Adeptia Automate 5.3 Makes AI Data Mapping Agentic, Bringing Intelligent ETL to Business Teams and AI Agents

Automate 5.3 lets AI agents, and the business teams working alongside them, build and validate data mappings in natural language, cutting mapping time from weeks to minutes and easing the load on scarce technical talent.

JUPITER, Fla., Oct. 27, 2026 /PRNewswire/ -- Adeptia, the Intelligent ETL platform for enterprise data automation, today announced Automate 5.3, the company's latest agentic platform release. The latest release expands its native MCP capabilities, enabling users and AI agents to create data mappings using natural language and apply context-aware insights. This reduces reliance on deep technical expertise, speeds partner onboarding, and makes building new integrations easier at scale.

The release centers on a redesigned AI Mapping experience that lets developers, business users, and AI agents build and validate mappings in natural language, cutting onboarding time from days or weeks to minutes. The AI learns from each mapping and becomes increasingly familiar with the organization's data, terminology, and business rules. Through Adeptia's MCP, customers' AI agents can also create and manage mappings autonomously.

"For years, data mapping has been the bottleneck standing between a business and its own data, locked behind time-strapped IT teams or a slow vendor queue," said Charles Nardi, CEO of Adeptia. "With Automate 5.3, whether it's a developer, a business analyst, or AI agent, the people closest to the problem can now build a mapping in minutes without compromising on security, governance, and control."

"The real test of AI in data integration is how well it handles the details that make each business unique," said Tim Bond, Chief Product Officer at Adeptia. "We designed Automate 5.3 to learn from each mapping, building familiarity with an organization's terminology and business rules, giving teams a foundation they can build on, rather than starting over with every new partner."

Knowledge That Improves with Every Mapping

Built on more than 25 years of Adeptia expertise, the 5.3 release enables self-learning that gets smarter over time and improves from each mapping. Organizations can also add documents and knowledge to their private knowledge base to further tailor their experience.

Bring Your Own LLM Gives Greater Control

Bring Your Own LLM support allows customers to use Anthropic, OpenAI or Azure OpenAI through their own accounts and credentials, or run Anthropic models within their own AWS environment through Amazon Bedrock. Combined with self-hosted Knowledge Bases and deployment across AWS, Microsoft Azure and Google Cloud, this gives enterprises greater control over their data, AI models, costs and infrastructure.

Ask the Platform What's Wrong, and Get an Answer

Observe now uses natural language to analyze Kubernetes logs, pod metrics, and AI traces, diagnose issues, and recommend fixes. Teams can monitor platform health through persistent dashboards or securely access Observe from Claude and ChatGPT.

Built for Highly Regulated, Complex Industries

Adeptia 5.3 also strengthens enterprise reliability and governance, helping maintain business continuity, protect production environments, and confidently scale without sacrificing control. The release also expands deployment flexibility with native Google Cloud support.

5.3 is now available to all Adeptia customers, with a seamless upgrade path for organizations. To see 5.3 in action, join our upcoming webinar, Meet Your New AI Mapping Agent: What's New in Adeptia 5.3, or explore how Intelligent ETL is helping enterprises close the AI data-readiness gap at www.adeptia.com.

About Adeptia
Adeptia is the Intelligent ETL platform that helps enterprises automate complex operational workflows across systems, teams, business partners and AI agents. Unlike traditional ETL tools designed for point-to-point integrations, Adeptia is purpose-built to handle complex, real-world data across highly regulated industries where accuracy, compliance, and reliability are critical. With more than 25 years of enterprise automation experience, Adeptia combines AI-native automation, industry templates, document intelligence, and curated knowledge bases to turn fragmented data into trusted operational outcomes. The result is trusted, AI-ready data that powers operational workflows, business decisions, partner ecosystems, and enterprise-ready AI initiatives with speed, accuracy, and confidence. Learn more at www.adeptia.com.

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SOURCE Adeptia Inc.