VapusData OS

Turn your operations into an AI-native workflow

Unify data, automation, AI intelligence and governance in one platform your engineering team actually controls.

10× faster operationsUnified AI workflowsEnterprise governance

How it works

One loop, from raw source to a system that improves itself

Six stages, run continuously rather than as a project. Each one hands governed state to the next, and the last one hands its findings back to the first.

01Connect

Reach every source without moving the data

Legacy databases, custom APIs, unstructured PDFs and real-time streams are reached where they already sit. BLOB storage, cloud sources and enterprise systems come together in one place instead of being copied into yet another store.

Access is secured from the first connection, so unifying the estate does not mean loosening control over any part of it.

02Build

Automated workflows instead of hand-written glue

Data teams build, deploy and orchestrate multi-service AI applications through automated workflows rather than bespoke integration code.

Customisable governance rules, reusable actions and prompt-driven logic automate CI/CD and streamline DataOps across the whole estate.

03Publish

Raw information becomes a governed data product

Pipelines, compliant datasets and ready-to-use LLM workflows are published once and made available across every tenant, with role-based access applied at the point of use.

Build once, publish securely everywhere — consumers get the product, not a copy of the source.

04Consume

Ask the estate a question and get an answer

Teams chat directly with enterprise data: real-time answers, semantic search and visualisation built in, without a ticket to a data team.

Agentic data workers run on custom triggers and schedules, keeping analytical-ready data flowing to the people and systems that depend on it.

05Learn

Agents watch their own outcomes

Every run is observed: which matches held, which prompts drifted, where a reviewer overrode a decision and what they changed it to.

A correction becomes training signal rather than a ticket in someone's queue, so the same failure does not have to be caught twice by a human.

06Evolve

What is learned goes back into the pipelines

Findings feed back into the rules, the pipelines and the model routing, so accuracy rises and cost falls without a re-implementation project.

The loop closes and starts again at Connect — a new source joins the same cycle rather than starting a new one.

Evolve feeds back into Connect

Capabilities

A decentralised data and AI operating system

Built for enterprises that need control over where data lives and who touches it.

Decentralised data platform

A 360° view of your data mesh with real-time monitoring and granular access control.

Governed AI Studio

Full-lifecycle model governance, token consumption tracking and compliance guardrails.

Governance & compliance

Policies, permissions and lineage managed with no-code tools.

VapusData Containers

Run governed workloads across private, multi-cloud or air-gapped environments.

Agentic data workers

Automate ETL, ELT and CDC pipelines with self-healing agents.

Unified data foundation

Real-time ingestion, querying and analytics on one compliant modelling layer.

Deployment

Run it wherever your data is allowed to live

Same product, same features, three levels of isolation. No functionality fork between tiers.

Shared services

Multi-cloud, highly available, multi-tenant. Fastest path to production.

Dedicated instance

Isolated network, compute and storage under your own control plane.

On-prem & air-gapped

Hybrid or fully disconnected deployment where data can never leave.

Integrations

Connects to the stack you already run

Databases, warehouses, object storage, SaaS and every major model provider.

PostgreSQLSnowflakeDatabricksMongoDBClickHouseBigQueryAWS S3AzureGCPSalesforceElasticsearchRedisOpenAIAnthropicGeminiMistralBedrockOllama

See it against your own data

We will run a scoped pilot on a real workload before you commit to anything.

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