Announcing Acceldata Agentic Data Management

An Old Data Dilemma, Amplified

Data is the foundation of an AI first world. As AI reshapes the world, the burden on enterprise data is huge. The challenge isn’t just about scale—it’s about trust, reliability, and action.

Right from the start at Acceldata we knew, enterprises were struggling to understand, monitor, and trust their data. We pioneered Data Observability to bring clarity to a chaotic landscape in the modern data stack. However today, with the addition of unstructured data, observability alone isn’t enough, but is certainly the foundation for managing enterprise data.

Enterprises have long struggled with fragmented data tools—either too limited in scale or too complex to implement. Siloed systems create disconnected ontologies, partial insights, and misaligned metrics; forcing infrastructure, quality, governance, and analytics teams to make decisions in isolation or with insufficient context.

We’re standing at a crossroads: will data be a bottleneck, or will it become an enabler?

AI-first enterprises demand more.

AI creates a fundamental mismatch between the needs of business and the ability of data teams to deliver on those objectives.

At Acceldata, we’ve been preparing for this shift since day one. We are thrilled to announce the launch of our Agentic Data Management Platform, designed to enable enterprises to take charge of their data and accelerate their AI & Analytics initiatives. 

Introducing Agentic Data Management: AI That Thinks, Learns, and Acts

Agentic Data Management (Agentic DM) is a first-of-its-kind, AI-powered data management platform that detects, understands, and resolves data issues autonomously.

It augments and replaces traditional data quality, and governance tools, data catalogs, with a unified AI-driven platform, transforming how enterprises manage and optimize data. By leveraging AI agents, contextual memory, and automated actions, Agentic DM ensures data is always reliable, governed, and AI-ready—without human intervention. Here are some path breaking AI capabilities of Agentic DM.

🚀 Context-Aware Intelligence – Goes beyond detecting anomalies to explain their impact and prioritize actions based on business relevance.

🚀 AI-Powered Memory & Reasoning – Recalls past decisions, applies learnings, and continuously improves over time, creating a self-learning data ecosystem.

🚀 Autonomous Multi-Agent AI Systems – Agentic DM will initially introduce over 10 specialized AI agents, each designed to focus on key enterprise needs, while communicating and collaborating with each other. These agents include: 

• Data Quality – Ensuring accuracy, consistency, and completeness.
• Data Catalog – Enhancing data discovery and governance.
• Anomaly Detection - Autonomously finding unknown data issues.
• Data Profiling - Understanding the shape of data and its changes.
• Cost Optimization – Reducing unnecessary cloud spend and improving efficiency.
• Infrastructure Monitoring – Detecting and resolving performance bottlenecks.
• Data Governance - Providing real-time governance and audits.

These agents deliver targeted insights and recommended actions, making enterprise data smarter, more efficient, and fully optimized.

Beyond Monitoring—Agentic DM Actually Acts

Agentic Data Management unifies data operations into a seamless, AI-driven system with three core capabilities:

🚀 Intent-Based Discovery – Locate and understand data across on-prem, cloud, and hybrid environments with AI-powered discovery.
🚀 Policy-Driven Governance – Define, enforce, and monitor data policies for data-at-rest, in-motion, and for consumption.
🚀 Actionable Intelligence – Generate insights and automate actions to enhance reliability and efficiency.

At its core, the xLake Reasoning Engine delivers AI-powered intelligence at scale, seamlessly deploying across major hyperscalers, hybrid clouds, and on-prem environments. This engine has been honed via execution at exabyte scale across world's leading enterprise companies.

With Agentic Data Management, enterprises replace fragmented tools with a unified, intelligent system—ensuring reliability, governance, and AI-readiness without complexity.

Agentic DM is that next step.

✔ It doesn’t just monitor—it acts.
✔ It doesn’t just detect—it resolves.
✔ It doesn’t just alert—it optimizes.

Agentic DM Transforms Data and Business Teams Roles

AI is reshaping traditional roles in data management, collapsing siloed functions into a more integrated, dynamic function. Agentic DM is at the center of this transformation by automating routine tasks and enhancing collaboration across technical and business teams.

🚀 Data Engineers go from firefighting to foresight
AI-driven automation optimizes data flows, freeing engineers from pipeline maintenance so they can focus on designing scalable, future-proof architectures.

🚀 Data Stewards go from manual configuration to autonomous execution
Governance shifts from manual policy configuration to AI-driven policy automation. See the power of Agentic DM as it detects, recommends, creates, and maintains policies over time, ensuring trusted data without constant oversight.

🚀 Business Owners go from dependency to true autonomy
No more waiting on IT teams for reports or insights. AI-powered analytics enables self-service insights—business leaders can directly query their data, making faster, data-driven decisions without waiting on data engineering teams.

By bridging the gap between technical and business roles, Agentic DM fosters a collaborative, AI-powered data culture, where every team contributes to data management rather than just maintenance.

Why We Built This—And Where We’re Going in Post GPT Era

Our vision goes beyond mere data storage or cataloging. It’s about creating unified context from signals across infrastructure, data processing, data quality, and business definitions—the entire data supply chain enabling enterprise wide data management workflows.

With Acceldata’s Agentic Data Management Platform, you get a single, integrated environment that not only scales but also adapts to your evolving needs in this post-GPT era.

And we’re just getting started.

Ready to learn more?

Acceldata Agentic DM, currently in private beta, launches with 10+ Agents. Apply here to join the private beta waitlist.

Watch the unveiling of Agentic DM at Autonomous 25 (the premier Data Management Conference for the AI Era) and see how your enterprise can benefit from it.

Register here to attend

Together, let’s embrace the new era of Agentic Data Management—where data, AI, and actionable intelligence converge to unlock the next wave of enterprise innovation.

‍

‍

‍