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DATA INDEPENDENCE

Governed. Portable. Yours. Always.

Spitfyre is built on the principle of data independence.

People and organizations should control whether their data is collected, how it is used, who may access it, and whether it can be sold.

Our six Pillars describe how we work. Our nine Data Independence Principles describe what we build and why.

Both grow from the same conviction: integrity, transparency, and genuine care produce better outcomes.

 

The Pillars 

 

 Truthfulness is the Foundation of Human Virtue

Truthfulness is the foundation of every other virtue. Spitfyre's sales, marketing, and pricing reflect the product as it is today, never a roadmap presented as present capability.

Radical Empathy

Empathy is a feeling; radical empathy is a practice. Spitfyre works to under-stand the business pressure behind every customer request, so our solutions address the real need.

A Culture of Learning

 

A culture of learning means examining every outcome, success or failure, to make the next decision better. Customer feedback is our most valuable input, not criticism to be managed.

 

Consultation 

 

Consultation is how Spitfyre makes decisions: every perspective heard, examined on its merits, and shaped collectively. Customers benefit from the judgment of the whole team, not one individual.

 

Resourceful & Self-Reliance

Every external dependency is a point where someone else controls your trajectory. Spitfyre builds what it can, buys only what it must, and passes that independence to customers.  

Build to Last 100 Years

 

Spitfyre will never sacrifice long-term integrity for short-term gains. The principles governing your relationship with us today will govern it in twenty years, because they are structural.

 

The Problem

Nine principles

A framework for data sovereignty

These principles guide how Spitfyre operates customer environments and how organizations can evaluate any data provider. 

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Integrate what you already have

Connect CRM, ERP, finance, files, cloud storage, operational systems, and other sources without a full rebuild.

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Define the trusted outcome

A versioned Blueprint captures sources, transformations, classifications, quality rules, policies, and approved uses.

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Publish only trusted data

Data moves to production only after governance and quality requirements are met.

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Operate continuously

Spitfyre monitors refreshes, resolves issues, manages versions and tunes performance.

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Prove what happened

Approvals, access, queries, exports, policy actions, and promotion history are recorded for review.

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Enable any approved AI

Connect models and agents through governed access while keeping control of which data each AI may use.

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Integrate what you already have

Connect CRM, ERP, finance, files, cloud storage, operational systems, and other sources without a full rebuild.

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Define the trusted outcome

A versioned Blueprint captures sources, transformations, classifications, quality rules, policies, and approved uses.

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Publish only trusted data

Data moves to production only after governance and quality requirements are met.

What independence looks like

From vendor dependence to durable control.

Vendor dependence

- Data lives in proprietary formats

- Changing tools requires a migration project

- AI options are limited to the vendor’s bundle

- Audit response is manually reconstructed

- Exit is difficult by design

- Governance exists in documents

Data independence

- Data lives in open formats readable by compatible tools

- New tools can connect to the existing governed foundation

- Approved AI models connect on the customer’s terms

- Evidence is produced through continuous operations

- The exit process is defined before onboarding

- Governance is enforced through the architecture

The portability promise

Define your exit before we begin.

A trustworthy managed service should be clear about what the customer can take, how it will be delivered, and what is required to operate elsewhere. 

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Data

Open table and file formats readable by compatible systems.

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Metadata

Schemas, descriptions, classifications, and relevant history.

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Policies and code

Portable governance artifacts and transformation logic as agreed.

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Audit history

Structured operating records compatible with downstream review and reporting.

The practical test

Would your data still work without the vendor?

Spitfyre’s architecture is intended to avoid dependence on a proprietary data format or closed technology layer. The service creates value by operating the environment well, not by making exit prohibitively expensive. 

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Open formats instead of proprietary storage

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Portability built into the architecture

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Governance artifacts that can move with the data

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An exit plan agreed before production use

Your data. Your terms. Always.

Build an AI-ready data foundation without surrendering control.

See how Spitfyre combines managed operations with genuine portability and customer ownership.

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