Abstract: Generating a product design is provided. A plurality of product desirability models corresponding to a product is generated based on analysis of data corresponding to the product and features of the product that affect physical interactions between potential consumers of the product and the product. A set of insights into design of the product is generated based on the plurality of product desirability models corresponding to the product. A set of design element recommendations for the product is generated based on the set of insights into the design of the product generated from the plurality of product desirability models.

Abstract: Generating a product design is provided. A plurality of product desirability models corresponding to a product is generated based on analysis of data corresponding to the product and features of the product that affect physical interactions between potential consumers of the product and the product. A set of insights into design of the product is generated based on the plurality of product desirability models corresponding to the product. A set of design element recommendations for the product is generated based on the set of insights into the design of the product generated from the plurality of product desirability models.

Abstract: A context-sensitive help system for obtaining insights from a target environment in an unobtrusive manner. The context-sensitive help system detects a search or opening of a help document containing a plurality of placeholders and product/component names by a user; crawls documents in the knowledgebase and extracts product and/or component names and corresponding configuration parameters or placeholders; stores the product and/or component names and placeholders in the placeholder dictionary along with links and an index to documents in the knowledgebase. The system extracts insights from the target environment in an unobtrusive manner; and replaces placeholders in the help document with values from the target environment based on the insights from the target environment; and then displays the help document to the user.

Abstract: A context-sensitive help system for obtaining insights from a target environment in an unobtrusive manner. The context-sensitive help system detects a search or opening of a help document containing a plurality of placeholders and product/component names by a user; crawls documents in the knowledgebase and extracts product and/or component names and corresponding configuration parameters or placeholders; stores the product and/or component names and placeholders in the placeholder dictionary along with links and an index to documents in the knowledgebase. The system extracts insights from the target environment in an unobtrusive manner; and replaces placeholders in the help document with values from the target environment based on the insights from the target environment; and then displays the help document to the user.

Abstract: A context-sensitive help system for obtaining insights from a target environment in an unobtrusive manner. The context-sensitive help system detects a search or opening of a help document containing a plurality of placeholders and product/component names by a user; crawls documents in the knowledgebase and extracts product and/or component names and corresponding configuration parameters or placeholders; stores the product and/or component names and placeholders in the placeholder dictionary along with links and an index to documents in the knowledgebase. The system extracts insights from the target environment in an unobtrusive manner; and replaces placeholders in the help document with values from the target environment based on the insights from the target environment; and then displays the help document to the user.

Abstract: A context-sensitive help system for obtaining insights from a target environment in an unobtrusive manner. The context-sensitive help system detects a search or opening of a help document containing a plurality of placeholders and product/component names by a user; crawls documents in the knowledgebase and extracts product and/or component names and corresponding configuration parameters or placeholders; stores the product and/or component names and placeholders in the placeholder dictionary along with links and an index to documents in the knowledgebase. The system extracts insights from the target environment in an unobtrusive manner; and replaces placeholders in the help document with values from the target environment based on the insights from the target environment; and then displays the help document to the user.