IP Library Granted Patent US 11,928,708
Granted Patent B1
US 11,928,708 · App. 15/465,183 · Granted Mar 12, 2024

Automated campaign configuration switching framework

Inventors: Nathan R. Janos (Santa Monica, CA); Sanjeev M. Rao (Manhattan Beach, CA); John W. Meacham, III (Santa Monica, CA); Gyu-Ho Lee (Los Angeles, CA)
Assignee: SYSTEMI OPCO, LLC
G06Q30/0243G06Q30/0246
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Quick Facts
Patent No.
US 11,928,708
App. No.
15/465,183
Granted
Mar 12, 2024
Kind
B1
Abstract

Dynamic campaign optimization systems and methods may be used to continuously test many alternative campaign configurations while allowing all configurations, including configurations formerly identified as successful and unsuccessful, to be re-tested in order to identify successful configurations that may previously have been identified as unsuccessful.

Claims (56)

1. A method comprising:

receiving, over a network connection and at a computing device, a plurality of user requests, originating from respective client devices, for a web content element;

identifying, by the computing device, configuration alternatives, stored in a configuration data store, for the web content element, wherein each respective configuration alternative in the configuration data store has an initial weight stored in a weight data store;

in response to each of the user requests:

selecting, by the computing device, one of the configuration alternatives based on the initial weights;

configuring, by the computing device, an alternative-configured impression of the requested web content according to the selecting; and

presenting the alternative-configured alternative to the respective user request wherein presenting includes transmitting the web content to a respective originating client device;

updating, by the computing device and in the weight data store, each respective initial weight of the configuration alternatives to a respective second weight based on subsequent requests for the web content element corresponding to the presented alterative-configured impression;

automatically selecting, by the computing device and after the updating, a configuration alternative, the configuration alternative having a second weight stored in the weight data store that is below a threshold; and

based on the automatically selecting, increasing, by the computing device and in the weight data store, the second weight of the selected configuration alternative to a third weight by adding a random amount to the second weight.

2. The method of claim 1 , further comprising:

calculating a success metric value for each configuration alternative based on the subsequent requests from users to whom each corresponding alternative-configured impression is presented; and

wherein the updating is in proportion to the success metric each configuration alternative.

3. The method of claim 2 , wherein the updating is further based on a member of the group comprising: statistical significance intervals of the success metric, a number of trials in which each configuration alternative has been tested, a total number of trials in which all configuration alternatives in a campaign have been tested, a frequency of configuration alternative testing trials, timing history of configuration alternative testing trials, dates configuration alternative test impressions, and a geographical location of users viewing a tested configuration alternative.

4. The method of claim 1 , wherein the automatic selecting comprises selecting a configuration alternative with a statistical confidence interval wider than a threshold confidence interval.

5. The method of claim 1 , wherein the automatic selecting comprises selecting a configuration alternative with a number of impressions during a past period of time below a threshold number of impressions.

6. The method of claim 1 , wherein identifying the configuration alternatives comprises identifying information describing a user and selecting a plurality of configuration alternatives based on the information describing the user.

7. The method of claim 6 , wherein identifying information describing the user comprises identifying a user cohort of which the user is a member.

8. A non-transitory computer readable medium comprising instructions, which when executed by at least one processor, configure the processor to perform operations comprising:

receiving, over a network connection and at a computing device, a plurality of user requests, originating from respective client devices, for a web content element;

identifying, by the computing device, configuration alternatives, stored in a configuration data store, for the web content element, wherein each respective configuration alternative in the configuration data store has an initial weight stored in a weight data store;

in response to each of the user requests:

selecting, by the computing device, one of the configuration alternatives based on the initial weights;

configuring, by the computing device, an alternative-configured impression of the requested web content according to the selecting; and

presenting the alternative-configured alternative to the respective user request, wherein presenting includes transmitting the web content to a respective originating client device;

updating, by the computing device and in the weight data store, each respective initial weight of the configuration alternatives to a respective second weight based on subsequent requests for the web content element corresponding to the presented alterative-configured impression;

automatically selecting, by the computing device and after the updating, a configuration alternative, the configuration alternative having a second weight stored in the weight data store that is below a threshold; and

based on the automatically selecting, increasing, by the computing device and in the weight data store, the second weight of the selected configuration alternative to a third weight by adding a random amount to the second weight.

9. The non-transitory computer-readable medium of claim 8 , the operations further comprising:

calculating a success metric value for each configuration alternative based on the subsequent requests from users to whom each corresponding alternative-configured impression is presented; and

wherein the updating is in proportion to the success metric each configuration alternative.

10. The non-transitory computer-readable medium of claim 9 , wherein the updating is further based on a member of the group comprising: statistical significance intervals of the success metric, a number of trials in which each configuration alternative has been tested, a total number of trials in which all configuration alternatives in a campaign have been tested, a frequency of configuration alternative testing trials, timing history of configuration alternative testing trials, dates configuration alternative test impressions, and a geographical location of users viewing a tested configuration alternative.

11. The non-transitory computer-readable medium of claim 8 , wherein the automatic selecting comprises selecting a configuration alternative with a statistical confidence interval wider than a threshold confidence interval.

12. The non-transitory computer-readable medium of claim 8 , wherein the automatic selecting comprises selecting a configuration alternative with a number of impressions during a past period of time below a threshold number of impressions.

13. The non-transitory computer-readable medium of claim 8 , wherein identifying the configuration alternatives comprises identifying information describing a user and selecting a plurality of configuration alternatives based on the information describing the user.

14. The non-transitory computer-readable medium of claim 13 , wherein identifying information describing the user comprises identifying a user cohort of which the user is a member.

15. A system comprising:

at least one processor;

at least one storage device comprising instructions, which when executed by the at least one processor, configure the at least one processor to perform operations comprising:

receiving, over a network connection and at the system a plurality of user requests, originating from respective client devices, for a web content element;

identifying, by the system, configuration alternatives, stored in a configuration data store, for the web content element, wherein each respective configuration alternative in the configuration data store has an initial weight stored in a weight data store;

in response to each of the user requests:

selecting, by the system, one of the configuration alternatives based on the initial weights;

configuring, by the system, an alternative-configured impression of the requested web content according to the selecting; and

presenting the alternative-configured alternative to the respective user request, wherein presenting includes transmitting the web content to a respective originating client device;

updating, by the system and in the weight data store, each respective initial weight of the configuration alternatives to a respective second weight based on subsequent requests for the web content element corresponding to the presented alterative-configured impression;

automatically selecting, by the system and after the updating, a configuration alternative, the configuration alternative having a second weight stored in the weight data store that is below a threshold; and

based on the automatically selecting, increasing, by the system and in the weight data store, the second weight of the selected configuration alternative to a third weight by adding a random amount to the second weight.

16. The system of claim 15 , the operations further comprising:

calculating a success metric value for each configuration alternative based on the subsequent requests from users to whom each corresponding alternative-configured impression is presented; and

wherein the updating is in proportion to the success metric each configuration alternative.

17. The system of claim 16 , wherein the updating is further based on a member of the group comprising: statistical significance intervals of the success metric, a number of trials in which each configuration alternative has been tested, a total number of trials in which all configuration alternatives in a campaign have been tested, a frequency of configuration alternative testing trials, timing history of configuration alternative testing trials, dates configuration alternative test impressions, and a geographical location of users viewing a tested configuration alternative.

18. The system of claim 15 , wherein the automatic selecting comprises selecting a configuration alternative with a statistical confidence interval wider than a threshold confidence interval.

19. The system of claim 15 , wherein the automatic selecting comprises selecting a configuration alternative with a number of impressions during a past period of time below a threshold number of impressions.

20. The system of claim 15 , wherein identifying the configuration alternatives comprises identifying information describing a user and selecting a plurality of configuration alternatives based on the information describing the user.

21. The system of claim 20 , wherein identifying information describing the user comprises identifying a user cohort of which the user is a member.

Assignments (7)
ASSIGNMENT OF SECURITY INTERESTS IN IP COLLATERAL Recorded Oct 28, 2024
From: BANK OF AMERICA, N.A., AS RESIGNING ADMINISTRATIVE
To: ANKURA TRUST COMPANY, LLC, AS SUCCESSOR ADMINISTRATIVE AGENT
Reel/Frame 069266/0423 →
SECURITY AGREEMENT Recorded Jan 27, 2022
From: SYSTEM1 OPCO, LLC; INFOSPACE HOLDINGS LLC; MAPQUEST HOLDINGS LLC; QOOL MEDIA HOLDINGS LLC
To: BANK OF AMERICA, N.A.
Reel/Frame 058886/0541 →
RELEASE OF SECURITY INTEREST IN PATENTS - REEL 043636-FRAME 0846 Recorded Jan 27, 2022
From: CERBERUS BUSINESS FINANCE, LLC
To: SYSTEM1, LLC; INFOSPACE HOLDINGS LLC
Reel/Frame 058886/0918 →
PATENT ASSIGNMENT Recorded Jan 26, 2022
From: OPENMAIL LLC
To: SYSTEM1, LLC
Reel/Frame 058857/0631 →
CHANGE OF NAME Recorded Jan 26, 2022
From: SYSTEM1, LLC
To: SYSTEM1 OPCO, LLC
Reel/Frame 058858/0268 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Aug 29, 2017
From: JANOS, NATHAN R.; RAO, SANJEEV M.; MEACHAM, JOHN W., III; LEE, GYU-HO
To: OPENMAIL LLC
Reel/Frame 043439/0525 →
ASSIGNMENT FOR SECURITY - PATENTS Recorded Aug 22, 2017
From: SYSTEM1, LLC; INFOSPACE HOLDINGS LLC
To: CERBERUS BUSINESS FINANCE, LLC
Reel/Frame 043636/0846 →
Continuity (1)
Continuation 14880028 · Oct 9, 2015
Cited By (1)
US 12,699,573