Product

PreFlight — Deterministic Upstream Data Ingestion Gate

Definition

PreFlight is a deterministic upstream ingestion enforcement engine.

It operates between dataset acquisition and downstream processing.

  • Evaluates datasets prior to ingestion
  • Issues a single deterministic verdict
  • Operates outside downstream systems
  • Performs no data mutation

Operational Position

  • Positioned immediately after dataset acquisition
  • Evaluates before storage, analytics, or model intake
  • Establishes a deterministic verdict boundary
  • Downstream execution follows verdict issuance

Acquisition → PreFlight → Downstream Execution

Operational Role

  • Evaluates mechanically provable ingestion risk
  • Produces enforcement outcomes only
  • Performs no remediation
  • Assumes no control over downstream systems

Responsibility for modification and ingestion decisions remains external.

Uploaded datasets are processed during evaluation and deleted immediately after validation completes. No dataset content is retained.

Problem Class

  • Certain ingestion defects do not surface during load
  • Data imports successfully
  • Systems operate normally
  • Outputs appear structurally plausible
  • Latent structural faults persist

PreFlight exists to expose ingestion risk prior to downstream execution.

Scope Orientation

Evaluation is limited strictly to ingestion safety.

  • No semantic interpretation
  • No quality scoring
  • No transformation
  • No orchestration
  • No downstream logic evaluation

Identity Constraint

PreFlight answers one question:

Is this dataset mechanically safe to ingest as-is without risking silent downstream structural damage?

Access PreFlight Tool