Supercharge the creation of data maps with AI for faster data transformations and onboarding.
AIMap is an AI-powered data mapping solution that’s designed to accelerate data transformation for faster data onboarding. AIMap uses artificial intelligence (AI) techniques to “learn” from your existing data maps to predict and suggest data mapping rules automatically. Since the decisions are taken from previously garnered information applying a certain set of machine learning algorithms, the possibility of errors such as duplicities, missing values, etc. reduces. So, artificial intelligence mapping not only accurately maps assorted data sources to the target fields, but also maintains data integrity to radicalize decision-making and completely change the way you do business. AI mapping makes data mapping fast and accurate. It employs machine learning for inferring data mapping predictions from existing library of tested and validated data maps that dramatically reduces the effort and time required to create intelligent data mappings. Further, AI/ machine learning infusion in data mappings automates data integrations that adds value to your business.
A key part of any data integration is the data transformation step where data is mapped from one format to another while business rules and validations are applied on that data. This design-time task is usually the most tedious, difficult, time-consuming, complex and error-prone because it requires deep understanding of all the data fields on the source and the destination side and perfectly application of the rules for all the fields.
Adeptia’s goal behind creating artificial intelligence mapping solution was to make this data transformation step as easy as possible for its users by simplifying and automating all integration steps so that even non-technical business users (citizen integrators) can create data integrations with a few clicks.
AI Map works by utilizing existing data maps in your library. It learns mapping patterns between existing data fields using machine learning algorithms and trains a neural network to suggest future data mappings. To understand how AI data mapping works, think of 3 distinct steps:
A large manufacturing company had to create 1300 data maps of different source order types for processing automatically by the Adeptia AI data mapping mechanism. Although there were 1300 different source formats, the destination format was always the same normalized schema that had about 60 data fields. After the manufacturing company had created the first 25-30 data maps and put them in the AIMap library, the subsequent data maps were created very quickly and efficiently. AIMap was able to learn from those initial data maps and then suggest intelligent data mapping rules for subsequent mappings. This significantly reduced the effort required for developing and testing the 1300 maps by a factor of 10. In addition, Artificial intelligence data mapping predicted failures and allowed planned interventions to cut down downtime and operating costs while improving company’s production yield. So, integrating AI and ML into business enables users to map data fields from a source file to their related target field – without effort or breaking the bank.
Adeptia’s powerful business intelligence mapping solution significantly reduces manual mapping effort and accelerates deployment timeframes. Using Adeptia’s industry-leading machine learning-powered data transformation technology, you can build a reusable blueprint that leverages the intelligence of each data map for subsequent data integrations, leading to smaller and smaller incremental investments as the number of data connections increases.
By minimizing deployment time, you can:
By reusing previous data maps, you can:
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