US 11,915,329 B2
Interaction management in an online agricultural system
David Patrick Perry, Memphis, TN (US); Barry Loyd Knight, Cordova, TN (US); Eric Michael Jeck, San Mateo, CA (US); Rachel Ariel Raymond, Memphis, TN (US); Neal Hitesh Rajdev, Lincoln, MA (US); Geoffrey Albert von Maltzahn, Boston, MA (US); Robert Berendes, Riehen (CH); Nathan Post, Cambridge, MA (US); Philip Gabriel Sheets-Poling, Arlington, MA (US); Rodney Connor, Dwight, IL (US); Jonathan Hennek, Medford, MA (US); and Ean Shaughnessy Wahl Mullins, Brighton, MA (US)
Assigned to INDIGO AG, INC., Charlestown, MA (US)
Filed by Indigo Ag, Inc., Boston, MA (US)
Filed on Sep. 7, 2021, as Appl. No. 17/468,280.
Application 17/468,280 is a continuation of application No. 16/393,320, filed on Apr. 24, 2019, granted, now 11,138,677.
Claims priority of provisional application 62/703,846, filed on Jul. 26, 2018.
Claims priority of provisional application 62/668,247, filed on May 7, 2018.
Claims priority of provisional application 62/662,209, filed on Apr. 24, 2018.
Prior Publication US 2021/0407019 A1, Dec. 30, 2021
Int. Cl. G06Q 10/00 (2023.01); G06Q 50/02 (2012.01); G06Q 10/0631 (2023.01); G06Q 30/0202 (2023.01); G06F 3/0482 (2013.01); G06Q 10/087 (2023.01); G06Q 30/0601 (2023.01); G01W 1/10 (2006.01); G06Q 10/0832 (2023.01); G06Q 10/0833 (2023.01); G06Q 10/0835 (2023.01); G08G 1/0968 (2006.01); G06Q 10/0834 (2023.01); G06Q 10/0836 (2023.01); G06Q 30/0201 (2023.01); G06N 20/00 (2019.01); G06F 9/451 (2018.01); G06Q 30/0283 (2023.01); G06Q 40/04 (2012.01); G06V 20/10 (2022.01); G05D 1/00 (2006.01); G06Q 50/30 (2012.01); G16Y 10/05 (2020.01)
CPC G06Q 50/02 (2013.01) [G01W 1/10 (2013.01); G05D 1/0214 (2013.01); G06F 3/0482 (2013.01); G06F 9/451 (2018.02); G06N 20/00 (2019.01); G06Q 10/06315 (2013.01); G06Q 10/087 (2013.01); G06Q 10/0832 (2013.01); G06Q 10/0833 (2013.01); G06Q 10/0836 (2013.01); G06Q 10/08345 (2013.01); G06Q 10/08355 (2013.01); G06Q 30/0202 (2013.01); G06Q 30/0206 (2013.01); G06Q 30/0283 (2013.01); G06Q 30/0605 (2013.01); G06Q 30/0641 (2013.01); G06Q 40/04 (2013.01); G06V 20/188 (2022.01); G08G 1/096805 (2013.01); G06Q 50/30 (2013.01); G16Y 10/05 (2020.01)] 42 Claims
OG exemplary drawing
 
1. A method for training and applying a machine-learned model in an online agricultural system comprising:
generating, for each of a set of crop producers, a crop product listing within an online agricultural system for a crop product type, the crop product listing including a reported quality specification of the crop product, a quantity of the crop product, and a location of the crop product;
generating a training set of data comprising remote sensor data corresponding to the crop product type and associated historic quality specification data corresponding to the crop product type;
training a machine-learned model configured to predict a quality specification for the crop product type based on remote sensor data corresponding to the crop product type using the training set of data;
receiving, from a prospective acquiring entity, a request to acquire the crop product, the request including a quantity requirement of the crop product, a quality requirement of the crop product, and a delivery location for the crop product; and
in response to identifying one or more crop product listings that satisfy the quality requirement included within the received request:
accessing remote sensing data from one or more remote sensors corresponding to the locations included within the identified crop product listings;
applying the trained machine-learned model to the accessed remote sensing data to verify the reported quality specification included within the identified crop product listings;
for each of the identified crop product listings, calculating a supplier trustworthiness based on a difference between the reported quality specification included within the identified crop product listing and a corresponding verified quality specification; and
in response to the supplier trustworthiness score for each of the identified crop product listings being above a threshold score, modifying an interface of a device of the prospective acquiring entity to display the identified crop product listings.