The Governed Data Platform AI Can be Trusted to Run On
Spitfyre makes your organization's data audit-ready, governed, AI-safe, and permanently yours. Whether you are already running a major analytics platform or building your data infrastructure from the ground up, Spitfyre delivers the governed foundation underneath.
AI is Reaching Into Your Data. Can You Prove What Happened?
The platforms running your analytics handle speed and scale well. But the governance that auditors, regulators, and boards require was never their design priority. That leaves a gap between what your platform tracks and what your organization needs to prove.
- AI agents query organizational data hundreds of times a day, and no system is recording which model accessed which dataset, when, or why.
- Regulatory frameworks now demand explainability for AI decisions, but most platforms' audit trails stop at compute consumption and login events.
- Data lives in a proprietary format. Moving it would take months of migration work with real risk of loss.
- Governance policies exist in documents and dashboards. Nothing in the architecture actually enforces them.
That gap is widening every quarter.
Wherever You Are in Your Data Journey, Governance Starts Here
Spitfyre is built for two kinds of organizations. Both deserve the same depth of governance, auditability, and data independence.
Already on a Major Platform and Need Governance That Matches?
You invested in a platform that handles compute and storage well. Spitfyre layers beneath that investment to add architecture-enforced policy, complete AI audit trails, and genuinely portable data history. Your platform keeps doing what it does well. You gain the governance depth your board and regulators are starting to demand. Nothing gets replaced.
Building Your Data Foundation from the Ground Up?
You need enterprise-grade governance without enterprise-grade vendor dependency. Spitfyre delivers the same policy enforcement, AI auditability, and complete data lineage on an open-source foundation built natively on Apache Iceberg. Your data lives in open formats readable by any compatible system. You own everything, and the infrastructure works for you.
Every Component Runs Through Governance
Most platforms treat governance as a module added after the core system was built. In Spitfyre, policy enforcement, lineage capture, and AI access control are part of the architecture itself. Governance rules are compiled in and enforced at every operation.
- Every AI query is logged with full attribution: which model, which dataset, which policy, and the complete query shape.
- Policies compile into the platform and enforce at every query, promotion, and access request.
- Data promotions are gated on quality and compliance thresholds. When a gate fails, promotion stops automatically.
- When an auditor asks what happened to a specific record, the answer is immediate and complete.
This is the gap most platforms leave open. Spitfyre closes it by design.
Two Kinds of AI: One Clear, Governed Boundary
The platform is deterministic. No AI operates inside the data infrastructure without governed access. What Spitfyre's AI does and what your AI can access are clearly separated. Governed AI access with a complete audit history.
What Spitfyre's AI Does
Spitfyre's AI surfaces patterns, anomalies, and governance suggestions to help you understand platform behavior and data quality. It works on metadata and system telemetry. It never touches your data directly. It exists to help you run the platform, not to touch your datasets.
What Your AI Gets Access To
Your chosen AI models connect through MCP, a governed channel where every access is scoped, logged, and auditable. You decide which models can access which datasets. Every query is captured with full attribution. You control what AI can see, what it can do, and who reviews the logs.
Built on Trusted Open Technology You Own
Spitfyre assembles battle-tested open-source data tools into one governed system. No proprietary formats. No vendor lock-in. Every component is community-governed technology that outlasts any single vendor.
- Apache Iceberg: the open table format that keeps all data portable and universally readable.
- Trino: the distributed SQL query engine powering fast, governed analytics.
- MCP: the governed gateway connecting AI models on your terms.
- Project Nessie: git-style version control for your entire data environment.
Everything is exportable, anytime, without degradation. Data, metadata, lineage, policies, and audit history. Spitfyre defines the exit door before onboarding begins. You stay because the platform earns it.
Governed Data Infrastructure Is Becoming Table Stakes
Organizations building governed, independent data infrastructure now are moving faster, satisfying auditors, and deploying AI with confidence. Organizations that wait will be retrofitting while their peers are already operating.
Innovation Partnerships Opening 2026
Your data. Your terms. Always.