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Theme

AI + Data

The bottleneck in AI adoption is rarely the model; it is the data, scattered across file servers, drives, mailboxes and business systems, in inconsistent formats, with unclear permissions, and too sensitive to hand to an external model.

A rack of computing equipment lit in green in a dark room
Photo Tyler · Unsplash

Jumborca's AI + Data solution starts by turning enterprise data into a governed, callable asset: SupCube, the sovereign enterprise drive, brings unstructured data inside a boundary the enterprise controls with full permissions, versioning and audit; JDC provides the high-throughput storage foundation for training and inference, holding vector stores, RAG corpora and model checkpoints; SupInsight, the decision brain, turns signals from operations, business and data pipelines into explainable judgements and connects to the large language model the customer chooses. The whole stack runs on-premises or in a sovereign cloud, with data leaving neither the country nor the enterprise.

What customers face

Stated in the language of the industry, with no product assumed.

Solution architecture

01 Sources · files / drives / business systems files drives systems 02 SupCube sovereign drive · gather, permissions, audit SupCube 03 JDC AI storage foundation · corpus, vectors, checkpoints JDC corpus vectors checkpoints 04 Model layer · customer-chosen, on-prem or sovereign cloud customer-chosen LLM 05 SupInsight decision brain · applications and observability SupInsight
  1. 01

    Sources · files / drives / business systems

    File servers, personal drives, mail attachments and exports from business systems are the raw sources of the corpus.

  2. 02

    SupCube sovereign drive · gather, permissions, audit

    Brings unstructured data inside an enterprise-controlled boundary; permission labels, versions and audit records travel with the data into the corpus.

  3. 03

    JDC AI storage foundation · corpus, vectors, checkpoints

    JDC holds RAG corpora, vector indexes and model checkpoints, with datasets and checkpoints managed by version.

  4. 04

    Model layer · customer-chosen, on-prem or sovereign cloud

    The large language model is the customer's choice and runs on-premises or in a sovereign cloud; the design assumes no model and sends no data outside the boundary.

  5. 05

    SupInsight decision brain · applications and observability

    Gathers signals from operations, business and data pipelines into explainable judgements and observes model services and pipelines.

Core capabilities

One product per block; open the product page for detail.

  1. SupCube Sovereign enterprise drive Brings unstructured data inside an enterprise-controlled boundary with complete permissions, versioning and audit, as the first stop of corpus governance.
  2. JDC AI storage foundation High-throughput tiered storage for RAG corpora, vector indexes and model checkpoints, with dataset versions and checkpoints on record.
  3. SupInsight Decision brain Gathers signals from operations, business and data pipelines into explainable judgements; connects to the customer's chosen model, on-premises or in a sovereign cloud.

Typical rollout path

Four steps, each with an output that can be checked.

  1. 01

    Assess

    Inventory data sources and sensitivity, decide which data may enter the corpus and who authorises it, and choose the model and where it runs.

  2. 02

    Implement and migrate

    Deploy SupCube to gather unstructured data, JDC to hold corpora and checkpoints, and connect the pipelines and the model layer.

  3. 03

    Drill and verify

    Validate retrieval and answer quality with a set of real business questions, check permission boundaries and confirm data stayed inside the enterprise or sovereign cloud.

  4. 04

    Operate

    The corpus iterates by version, SupInsight keeps watching pipelines and model services, and new sources join under the same governance rules.

Delivery options

On-premises
The full stack runs in the enterprise's own facility; model and data stay on the internal network.
Sovereign-cloud managed
Deployed in the sovereign cloud the customer designates and operated by Jumborca; data does not leave the jurisdiction.
Combined with the Storage Center
Corpora, vectors and checkpoints land directly on the Storage Center's JDC foundation, subscribed by capacity.

Bring your system inventory and recovery requirements; we start with a reference architecture, then talk pricing.