data.” The limitations of this claim fail to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 9, the recited limitations of this claim merely further introduced the generic computer component “second machine learning model” to determine a value associated with the repair for each home of the subset of the plurality of homes. The limitation of this claim fails to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 10, the recited limitations of this claim merely further narrow the abstract idea discussed above. This claim further adds, “…determining, for each home of the subset of the plurality of homes, a second likelihood indicative of a likelihood a homeowner will obtain a roof repair.” The limitations of this claim fail to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 11, the recited limitations of this claim merely further narrow the abstract idea discussed above. This claim further adds, “…dividing the geographic region into a plurality of sub-geographic regions based on the weather data and the second likelihood for each home of the subset of the plurality of homes.” The limitations of this claim fail to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 12, the additional limitation of this claim merely further defined the insignificant extra-solution activity mentioned above. This claim further defined displaying data as “…display of the plurality of sub-geographic regions via a graphical user interface.” The limitation of this claim fails to integrate the abstract idea into a practical application because this step amount to no more than mere storing data, which is insignificant extra-solution activity. (See at least MPEP 2016.05(g): CyberSource v. Retail Decisions, Inc., 654 F.3d 1366, 1375 (Fed. Cir. 2011); buySafe, Inc. v. Google, Inc., 765 F.3d 1350, 1355 (Fed. Cir. 2014); OIP Techs., Inc. v. Amazon.com, Inc., 788 F.3d 1359, 1363 (Fed. Cir. 2015); Ultramercial, Inc. v. Hulu, LLC, 772 F.3D 709, 715 (Fed. Cir. 2014); Electric Power Group, LLC v. Alstom S.A., 830 F.3d 1350, 1354-55 (Fed. Cir. 2016); Intellectual Ventures I LLC v. Erie Indem. Co., 850 F.3d 1315, 1328-29 (Fed. Cir. 2017); Ameranth, 842 F.3d at 1245, 120 USPQ2d at 1857; Trading Technologies v. IBG LLC, 921 F.3d 1084, 1093-94, 2019 USPQ2d 138290 (Fed. Cir. 2019)).
For claim 13, the recited limitations of this claim merely further narrow the abstract idea discussed above. This claim further adds, “…wherein the second likelihood for a home is based at least in part on one or more home attributes associated with the home.” The limitations of this claim fail to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 14, the recited limitations of this claim merely further narrow the abstract idea discussed above. This claim further adds, “…automatically obtaining the needed materials for the repair for a home when the second likelihood is above a second likelihood threshold.” The limitations of this claim fail to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 15, the recited limitations of this claim merely further narrow the abstract idea discussed above. This claim further adds, “…receiving, from a homeowner user, an image of a hail piece associated with a weather event; determining, based on the image, a size of the hail piece; and communicating the size of the hail piece to at least one of the homeowner user or another user associated with the homeowner user.” The limitations of this claim fail to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 17, the recited limitations of this claim merely further defined the generic computer component “machine learning model” as trained on a training data set comprising historical repair data and historical weather data. The limitation of this claim fails to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 18, the recited limitations of this claim merely further introduced the generic computer component “second machine learning model” to determine a value associated with the repair for each home of the subset of the plurality of homes. The limitation of this claim fails to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 19, the recited limitations of this claim merely further defined the generic computer component “second machine learning model” as trained using a training data set comprising a time period for the repair and a repair type of the repair. The limitation of this claim fails to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
For claim 20, the recited limitations of this claim merely further narrow the abstract idea discussed above. This claim further adds, “…receiving, from a homeowner user, an image of a hail piece associated with a weather event; determining, based on the image, a size of the hail piece; and communicating the size of the hail piece to at least one of the homeowner user or another user associated with the homeowner user.” The limitations of this claim fail to integrate the abstract idea into a practical application because this claim does not introduce additional elements other than the generic components discussed above. This dependent claim, therefore, also amounts to merely using a computer, in its ordinary capacity, as a tool to perform the abstract idea. Finally, the additional recited limitation of this dependent claim fails to establish that the claim provides an inventive concept because claim that merely use a computer, in its ordinary capacity, as a tool to perform the abstract idea cannot provide an inventive concept.
Conclusion
Any inquiry concerning this communication or earlier communications from the examiner should be directed to EDWARD CHANG whose telephone number is (571)270-3092. The examiner can normally be reached M - F, 9-5.
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/EDWARD CHANG/Primary Examiner, Art Unit 3696 04/03/2025