Product

An engineered BI platform ecosystem, not a feature catalog.

Pulse BI is an enterprise intelligence platform where ingestion, modeling, semantic controls, dashboard delivery, and governance operate as one system.

Data Ingestion

Manual-first and connector-based ingestion for controlled onboarding.

Modeling Engine

Rule-based transformation, quality checks, and versioned data products.

Semantic Layer

Enterprise KPI dictionary with shared business logic and lineage.

Visualization Apps

Board, finance, operations, and project intelligence workspaces.

Governance Core

Access controls, release gates, logging, retention, and audit evidence.

Architecture Depth

Product system map for enterprise IT and analytics teams.

Control Plane

  • Role-based policy enforcement and row-level restrictions
  • Dataset lifecycle controls and release traceability
  • Audit logging, retention controls, and governance evidence

Delivery Plane

  • Transformation workflows with QA validations
  • Semantic KPI standardization across business functions
  • Operational dashboards, board packs, and API exports

9-Layer Engineering Blueprint

Phase 1 and Phase 2 keep Layers 3-9 stable; Layer 2 evolves from manual-first to automated ingestion.

Layer 1: Source Systems
Layer 2: Ingestion (Manual/Automated)
Layer 3: Raw Staging
Layer 4: Transformation (dbt)
Layer 5: Semantic Model
Layer 6: API and Access Service
Layer 7: Data Scientist Workspace
Layer 8: Client Dashboards and Apps
Layer 9: Governance and Compliance

Evidence Bundle Preview

Dataset Versionv2026.02.16
Audit Log

WHO/WHAT/WHEN/WHERE extraction evidence.

Version Tag

Immutable version marker and checksum integrity.

QA Sign-off

Release gate approved before production promotion.

ArtifactRetention ClassIntegrity HashStatus
audit_event_log_2026-01-20.csvZATCA_7YEAR_KSASHA256:8f4a77e9...c129 Verified
dataset_version_v2026.02.16.jsonIT_ACT_8YEAR_INDIASHA256:9ab2c8d1...1d55 Locked
qa_signoff_release_2026-01-21.pdfCONTROL_RELEASESHA256:2be9a401...f809 Approved

Export formats:

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Architecture Integrity Map

Data Sources
Modeling
Semantic
Apps
Governance

Pipeline Assurance

Validated transformation gates

Quality checks applied before semantic publication.

Control Integrity

Policy-aware release flow

Dev, test, and production promotion with review controls.

Platform Continuity

Manual-first to automation path

Ingestion evolves without downstream redesign.

Scalable by design

Scale across entities without reworking semantic logic or governance controls.

Security by default

Security and access policies are embedded into delivery operations from day one.

Automation ready

Move from manual-first to automation without changing downstream architecture.