Technology • Query orchestration

Semantic pipeline, smart routing, governed execution.

CERTIVAIQ interprets questions, builds a query plan and selects the best engine between relational databases and multidimensional models.

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Architecture (high level)

NL Understanding

Intent, entities, metrics, period and filters detection.

Semantic Mapping

Alignment to KPI/dimension catalog and policy validation.

Smart Routing

Dynamic SQL vs multidimensional query selection with fallback.

Rendering & Audit

Structured response with execution metadata and full traceability.

Frictionless integration

Integrates with existing databases and analytics layers while preserving data models and governance policies. Progressive adoption without breaking current processes.

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Enterprise connectors

Controlled access to operational relational and semantic sources.

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Semantic layer

Central mapping of KPIs, dimensions, synonyms and business policies.

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Configurable

Routing rules, thresholds and fallback behavior per business domain.