Adeptia Automate 5.3 Adds Natural Language Data Mapping
The new release enables AI-driven data mapping to help users reduce manual configuration and accelerate partner onboarding.
Updated on Oct. 30, 2026 in Artificial Intelligence
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Adeptia has released version 5.3 of its Automate platform, which introduces agentic data mapping and natural language capabilities. The update allows users and AI agents to create data mappings through natural language inputs while leveraging organizational terminology.
Why it matters
The release shifts data integration workflows toward conversational interfaces, reducing the reliance on specialized technical expertise. This capability aims to accelerate partner onboarding by automating complex mapping processes that previously required manual configuration.
Adeptia Automate 5.3 integrates with external LLMs including Anthropic, OpenAI, and Azure OpenAI via customer credentials. The platform functions across AWS, Microsoft Azure, and Google Cloud environments, utilizing private knowledge bases to refine its mapping logic.
The players
Adeptia
A software company with 25 years of experience specializing in business process automation and data integration solutions.
The details
The platform utilizes a redesigned AI Mapping experience that allows the system to learn from historical data mappings. By applying natural language processing (NLP) — a field of AI focused on enabling computers to understand and generate human language — the system interprets organizational terminology and business rules provided by the user. Users and AI agents then collaborate to build and validate these mappings, which are saved in private knowledge bases to ensure the AI remains consistent with internal requirements.
Timeline
October 30, 2026: Adeptia Automate 5.3 becomes available to all customers.
The Tech Race
Adeptia is competing against a wave of vendors embedding agentic AI into established data pipeline tools. This release marks a shift from static automation to LLM-driven configuration within the enterprise integration stack.
The update is currently available to all existing Adeptia customers, enabling users to begin mapping data via natural language prompts immediately. Organizations will need to provide their own credentials for Anthropic, OpenAI, or Azure OpenAI services to utilize the AI-driven mapping features.
The takeaway
Adeptia 5.3 signals a move toward AI-managed data infrastructure, where the software learns business rules rather than requiring manual coding. Users should monitor whether these agentic mappings maintain accuracy in high-complexity compliance environments over the coming months.
Further reading
For broader trends in enterprise-grade machine learning and automation, visit the Artificial Intelligence section.
More information
For more details on platform specifications, visit the Adeptia official website.
Source note: This article includes information reported by Database Trends and Applications.
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