Request fulfillment system, method, and media
Systems, methods, and apparatus are disclosed for generating and processing natural language requests. A request processing system processes a received natural language request to identify an intent of the natural language request and a confidence level of the identified intent. In response to the confidence level of the identified intent not satisfying a threshold level, the request processing system sends the natural language request to the fulfillment computing device for further processing by a person associated with the fulfillment computing device. In response to the confidence level satisfying the threshold level, the request processing system proceeds with fulfilling the request per the identified intent.
1. A method, comprising:
receiving, with a request processing system from a client computing device, a natural language request of a customer and device identifying data that uniquely identifies the client computing device, wherein the natural language request of the customer comprises a digitized spoken request of the customer;
identifying, with the request processing system, based on the device identifying data received from the client computing device, a member profile for the customer that is bound to the client computing device;
generating, with the request processing system, a transcription of the digitized spoken request that includes text representative of the digitized spoken request;
determining, with the request processing system based on the text representative of the digitized spoken request, that an intent of the natural language request is to purchase one or more goods;
determining, with the request processing system based on the text representative of the digitized spoken request, a confidence level of the determined intent;
in response to the confidence level of the determined intent not satisfying a threshold level,
sending the natural language request to a fulfillment computing device of the request processing system;
presenting, via the fulfillment computing device, the natural language request to a person associated with the fulfillment computing device;
augmenting the natural language request based on input received from the person via the fulfillment computing device to obtain an augmented request; and
generating a purchase order for the one or more goods of the natural language request per the augmented request and the member profile for the customer; and
in response to the confidence level of the determined intent satisfying the threshold level, generating the purchase order for the one or more goods of the natural language request per the determined intent and the member profile for the customer; and
sending the purchase order to a fulfillment system that completes the purchase of the one or more goods.
2. The method of claim 1 , further comprising:
generating a response indicative of fulfillment per the determined intent; and
sending the response to the customer via the client computing device.
3. The method of claim 1 , wherein generating the purchase order per the member profile for the customer comprises selecting the one or more goods based on preferences of the customer that are stored in the member profile for the customer.
4. The method of claim 1 , wherein generating the purchase order per the member profile for the customer comprises selecting the one or more goods based on goods that the member profile for the customer indicates were previously purchased by the customer.
5. The method of claim 1 , further comprising:
sending the digitized spoken request to the fulfillment computing device in response to a transcription confidence level for the generated transcription not satisfying a transcription threshold level;
presenting, via the fulfillment computing device, the text of the generated transcription to the person associated with the fulfillment computing device; and
augmenting the text of the generated transcription based on input received from the person via the fulfillment computing device.
6. The method of claim 5 , wherein said augmenting the text of the generated transcription includes adding words, removing words, replacing words, or otherwise altering the text of the generated transcription to clarify the digitized spoken request.
7. The method of claim 1 , wherein generating the purchase order per the member profile for the customer comprises selecting the one or more goods based on size information stored in a profile for the customer.
8. A system, comprising:
a plurality of fulfillment devices; and
one or more computing systems configured to:
receive, from a fulfillment device of the plurality of fulfillment devices, a natural language request of a customer and device identifying data that uniquely identifies the fulfillment device, wherein the natural language request of the customer comprises a digitized spoken request of the customer;
identify, based on the device identifying data received from the fulfillment device, a member profile for the customer that is bound to the fulfillment device;
generate a transcription of the digitized spoken request that includes text representative of the digitized spoken request;
determine, based on the text, that an intent of the natural language request is to purchase one or more goods and a confidence level of the determined intent;
in response to the confidence level of the determined intent not satisfying a threshold level,
receive an augmented request; and
generate a purchase order for the one or more goods of the natural language request per the augmented request and the member profile for the customer;
in response to the confidence level of the determined intent satisfying the threshold level, generate the purchase order for the one or more goods of the natural language request per the determined intent and the member profile for the customer; and
complete the purchase of the one or more goods of the purchase order; and
a computing device is configured to, in response to the confidence level of the determined intent not satisfying the threshold level:
receive the natural language request from the one or more computing systems;
present the natural language request to a person associated with the fulfillment computing device;
augment the natural language request based on input received from the person to obtain the augmented request; and
send the augmented request to the one or more computing systems.
9. The system of claim 8 , wherein the one or more computing systems are further configured to:
generate a response indicative of fulfillment per the determined intent; and
send the response to the customer via the fulfillment device.
10. The system of claim 8 , wherein the one or more computing systems are further configured to generate the purchase order per the member profile for the customer by selecting the one or more goods based on preferences of the customer that are stored in the member profile for the customer.
11. The system of claim 8 , wherein the one or more computing systems are further configured to generate the purchase order per the member profile for the customer by selecting the one or more goods based on goods that the member profile for the customer indicates were previously purchased by the customer.
12. The system of claim 8 , wherein:
the one or more computing systems are further configured to send the digitized spoken request to the fulfillment computing device in response to a transcription confidence level for the generated transcription not satisfying a transcription threshold level; and
the computing device is further configured to:
present the text of the generated transcription to the person associated with the computing device; and
augment the text of the generated transcription based on input received from the person associated with the computing device.
13. The system of claim 12 , wherein the computing device is further configured to augment the text of the generated transcription by adding words, removing words, replacing words, or otherwise altering the text of the generated transcription to clarify the digitized spoken request.
14. The system of claim 8 , wherein the one or more computing systems are further configured to generate the purchase order per the member profiled for the customer by selecting the one or more goods based on brand preference information stored in the member profile for the customer.
15. A system for use with one or more fulfillment devices, the system comprising:
a database system storing member profiles for customers;
a computing system configured to:
receive, from a fulfillment device, a natural language request of a customer, wherein the natural language request of the customer comprises a digitized spoken request of the customer;
obtain a member profile for the customer from the database system;
generate a transcription of the digitized spoken request that includes text representative of the digitized spoken request;
determine, based on the text, that an intent of the natural language request is to purchase one or more goods;
determine, based on the text, a confidence level of the determined intent;
in response to the confidence level of the determined intent not satisfying a threshold level,
receive an augmented request; and
generate a purchase order for the one or more goods of the natural language request per the augmented request and the member profile for the customer;
in response to the confidence level of the determined intent satisfying the threshold level, generate the purchase order for the one or more goods of the natural language request per the determined intent and the member profile for the customer; and
complete the purchase of the one or more goods of the purchase order; and
a computing device configured to, in response to the confidence level of the determined intent not satisfying the threshold level:
receive the natural language request from the computing system;
present the natural language request to a person associated with the computing device;
augment the natural language request based on input received from the person to obtain the augmented request; and
send the augmented request to the computing system.
16. The system of claim 15 , wherein the computing system is further configured to:
generate a response indicative of fulfillment per the determined intent; and
send the response to the customer via the fulfillment device.
17. The system of claim 15 , wherein the computing system is further configured to generate the purchase order per the member profile for the customer by selecting the one or more goods based on preferences of the customer that are stored in the member profile for the customer.
18. The system of claim 15 , wherein the computing system is further configured to generate the purchase order per the member profile for the customer by selecting the one or more goods based on goods that the member profile for the customer indicates were previously purchased by the customer.