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Venturalítica
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Venturalítica
Froga

Evidence is generated, not written up.

A new layer of signed evidence on top of the MLOps systems your team already uses.

Let's talk FOR QUALITY

From your team’s work to signed evidence

Froga generates signed evidence to document your AI system and prove compliance with applicable regulatory requirements.

Risk treatment and work on data and models are documented with signed evidence.
risk and treatment
documented justification
dataset
data lineage
training algorithm
run manifest
metrics
measured thresholds
model
signed provenance

Where it hooks in

Froga integrates with the organisation’s MLOps and DevSecOps layers to gather evidence for the technical documentation, through the available integrations.

  • Within the organisation

    MLOps

    Data versions, execution records and model metrics, according to what each tool provides.

  • Within the organisation

    DevSecOps

    Versioned code and continuous integration, where Froga verifies deliveries according to each connection’s capabilities.

  • Result in Froga

    Technical documentation

    Froga assembles and signs the evidence, linked to the data, model and documented controls.

What it works with

MLOps · data and executions

ToolContributionScope
DVCLock file fingerprintA third party can recompute it with the repository and its dependencies.
MLflowRun metrics fingerprintThe metrics remain in MLflow’s store.
DagsterExecution material fingerprintThe material remains in Dagster’s store.
DataLadProvenance in the execution historyData is referenced through pointers.

DevSecOps · repositories and continuous integration

ToolContributionScope
GitHubDelivery verificationAccording to Froga’s continuous integration configuration.
GitLabDelivery verificationAccording to Froga’s continuous integration configuration.
ForgejoRepository connectionNo delivery verification.

Oversight and incidents

Froga gets your product’s oversight requirements ready and validated, and every incident goes back into the risk cycle. Reporting it to the authority and investigating it stay within your post-market surveillance.

FOR YOUR TEAMThe team decides how to treat each riskFOR QUALITYThe evidence Froga produces, standard by standard.

If it fits so far, the next step is a conversation.

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