
The bottom line is that Adeptia enabled us to successfully bring a new service offering to the marketplace, generate millions in revenue for our clients, and rapidly grow our business.
Tom Sweat
President, TEC Services Group, Inc.
Supercharge the implementation of data maps using AI for speed and accuracy.
Adeptia brings the power of AI into your data mapping as part of a overall data mapping and integration software solution designed to accelerate data transformation for faster and more accurate data transformation. Adeptia’s “AIMap” module applies artificial intelligence (AI) techniques to learn from your existing data maps to predict and suggest data mapping rules as you author additional data maps. Since the decisions are taken from previously garnered information applying a certain set of machine learning algorithms, the possibility of errors such as duplicate fields, missing values, and similar issues are minimized. So, artificial intelligence mapping not only accurately maps assorted data sources to the target fields, but it 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 to 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 an artificial intelligence mapping solution was to make this data transformation step as easy as possible for 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.
AIMap 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 three distinct steps:
A large manufacturing company had to create 1,300 data maps of different source order types for processing automatically by the Adeptia AI data mapping mechanism. Although there were 1,300 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, then suggest intelligent data mapping rules for subsequent mappings. This reduced the effort required for developing and testing the 1,300 maps by a factor of 10.
In addition, AI 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.
The bottom line is that Adeptia enabled us to successfully bring a new service offering to the marketplace, generate millions in revenue for our clients, and rapidly grow our business.
Tom Sweat
President, TEC Services Group, Inc.