Systems for Generation of Liability Protection Policies
Systems and methods for intellectual property (IP) asset protection are disclosed. For example, by analyzing characteristic information associated with a user, along with feedback from one or more potential insurers, the system may determine various terms of an insurance policy for protecting the user against claims of IP infringement. The policy may provide for financial reimbursement for costs incurred while taking active measures to mitigate losses and/or defend against such claims. In addition, the system may analyze the characteristic information to identify various users having a low exposure of an infringement claim being asserted. The identified users may be actively targeted to acquire an IP protection policy.
1 . (canceled)
2 . A system, comprising:
one or more processors; and
non-transitory computer-readable media storing instructions that, when executed by the one or more processors, cause the one or more processors to perform operations comprising:
receiving a request for an insurance quote to insure a entity against a claim of intellectual property infringement;
receiving information indicating a characteristic of the entity, the information including at least one of:
business information;
intellectual property information; or
legal claim information;
generating, based at least in part on the information, characteristic data associated with the characteristic of the entity;
training a machine learning model configured to determine infringement exposure values associated with entities utilizing a training dataset including historical policy performance metrics such that a trained machine learning model is generated to weight characteristics of the entities;
determining, based at least in part on the characteristic data and utilizing the trained machine learning model, an infringement exposure value associated with the entity;
receiving feedback data associated with the infringement exposure value;
generating a ranking of entities that include the entity, the ranking:
generated based at least in part on the infringement exposure value and the feedback data;
indicating that the entity is more favorable than one or more other entities of the entities with respect to issuing an insurance policy associated with the claim of intellectual property infringement; and
sending, to a subset of devices associated with potential insurers, first data representing the ranking of entities, the subset of devices selected based at least in part on the ranking of entities and the infringement exposure value.
3 . The system of claim 2 , the operations further comprising:
receiving second data indicating exposure portfolio information associated with the potential insurers; and
selecting the subset of devices based at least in part on the second data.
4 . The system of claim 2 , wherein determining the infringement exposure value comprises determining the infringement exposure value based at least in part on a revenue source associated with the entity.
5 . The system of claim 2 , wherein:
the business information includes at least an industry classification, a number of employees, or a revenue value;
the intellectual property information includes at least one of:
a number of intellectual property assets associated with the entity;
a type of intellectual property of individual ones of the intellectual property assets;
a licensing agreement associated with at least one of the intellectual property assets; or
a second insurance policy associated with the at least one of the intellectual property assets; and
the legal claim information includes at least one of:
a litigation history associated with the entity;
information associated with infringement allegations asserted against the entity; or
resolution information including at least one of settlement terms, damages, or information indicating whether the entity prevailed.
6 . The system of claim 2 , the operations further comprising:
determining a correlation between an exposure portfolio of a given insurer of the potential insurers and the insurance policy; and
selecting the subset of devices based at least in part on the correlation.
7 . The system of claim 2 , the operations further comprising:
determining a first liability cost associated with the entity, wherein the first liability cost represents a first cost which the entity is responsible for in defense of an infringement allegation;
determining a second liability cost associated with an insurer, wherein the second liability cost represents a second cost which the insurer is responsible for in the defense of the infringement allegation; and
wherein generating the ranking of entities is based at least in part on the first liability cost and the second liability cost.
8 . The system of claim 2 , wherein receiving the information indicating the characteristic of the entity comprises:
causing display of a graphical entity interface to the entity, the graphical entity interface including an element configured to receive input data associated with the information; and
receiving the input data, the input data including at least the information.
9 . The system of claim 2 , wherein:
receiving the information indicating the characteristic of the entity comprises:
accessing one or more databases having second data associated with the entity;
identifying a given characteristic for which third data is unavailable in the one or more databases;
sending, based at least in part on identifying the given characteristic, a fillable form including an element requesting the third data; and
receiving the third data.
10 . A method comprising:
receiving a request for an insurance quote to insure a entity against a claim of intellectual property infringement;
receiving information indicating a characteristic of the entity, the information including at least one of:
business information;
intellectual property information; or
legal claim information;
generating, based at least in part on the information, characteristic data associated with the characteristic of the entity;
training a machine learning model configured to determine infringement exposure values associated with entities utilizing a training dataset including historical policy performance metrics such that a trained machine learning model is generated to weight characteristics of the entities;
determining, based at least in part on the characteristic data and utilizing the trained machine learning model, an infringement exposure value associated with the entity;
receiving feedback data associated with the infringement exposure value;
generating a ranking of entities that include the entity, the ranking:
generated based at least in part on the infringement exposure value and the feedback data;
indicating that the entity is more favorable than one or more other entities of the entities with respect to issuing an insurance policy associated with the claim of intellectual property infringement; and
sending, to a subset of devices associated with potential insurers, first data representing the ranking of entities, the subset of devices selected based at least in part on the ranking of entities and the infringement exposure value.
11 . The method of claim 10 , wherein determining the infringement exposure value comprises:
causing display of a graphical entity interface to the entity, the graphical entity interface including an element configured to receive input data associated with at least one of the business information, the intellectual property information, or the legal claim information; and
receiving the input data.
12 . The method of claim 10 , wherein:
the business information includes at least an industry classification, a number of employees, or a revenue value;
the intellectual property information includes at least one of:
a number of intellectual property assets associated with the entity;
a type of intellectual property of individual ones of the intellectual property assets;
a licensing agreement associated with at least one of the intellectual property assets; or
a second insurance policy associated with the at least one of the intellectual property assets; and
the legal claim information includes at least one of:
a litigation history associated with the entity;
information associated with infringement allegations asserted against the entity; or
resolution information, the resolution information including at least one of settlement terms, damages, or whether the entity prevailed.
13 . The method of claim 10 , further comprising:
receiving second data indicating exposure portfolio information associated with the potential insurers; and
selecting the subset of devices based at least in part on the second data.
14 . The method of claim 10 , further comprising:
receiving a first indication that at least one of the potential insurers has requested to insurer the entity; and
based at least in part on receiving the first indication, causing a graphical user interface of a device associated with the entity to display information associated with the insurance policy and functionality for accepting the insurance policy.
15 . The method of claim 10 , further comprising:
determining a first liability cost associated with the entity, wherein the first liability cost represents a first cost which the entity is responsible for in defense of an infringement allegation;
determining an second liability cost associated with an insurer, wherein the second liability cost represents a second cost which the insurer is responsible for in the defense of the infringement allegation; and
wherein generating the ranking of entities is based at least in part on the first liability cost and the second liability cost.
16 . The method of claim 10 , further comprising:
determining a correlation between an exposure portfolio of a given insurer of the potential insurers and the insurance policy; and
selecting the subset of devices based at least in part on the correlation.
17 . A system comprising:
one or more processors; and
non-transitory computer-readable media storing instructions that, when executed by the one or more processors, cause the one or more processors to perform operations comprising:
receiving a request for an insurance quote to insure at least one entity against a claim of intellectual property infringement;
receiving information indicating a characteristic of the at least one entity, the information including at least one of:
business information;
intellectual property information; or
legal claim information;
generating, based at least in part on the information, characteristic data associated with the characteristic of the at least one entity;
training a machine learning model configured to determine infringement exposure values associated with entities utilizing a training dataset including historical policy performance metrics such that a trained machine learning model is generated to weight characteristics of the entities;
analyzing sample characteristic data associated with one or more of the entities to determine, utilizing the trained machine learning model, one or more exposure values associated with individual entities of the one or more entities, the one or more exposure values associated with the claim of intellectual property infringement;
generating a ranking of the one or more entities, the ranking:
generated based at least in part on the one or more exposure values;
indicating that a given entity is more favorable than others of the one or more entities with respect to issuing an insurance policy associated with the claim of intellectual property infringement; and
sending, to a subset of devices associated with potential insurers, first data representing the ranking, the subset of devices selected based at least in part on the ranking.
18 . The system of claim 17 , the operations further comprising:
receiving second data indicating exposure portfolio information associated with the potential insurers; and
selecting the subset of devices based at least in part on the second data.
19 . The system of claim 17 , the operations further comprising:
receiving input data associated with the information;
analyzing the information to determine a final cost for insuring the at least one entity; and
determining at least one potential term of the insurance policy based at least in part on the final cost.
20 . The system of claim 19 , wherein analyzing the information to determine the final cost comprises:
analyzing the information to determine additional characteristic data associated with the characteristic; and
analyzing the characteristic data and the additional characteristic data to determine an additional exposure value associated with the at least one entity.
21 . The system of claim 20 , the operations further comprising:
receiving, from at least one of a device associated with an insurer or the insurer, feedback data associated with the additional exposure value; and
wherein determining the final cost is further based at least in part on the feedback data.