With Adeptia Automate, data mapping just got smarter. Our new AI-Powered Mapping Copilot acts as your intelligent assistant for transforming messy, raw First-Mile Data™ into target-ready integrations.
Traditionally, mapping has been a time-consuming, technical task, requiring specialized knowledge, manual coding, and heavy reliance on IT teams. Our new AI Copilot changes that. Through an intuitive, conversational experience, business users can now configure even the most complex mappings without writing a single line of code.
Getting started is simple. Select your source and target systems and schemas. From there, the Copilot provides instant suggestions that accelerate setup and flow seamlessly into a guided, human-in-the-loop process. The result? Faster integrations, fewer IT bottlenecks, and greater confidence in data accuracy.
This is the next generation of mapping: smarter, easier, and accessible to everyone.
Real-World Challenges, AI-Powered Solutions
Consider a typical scenario at a health insurance company. When onboarding a new hospital partner, the data analyst receives claim files with fields like "Pt_DOB," "SvcDate," and "DX_Code1." Without documentation, determining that these represent patient birth date, service date, and diagnosis code requires hours of manual detective work and back-and-forth communication.
With Adeptia Automate’s AI Mapping Copilot, the AI instantly recognizes these patterns from its training on thousands of healthcare integrations. It suggests: "Map 'Pt_DOB' to 'PatientBirthDate' with date format conversion from MM/DD/YY to YYYY-MM-DD." The analyst can accept, reject, or refine the suggestion through natural conversation: "Also calculate patient age at time of service." rather than requiring robust coding. The AI updates the mapping rule accordingly.
For a financial services firm processing vendor invoices, the challenge multiplies. Each supplier sends data differently, some use "Invoice_Total," others "AmountDue" or simply "Total." Adeptia Automate’s AI Copilot recognizes these semantic variations and automatically suggests the correct mappings, even handling currency conversions and tax calculations. What previously required a developer writing custom code for each vendor now happens through simple approval clicks.
Beyond Simple Field Matching
The latest version of our AI Mapping goes far beyond basic field-to-field mapping. When a retail company needs to transform their legacy inventory system data for a modern cloud ERP, the complexity explodes. Nested product hierarchies must be flattened. SKU codes need parsing and reconstruction. Quantity units require conversion.
The AI Copilot handles this complexity conversationally. An analyst might say: "Extract the color code from the SKU and map it to the product variant field." The AI not only creates the extraction rule but provides a plain english description of the code and sample input and output of the rule so you can see how the code will work. This intelligence, powered by Agentic AI, anticipates your needs based on data patterns and industry best practices.
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Measurable Business Impact
Organizations deploying Adeptia Automate's AI Mapping Copilot in beta-testing report transformative results:
75% Time Reduction: Mapping tasks that previously took days are now completed in hours. A telecommunications company was able to their partner onboarding cycle from three weeks to four days, primarily through faster data mapping.
90% Fewer Errors: Automated validation and intelligent suggestions virtually eliminate common mapping mistakes. The AI catches issues like mismatched data types, missing required fields, and logical inconsistencies before they cause downstream failures.
Democratized Integration: Business analysts without technical backgrounds successfully create complex mappings. One insurance company increased their mapping productivity 5x by enabling business users to handle routine integrations independently.
Continuous Improvement: The AI learns from every approved mapping, becoming more accurate over time. Organizations see suggestion quality improve by 30% within the first six months as the system adapts to their specific patterns.
The Future of Intelligent Integration
Adeptia Automate's AI Mapping Copilot represents a fundamental shift in how organizations approach data integration. By combining the pattern recognition power of AI with human business knowledge, we're not just automating tasks we are also augmenting human capabilities.
The conversational interface means you work with technology the way you work with a colleague. Upload your file, describe your needs, and refine the results through natural dialogue. No documentation to study, no syntax to memorize, no code to debug.
This is mapping reimagined for the AI era: intelligent enough to handle complexity, simple enough for anyone to use, and smart enough to keep getting better. Welcome to the future of frictionless data integration.
Ready to see it in action? Request a demo today and experience how Adeptia Automate can transform the way your enterprise manages first-mile data.
