Safeguard
Persona · MLOps Engineer

Production AI with provenance.

Signed model artifacts. AI-BOM per release. MCP server registry. Continuous monitoring of every agent tool call. The platform layer your security team wants — without breaking your model deploy loop.

See ICP profiles

What your week looks like today.

Model promotion is a wiki page. Half the steps are 'ask Pete.'

Your inference cluster has 14 MCP servers; the IAM scopes are an afterthought.

Audit asks for a signed provenance trail of the deployed model. You have a tag in DVC.

A retraining job pulled in a poisoned dataset last quarter. Took 3 weeks to figure out.

Eng asks 'what models did this prompt route to' — answer involves 4 hops through Datadog.

Compliance asks for AI Act evidence. Your evidence is screenshots.

Benefits, by use case.

Line by line — what each use case does for your specific role.

Use case
Benefit to you
Metric
Model artifact signing
Sigstore-signed provenance for every model artifact.
Signed
AI-BOM per release
Models, prompts, datasets, dependencies.
Per release
MCP server registry
All servers, scopes, audit log.
Live
Continuous monitoring
Every tool call audited and replayable.
100%
Data lineage
DSPM across training, fine-tuning, eval data.
DSPM
Retraining safety
Poisoned-dataset detection in pipeline.
Inline
Inference IAM
Capability scopes tied to your service mesh.
Mesh
AI Act evidence
CRA + AI Act packs auto-mapped.
Mapped

What you'll actually use.

AI-native and traditional, in the rhythm of your week.

AI-Native
  • AI-BOM
    CycloneDX 1.6 bill-of-materials for AI.
  • MCP Server
    Server registry with capability scopes.
  • Griffin AI
    Reasoning over the agent + tool graph.
  • Guardrails
    Inline tool-call enforcement.
  • Eval Harness
    Reproducible evals tied to releases.
Traditional
  • SLSA Provenance
    L3+ signed build provenance.
  • Sigstore / Cosign
    Model artifact signing.
  • SBOM Studio
    Underlying inference service SBOM.
  • Secure Containers
    Zero-CVE inference base images.
  • IaC Security
    Inference cluster IaC + drift.

Where this Persona fits.

The Customer Personas where this role gets the most from Safeguard.

AI-forward platform teamAI-feature SaaSHealthtech using LLMsFintech shipping AI copilotsRegulated enterprise piloting agentsScale-up under SOC 2

Wire up your model registry.