Use cases that
survive production.

These use cases are written for teams that care about auditability and repeatability. Not just “it worked once” — but “we can prove what happened later.”

Tenant isolation by default
Versioned datasets & models
Traceable runs & artifacts
Open Studio

A use case is a story with constraints. This hub links to the detailed pages.

Use Cases

Start with the outcome you need.

Choose a use case to see the exact shape of the workflow: what’s versioned, what’s traced, what’s enforced, and what you can prove later.

Analytics Copilots
Use Case

Ground answers in your datasets: tenant-safe retrieval context and outputs traceable to dataset scope.

GroundedNL→SQLTraceable runsDataset scope
Governance
Use Case

Keep AI workflows enforceable: tenant isolation, namespace boundaries, artifacts, and stable contracts.

IsolationContractsArtifactsLineage
Audit Readiness
Learn more

Move from screenshots to reproducible history: deterministic artifacts and predictable resolution rules.

Audit trailReproducibleArtifactsVersioning
Lakehouse Operations
Learn more

Query/transform/materialize/profile inside a tenant + namespace boundary on DuckDB + Parquet.

DuckDB-firstParquet-nativeControlled writesNamespace scope
What “use case” means in Xalorra

A use case here isn’t a marketing slogan. It’s a reproducible flow: scoped inputs, controlled writes, predictable artifacts, and traceable history across runs. If any of that sounds “too strict,” you’re probably building a demo — not production.

Scoped inputsControlled writesPredictable artifactsLineage you can defend
Shortcuts
Learn the system via Product.
Need governance? Start at Governance.
Need copilots? Start at Analytics Copilots.

The foundation beneath every use case

Tenant isolation, versioning, lineage — behind stable HTTP contracts.

Use cases differ, but the mechanics stay consistent: scoped data, versioned outputs, traceable runs, and predictable artifacts. RAG is gateway-based (Beta). Xalorra does not host foundation models.

Isolation first
Every workflow runs inside tenant + namespace boundaries you can enforce.
Version everything
Datasets and model versions are first-class so results remain explainable.
Traceable runs
Inputs, outputs, and artifacts are tied to runs — not ad-hoc scripts.
What it is not
Xalorra is not a hosted foundation model provider and not a black-box agent platform. It’s a control plane that keeps data, versions, and governance coherent.
No hosted LLMs
No opaque agents
Stable contracts
Audit-friendly artifacts

Pick a use case.
Then prove it.

If your stakeholders ask “how do we know?”, you want versioned artifacts and lineage. That’s the baseline here.

Want the product map instead? Go to Product or Solutions.