Ingestion Agent
- Discover and catalog sources
- Orchestrate batch and streaming pipelines
- Enforce landing-zone policies
Business outcomes
Unlock Decision Intelligence 10× Faster with AI-Powered Data Agents
Transform ingestion, modeling, semantic layers, and analytics using autonomous AI agents that turn raw data into governed, agent-ready intelligence.
10× Faster Time-to-Insight
80% Reduction in Ad-Hoc Analyst Requests
90% Self-Service Query Success via Text2SQL
70% Faster Semantic Layer Delivery
60% Lower Data Engineering Backlog
Continuous Data Quality & Lineage Governance
Move from report factories to decision intelligence at scale.
Why Traditional Data & Analytics Is No Longer Enough
- Siloed data across lakes, warehouses, and SaaS
- Weeks to answer new business questions
- Analyst bottlenecks and report backlogs
- Inconsistent metrics across teams
- Semantic layers that lag schema change
- RAG and agents built on ungoverned copies
- Difficulty scaling data engineering teams
Traditional Data & Analytics
1Data Sources
2ETL / ELT
3Warehouse
4BI Reports
5Manual Analysis
6Executive Review
Weeks / Months
Proven Business Impact
10× Faster Time-to-Insight
80% Fewer Ad-Hoc Analyst Tickets
90% NL Query Success Rate
70% Faster Semantic Layer Builds
60% Data Engineering Backlog Reduction
MetricBefore CognitiveAnalyticsAfter CognitiveAnalytics
Time to InsightWeeksHours / days
Query AccessAnalyst-dependentSelf-service NL
Metric ConsistencyConflicting definitionsGoverned semantic layer
Agent ReadinessShadow data copiesUnified governed estate
How Agentic Data Intelligence Works
Agentic data intelligence flow
GovernedStakeholder Input
Business User
Data Steward
Agent Orchestration
Ingestion
Modeling
Semantic
Text2SQL
Graph
Analytics
Insight
Decisions & Action
Dashboard
End-to-end governed path from raw data to trusted decisions.
Supporting systems
Your existing data stack
Lakehouse & Warehouse
Microsoft FabricDatabricksSnowflakeOneLake
Databases & Streaming
PostgreSQLOracleSQL ServerKafka
BI & Cloud
Power BITableauAWSAzureGCP
Specialized AI Agents Working Together
Modeling Agent
- Generate dimensional models
- Apply data contracts
- Manage schema evolution
Semantic Layer Agent
- Define business metrics
- Publish governed definitions
- Sync ontology and semantic models
Text2SQL Agent
- Natural language to SQL
- Query optimization
- Entitlement-aware access
Graph Agent
- Entity and relationship extraction
- Knowledge graph maintenance
- GraphRAG retrieval
Analytics Agent
- Anomaly detection
- Trend analysis
- Executive summaries
Governance Agent
- Lineage tracking
- Quality monitoring
- Policy enforcement
Insight Agent
- Decision recommendations
- Narrative generation
- Alert orchestration
Core Data Intelligence Capabilities
AI Data Engineering
Autonomous pipelines from ingestion through curated data products.
Semantic Layer Automation
Governed metrics and dimensions aligned to business vocabulary.
Natural Language Query
Text2SQL with entitlements, explanations, and optimized execution.
Knowledge Graph Intelligence
Ontology-led entities, relationships, and GraphRAG for agents.
Executive Dashboards
AI-generated narratives and drill-downs for leadership decisions.
Anomaly Detection
Continuous monitoring with root-cause analysis across the stack.
Data Quality & Lineage
Proactive quality gates and end-to-end provenance by default.
Agent-Ready Data Products
Vector lakes and semantic indexes built for RAG and copilots.
Works with Your Existing Data Stack
Lakehouse
Microsoft FabricDatabricksSnowflakeOneLake
Databases
PostgreSQLOracleSQL ServerMySQL
Streaming
KafkaEvent HubsKinesisPub/Sub
BI & Analytics
Power BITableauLookerExcel
Cloud
AWSAzureGCPOCI
Graph
Neo4jAmazon NeptuneCosmos DB Gremlin
How We Work With You
01
Assessment
2–4 Weeks
- · Data estate assessment
- · Platform evaluation
- · Opportunity identification
02
Pilot
4–8 Weeks
- · Deploy selected agents
- · Measure time-to-insight gains
03
Enterprise Rollout
8–16 Weeks
- · Organization-wide semantic layer
- · Governance framework
- · Change management
04
Managed Service
Ongoing
- · Agent operations
- · Pipeline optimization
- · Continuous improvement
Ready to Unlock Your Data Potential?
Discover how CognitiveAnalytics™ can transform your data estate into governed decision intelligence.
Free Data Maturity Assessment + AI Opportunity Report