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Acceldata Launches Autonomous Data & AI Platform for Agentic AI Era. Learn More →
Announcing — Autonomous Data & AI Platform

The Autonomous Platform for Data and Agentic AI.

Run data workloads and agents where data lives — with built-in observability, governance, and secure access.

TRUSTED BY ENTERPRISE DATA TEAMS WORLDWIDE
The SHIFT

The Agentic Era Broke the Old Data Stack

Your data stack was built for humans and reports. Agents need something fundamentally different.

Agents demand runtime context & governance.

Data must carry context, meaning, lineage, and trust across hybrid environments.

Agents demand speedy resolution.

Data issues that were fixed in hours now have to resolve in seconds or minutes.

Agents demand autonomous actions on data.

Humans can't be in every loop. Systems must act on their own to deliver what agents need.

The Autonomy Curve

Four Levels of Autonomy in Data Platforms

Most platforms operate at Level 1 or 2. Acceldata is delivering Level 4.

LEVEL 01

Single Plane

Lakehouses

Data, compute, and control consolidated inside one vendor's perimeter, bounded by one CSP. Cannot span clouds. No on-prem substrate.

LEVEL 02

Split Plane

Agentic Data Clouds

Data plane federated across clouds. Agent runtime and control plane consolidated in one cloud. Spans clouds. No hybrid support.

LEVEL 03

Federated Plane

Acceldata Foundation (2021–26)

Federated compute runs where data lives. Across clouds and on-premises. Customer-controlled unified control plane. Spans clouds, lakehouse, and on-premises data. Hybrid by default.

LEVEL 04

Autonomous Plane

Acceldata Autonomous Data & AI Platform

Customer controlled unified control plane becomes agentic. Observability, governance, and optimization can run autonomously across a hybrid data estate. Any workload. Trusted data. Anywhere.

The Autonomous Loop

The moment something goes wrong, the platform takes over - surfacing what broke, fixing what it can, and turning every incident into prevention for the next one.

HOW IT WORKS
1
Observe
Every signal across data, Al, and infrastructure flows into one observability
2
Detect
Thresholds, policies, and anomaly rules trip automatically - no human in the alert chain.
3
Diagnose
An autonomous agent walks the lineage, correlates signals, and isolates the root cause.
4
Act
The fix is applied — or proposed for human approval. Every action logged, every decision auditable.
5
Verify
The fix is confirmed. The incident becomes a permanent prevention rule.
The loop compounds.
THE PRODUCTS

Built as a Platform. Bought as Products.

Every product runs on our unified xLake Data & AI platform. Use one. Use them all. Outcome-oriented, agent-native, and enterprise-proven.

Data & AI Observability
End-to-end visibility into AI agents, hadoop, data quality, pipelines, and platforms.
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Agentic Data Management
Autonomous detection, diagnosis, and resolution across the data estate.
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Agentic Data Engineering
Pipelines that self-build, self-heal, and self-optimize at scale.
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Agentic Runtime
The trusted execution layer for agents operating on enterprise data.
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Data Warehousing
Unified analytical runtime across warehouses, lakes, and streams—no data movement required.
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Data Platform Modernization
Open-source foundation for Hadoop modernization across cloud, on-prem, and hybrid.
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The Platform

xLake Architecture. Any Data. Every workload.

xLake has a single control plane and multiple compute planes for hybrid environments. Data workloads & agents run where the data resides.

xLake Control Plane

Hosts the products

The agentic brain, fully managed by the customer, hosts every Acceldata product. Orchestrate, govern, and observe your data, AI, and agents end-to-end.

Data Observability
AI Observability
Agentic Data Mgmt
Agentic Data Eng
Agentic Runtime

xLake Compute

Provides the primitives

Federated compute that runs where data lives. Delivers runtime governance, context, observability, policy, and lineage — across cloud, on-prem, and hybrid.

Governance
Context
Observability
Policy
Lineage
Why Acceldata

Over 1 Trillion Data and Agent Interactions Daily

Proven at massive scale in the most complex hybrid enterprise environments.

1
Category pioneer
First to define data observability. First to extend it into agentic data management.
2
Enterprise scale
Runs at exabyte scale inside the most demanding regulated environments.
3
Runtime governance
Policy that travels with data — not bolted on after the fact.
4
AI-ready foundation
Built for agentic workloads. Not retrofitted for them.

Agentic Data Mangement Explained

Data Observability to Intelligent Autonomous Actions

AI Agents

Deeply understand data context, detect anomalies, and take precise corrective actions.

See Product Tour

Real-Time Collaboration

Cut through organizational and technology silos, enable business and data teams to collaborate and accelerate outcomes.

xLake Reasoning Engine

A powerful, exabyte scale, AI-aware data processing engine, runs on hyperscalers, data clouds, and on-prem.

The Business Notebook

Natural language interface with contextual memory. Continuously learns, recalls, and explains its reasoning.

Agent Studio

Build and deploy your own AI agents into the Acceldata Agentic DM platform.

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Customer Proof

Trusted by World's Most Data-Intensive Enterprises.

Banks. Life sciences. Telcos. CPG. And every industry that can't afford to get data wrong.

6 of top 12
BANKS
4 of top 10
LIFESCIENCES
3 of top 5
TELCOS
3 of top 5
CPGs

Leading Data Provider Enhances Reliability by Shifting Left

With Acceldata, we’ve shifted left our data reliability, addressing issues before they become problems. This saves our customers money, and they love us for it.
VP of Data Quality, Leading Data Provider
99%
reduction in data processing time 

(14 days to 4 hours)
Read Customer Story
With Acceldata, we’ve shifted left our data reliability, addressing issues before they become problems. This saves our customers money, and they love us for it.
VP of Data Quality, Leading Data Provider

PhonePe Scales Seamlessly and Supports Hyper-Growth

Acceldata supports our hyper-growth, managing one of the world's largest instant payment systems. PhonePe's data infrastructure reliability wouldn't be possible without Acceldata.
Burzin Engineer, Founder & Chief Reliability Officer, PhonePe
46%
improvement in data quality
Read Customer Story
Acceldata supports our hyper-growth, managing one of the world's largest instant payment systems. PhonePe's data infrastructure reliability wouldn't be possible without Acceldata.
Burzin Engineer, Founder & Chief Reliability Officer, PhonePe

Pubmatic Automates and Optimizes Big Data Performance

Acceldata isolated bottlenecks, automated performance, and optimized data to scale our big data environments and support critical analytics.
Ashwin Prakash, Engineering Leader, Pubmatic
$2M
saved annually on OEM costs
Read Customer Story
Acceldata isolated bottlenecks, automated performance, and optimized data to scale our big data environments and support critical analytics.
Ashwin Prakash, Engineering Leader, Pubmatic

Top Telco Speeds Up Data Verification and Cuts Costs

Acceldata improved our data reliability by efficiently verifying 45 billion rows for data quality in under 2 hours. This, along with reduced costs and accelerated performance, has significantly benefited our cloud migration.
Senior Manager, Data Engineering & Analytics,
Top 3 Telco
45
billion rows reconciled in < 2 hours
Read Customer Story
Acceldata improved our data reliability by efficiently verifying 45 billion rows for data quality in under 2 hours. This, along with reduced costs and accelerated performance, has significantly benefited our cloud migration.
Senior Manager, Data Engineering & Analytics,
Top 3 Telco

Global Bank Gains Full Visibility and Replaces DIY Solutions

Acceldata replaced our DIY solutions, providing full visibility across all data processing systems.
Sr. Vice President, Data Operations, Top 10 Global Bank
10+
data engineers freed for strategic tasks
Read Customer Story
Acceldata replaced our DIY solutions, providing full visibility across all data processing systems.
Sr. Vice President, Data Operations, Top 10 Global Bank
See Data Observability in Action
Book a demo and explore how it can impact your business!
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THE CONVERSATION

The Autonomous Enterprise is Being Defined.

Read the thinking. Join the room.

Featured POV

The Lakehouse Era Is Over.

Why a federated, hybrid, agent-native architecture is the only model that is fit for the agentic era.

Read the Piece
Flagship Event · Autonomous 26

The Autonomous Enterprise.

Listen to data and AI leaders re-architecting their stack for the agentic era.

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