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VAST InsightEngine

AI Pipelines Automated from Ingest to Inference, Instantly

Build and scale AI pipelines with real-time data, automated workflows, and unified governance and security.

Brief: Document Insights
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Trusted by the World’s Leading Data-Driven Organizations

Legacy Challenges

Why Enterprise AI Falls Short

InsightEngine unifies and simplifies AI pipelines from creation to management.

Fragmented Data

Fragmented Data

Siloed data limits AI accuracy and performance. InsightEngine unifies all data types—object, file, block, structured, and vector—for real-time AI insights.

Blog: Unify Your Data Stack
No Real-Time AI

No Real-Time AI

Legacy platforms can't meet real-time performance needs. InsightEngine's AI-native architecture delivers near-zero latency at exabyte-scale.

Consider Modern Examples
Complex Tools

Complex Tools

Stitching AI tools adds complexity and slows adoption. InsightEngine consolidates workflows with integrated pipelines, vector storage, and event-driven automation.

Take a Streamlined Approach
Lack of Governance

Lack of Governance

Inconsistent access control and limited visibility expose sensitive data and create risk. InsightEngine unifies governance with end-to-end auditability.

Take Back Control

“By combining SHARON AI’s sovereign GPU cloud with the VAST InsightEngine we’re creating the foundation for enterprises and government institutions to run cutting-edge AI workloads locally, securely, and without compromise.”

Wolf Schubert
CEO, Sharon AI

VAST InsightEngine: Breakthrough Real-Time RAG for Enterprise

Discover how VAST InsightEngine solves enterprise RAG challenges - from batch delays to governance issues. See our breakthrough architecture handle thousands of files/second with millisecond query times in this deep dive.

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Core Capabilities

Simplify, Scale & Govern AI Pipelines

InsightEngine enables real-time AI pipelines with unified data, event-driven automation, GPU acceleration, and enterprise-grade governance.

Unified Data
DASE: Designed for AI Workloads
Instant AI Outcomes
Governance & Observability
Product Benefits

Real-Time, Enterprise Al at Scale

Simplify operations, accelerate AI insights, govern pipelines, and future-proof AI adoption with InsightEngine.

Unify Data for Accurate AI

Eliminate silos with a unified AI Operating System that brings together structured, unstructured, block, file, and vector data into one system, ensuring comprehensive and accurate inputs and results for AI.

Scale Seamlessly with AI-Native Architecture

Leverage VAST's DASE architecture for seamless, AI-native scalability. The DASE architecture decouples compute and storage, allowing you to handle trillions of vectors and exabyte-class datasets with linear scaling, near-zero latency, and unmatched efficiency.

End-to-End Governance & Observability

Disparate systems create gaps in governance and expose enterprises to risk. With VAST, every AI pipeline interaction is unified, governed, and observable—delivering audit trails, compliance, and real-time control from ingest to inference for trusted, resilient AI.

Feature Details

Operationalizing AI Pipelines

InsightEngine enables pipeline automation, governance, and real-time capabilities to operationalize AI pipelines at enterprise scale.

VAST DataEngine

VAST DataEngine is the programmable toolkit that powers InsightEngine. With serverless Python functions, event-driven automation, and real-time processing, it builds and orchestrates automated AI pipelines that deliver continuous insights at enterprise scale.

Event-Driven Triggers

Serverless triggers, enabled by the VAST Event Broker, power real-time AI and data pipelines. They automatically "listen" for and initiate customizable workflows, automating complex tasks from data enrichment and vectorization to content tagging and routing.

Integrated Vector Store

An integrated vector store in the VAST DataBase delivers enterprise scale to trillions of vectors. It enables high-precision, real-time similarity searches without a separate, siloed vector database.

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Customizable Serverless Functions

VAST's DataEngine provides a serverless environment to build and deploy custom Python functions. Automatically triggered by events, these functions orchestrate end-to-end AI pipelines.

NVIDIA NIMs Support

VAST InsightEngine integrates with NVIDIA NIMs to accelerate high-performance AI workflows. By enabling GPU acceleration, VAST ensures real-time data access for NIMs, eliminating bottlenecks and maximizing pipeline performance.

DASE Architecture

VAST’s Disaggregated and Shared-Everything (DASE) architecture separates compute from storage, enabling independent scaling, massive parallelism, and predictable high performance, providing the foundation for enterprise-scale AI.

Exabyte Scale

The VAST DASE architecture scales seamlessly to exabytes, accommodating the massive datasets required for large-scale AI. With a linearly scaling, shared-everything design, it ensures consistent, low-latency performance as data grows, without complex re-architecting.

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Near-Zero Latency

VAST's DASE architecture eliminates "east-west" network traffic, providing near-zero latency for all workloads. By connecting compute and storage over high-speed NVMe-oF, the platform delivers the real-time data access that GPUs and AI require.

GPU Acceleration

Accelerate AI pipelines by feeding data to GPUs faster, ensuring maximum utilization and performance. VAST’s architecture provides direct, high-speed data access to GPUs, eliminating bottlenecks that can starve compute resources.

Zero Data Loss

Achieve superior resilience and constant availability with VAST’s DASE architecture. This ensures uncompromised integrity, so enterprises can trust their data for every AI and analytics workload without sacrificing performance.

Multi-Protocol Storage

VAST unifies all data types—object, file, block, structured, and vector—into a single platform. By eliminating the need for multiple systems, it simplifies operations, reduces complexity, and ensures all data is instantly available for AI and analytics.

Hybrid Cloud and Multi-Cloud Support

The VAST AI Operating System unifies data and workloads across on-prem, cloud, and edge environments. It delivers a consistent, high-performance experience everywhere, simplifying hybrid deployments and eliminating the silos of fragmented infrastructures.

Simplified Management

VAST is designed for simplicity, reducing complexity and admin overhead. With VAST Management Service (VMS), teams can easily deploy, monitor, and scale from a single control point—streamlining management for all data and workloads.

Unified AI Governance

The VAST AI Operating System unifies governance from raw object data to vector, eliminating the complexity of enforcing policies across disparate systems. Enterprises reduce risk with simplified compliance, consistent controls, and trusted AI pipelines at scale.

Fine-Grained Access Control

Fine-Grained Access Control (FGAC) in the VAST DataBase provides precise, row-and-column level control. This granular security ensures only authorized users or services can view specific information, strengthening compliance and protecting sensitive data.

Role-Based Access Control

VAST’s integrated Role-Based Access Control (RBAC) unifies governance from raw object data to derived vectors. Policies are applied across the entire AI pipeline, ensuring only authorized users and services get the right data, simplifying compliance and strengthening security.

Extreme Observability

Every data interaction is captured, providing extreme observability across AI workflows. This ensures full data control, auditability, and transparency, with clear insights that simplify compliance and build trust in enterprise AI operations.

VAST in Action

From Concept to Deployment: Solving Real-world Challenges

Related Products

Explore the AI Operating System

View All

VAST DataStore

AI's infinite memory. Exabytes of file, object, and block data with all-flash speed and archive economics.

VAST DataBase

AI's knowledge base. Transactional warehouse and message bus indexing data and vectors in real-time.

VAST DataSpace

Global AI fabric. Unifies edge-to-cloud into one coherent system so you act on data anywhere it lives.

VAST SyncEngine

AI’s “view all.” See, search, and mobilize your entire data estate, from legacy storage to enterprise apps.

VAST DataEngine

AI's nervous system. Universal compute with a containerized Python runtime and event-driven processing.

VAST AgentEngine

Agent orchestration. Application runtime and low-code studio for deploying millions of AI agents.

VAST Polaris

AI’s control tower. A global control plane for distributed VAST clusters across hybrid and multicloud.

Resources

Resources to Keep You Moving Forward

VAST InsightEngine: Real-Time AI Pipelines, Fully Automated for the Enterprise
Solution Brief

VAST InsightEngine: Real-Time AI Pipelines, Fully Automated for the Enterprise

Experience how InsightEngine automates complete AI workflows from data ingestion to real-time inference without manual intervention.

2 pages
Demo

Power Enterprise AI with VAST Data InsightEngine

See how InsightEngine instantly transforms raw enterprise data into AI-powered insights through live document ingestion, vectorization, and retrieval.

16:29
Webinar

Power Play in Data Innovation: How the NHL and VAST Data Revolutionized Media Operations

Hear how the NHL leveraged InsightEngine's automated workflows to transform 20 petabytes of archived content into instantly accessible media across 32 arenas.

44:42
FAQ

Get the Facts About VAST InsightEngine

What is VAST InsightEngine and how does it enable real-time AI pipelines?

VAST InsightEngine is a framework in the VAST AI Operating System for building, managing, and automating real-time AI pipelines.

Built on the VAST DataEngine, InsightEngine uses event-driven triggers and serverless functions to process data the moment it lands, enabling automated chunking, embedding, and storing it in the VAST DataBase's native vector store. These in-place, automated workflows eliminate traditional data movement and latency between data creation and AI inference, enabling continuous, real-time applications like semantic search, RAG, summarization, classification, and anomaly detection—all with unified governance and full observability.

What makes InsightEngine different from traditional AI pipeline platforms?

InsightEngine is part of the VAST AI Operating System, the unified platform where all enterprise data—structured, unstructured, and vector—lives and operates together.

Built on the VAST DataEngine, InsightEngine automates the entire AI workflow from ingest to inference using an event-driven architecture with serverless triggers and functions that run directly on your data.
Unlike traditional platforms that depend on external orchestration and constant data movement between systems, InsightEngine processes everything in place, and storing/ retrieving vectors from the VAST DataBase’s native vector store. The result: real-time performance, unified governance, and frictionless AI at enterprise scale.

How does InsightEngine ensure AI security and governance at enterprise scale?

InsightEngine provides unified security and governance by seamlessly integrating file system permissions with vector search capabilities. Because VAST combines DataStore and DataBase in a single platform, it ensures users can only retrieve and interact with vectors derived from data they're explicitly authorized to access. Fine-grained access controls are enforced in real time across both raw and vectorized data, maintaining strict security and compliance throughout the entire AI pipeline from source to inference—something no other solution can deliver.

Can InsightEngine handle enterprise-scale document and video processing?

Yes. With InsightEngine, users can build real-time AI pipelines that process both document and video data at enterprise scale. Built on VAST’s DASE architecture, the framework supports exabyte-scale performance and integrates with inference microservices and models—including NVIDIA NIMs—to enable use cases such as intelligent document search, summarization, or video understanding. Because all data lives within the VAST AI Operating System, including structured, unstructured, and vector data, InsightEngine can automate ingest, embedding, retrieval, and inference without data movement or performance loss—delivering continuous, scalable AI workflows tailored to your needs.

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