PRAXISLaunch Dashboard
Flagship Trust Intelligence

CONTINUOUS
DATA TRUST
INTELLIGENCE

Transform passive metadata records into dynamic crystalline trust networks. Automatically score, propagate lineage risks, and deploy code-level tests before faults cascade.

Bespoke Crystalline Trust Network
SYSTEM VERDICT: VERIFIED TRUST
Active Metadata Orchestration

Data compliance decays in silence.
PRAXIS mends the lineage loop.

Static metadata libraries are archives of historical schema facts. They do not prevent drift. PRAXIS intercept data streams, calculates real-time compliance grades, and implements active safety gates at ingestion.

Operational Pipeline

Multi-agent orchestration

01 / CENSUS

Catalog Ingestion

Actively monitors domains and captures schema structures, column metrics, and description coverage parameters.

02 / ASSESS

Trust Scoring

Evaluates compliance across integrity, provenance, stability, and adoption, producing a composite trust grade.

03 / CASCADE

Lineage Propagation

Recursively maps dependencies to transmit risk factors downstream to all associated pipelines and models.

04 / SHIELD

Contract Generation

Synthesizes dbt testing schemas and data contracts, and commits them via auto-generated pull requests.

Dimension Parameters

Granular auditing

Select an operational dimension to display its calculations, threshold limits, and compliance triggers.

integrity score

88/100
Assertions Run50 executed
Pass Success Rate98.2% PASSING
"Integrity score monitors assertion test runs and rates. The target dataset successfully resolved 49 out of 50 query test cases."
Lineage Cascades

Lineage risk propagation

Ingestion decay propagates downstream. A drift warning in an upstream log decodes scores, sending quality warning signals to all downstream analytical nodes.

Cascade Lineage Propagation
ML Ingestion Gate
Integrity Guardrails

ML ingestion safety gates

Evaluate training datasets. Before pipeline runs trigger training, the ML gate checks composite compliance. If upstream trust decays below parameters, execution is blocked.

Synthesis Loop

Automated test synthesis

PRAXIS generates code-level test configurations to patch validation gaps. It compiles schema contracts and opens a GitHub PR to fix the broken parameters.

01 / DETECTSchema drift alert
02 / COMPILEdbt assertions
03 / PUSHGitHub PR created
[ALERT] SCHEMA_DRIFT:

"Field 'logging_events.user_id' type has changed from VARCHAR to INTEGER upstream. Dependent asset 'order_details' carries VARCHAR expectations."

Daily Briefing Summary

The executive briefing

"Today, 4 out of 8 domains maintain full green compliance parameters. 12 datasets require review due to propagated upstream lineage warnings. 2 remediation branches have been opened on GitHub to address these gaps."

Executive Summary

Editorial briefings

PRAXIS digests metadata changes into a human-readable summary, giving clear operational insight instead of raw logging lists.

Ready to monitor

Begin active orchestration

Enter the central operational room to inspect running agents, query the ML training safety gate, and view live metadata audits.