The missing layer between enterprise data and enterprise AI.
AI and tools need more than data — they need understanding. IntentDI turns raw enterprise data into business understanding, unlocking the power of AI, analytics, decision making and enterprise agents.
Built for retail first. Designed for enterprise scale.
The same architecture extends across enterprise domains.
IntentDI doesn't just generate answers from enterprise data. It first builds an understanding of what the data represents, how the business concepts relate, and what they mean in context.
Not a claim. Here is the inference.
Raw enterprise schema
IntentDI Infers
Business Meaning
- Net Sales ≠ Order Count
- Customer ≠ Account
- Product ≠ SKU
Generated automatically from enterprise data — not manually modeled.
Why Business Understanding Is Hard to Build
Business understanding isn't a single model or semantic layer. It requires automatically inferring entities, relationships, hierarchies, metrics and business logic from imperfect enterprise data — then maintaining that understanding consistently, traceably and at scale.
Automatic Inference
Discovers business entities, relationships, hierarchies and meaning without hand-crafted semantic modeling.
Structured Reasoning
Builds a reusable representation of how the business actually operates across datasets and systems.
Deterministic & Traceable
Every understanding and conclusion can be traced back to underlying data and explicit reasoning.
LLMs / Semantic Layers / Graphs
- Designed for language, not tables
- Schema fragile and prompt dependent
- Non-deterministic, hallucinations
- Weak at math, aggregations, constraints, trade-offs
- Hard to productionize at scale — heavy human effort in prompt tuning, eval, etc.
IntentDI Structured Reasoning Models
- Purpose-built for structured data
- Deterministic & reproducible
- Statistical, relational reasoning
- Understands metrics, hierarchies, dimensions, drivers, relationships and business rules
- Built for enterprise scale, reliability and operations
From raw data to decision-ready understanding
Abundant but raw
Enterprise Data
- No business context
- No relationships
- No business logic
- No consistent definitions
The missing layer
Business Understanding
- Business Context — What it means
- Semantic Understanding — How data relates
- Business Logic — How the business works
Intelligent. Accurate. Actionable.
AI, Analytics & Software
- Accurate insights
- Trusted recommendations
- Automated decisions
- Measurable business impact
A New Layer in the Enterprise Stack
IntentDI brings together automated business understanding, structured reasoning and reusable business context for enterprise applications.
Where One Click BI Stands Apart
Defensible IP
16 Patent Applications Filed. Our IP portfolio covers methods for automatically understanding, transforming and reasoning over structured enterprise data.
Adopt once. Every new application builds on what's already there.
One foundation, adopted once, powers every application that follows. Every new product you turn on reuses the same business understanding — no re-implementation, no rebuilding definitions from scratch.
One Click BI — the first application powered by IntentDI
One Click BI demonstrates what becomes possible once IntentDI has automatically constructed an understanding of the business — the world's first truly prompt-free, analyst-free BI that delivers insights in one click. One Click BI is not the platform. It is the proof of the platform.
No Prompts. No questions to ask.
No SQL. No complex queries to write.
No Analysts. No manual modeling or intervention.
Entire BI Generated Automatically. Reports, dashboards, KPIs and insights — all in one click.
The Proof: What We Discovered
Business Metrics
Business Attributes
Reference Columns
98.2% Business Understanding
97.2% Data Quality Score
128 Smart Reports
24 Dashboards
42 KPIs & Metrics
312 Key Insights
187 Data Quality Checks
What One Click BI Delivers
Built for how enterprises actually operate
Massive Scale
Handles billions of records and millions of attributes.
High Performance
Parallel processing engine for predictable performance.
Elastic & Resilient
Auto-scale, fault-tolerant architecture for always-on reliability.
Observable
Deep monitoring, logging, alerting and full visibility.
Cost Efficient
Compute and storage optimized for lower TCO.
Security & Governance
Data Security
Encryption in transit and at rest. Key management and tokenization.
Access Control
Role-based access and fine-grained permissions.
Compliance Readiness
SOC 2, ISO 27001, GDPR, HIPAA and industry standards.
Data Lineage
End-to-end lineage for every dataset, attribute and transformation.
Audit & Monitoring
Comprehensive audit trails, real-time monitoring and alerts.
Privacy by Design
Data minimization, masking and anonymization.
Deployment Options
SaaS
Multi-tenant
Private Cloud
Single tenant
Hybrid
Enterprise VPC
On-Prem
Air-gapped
Integrates With
Ready to see your data become business understanding?
Let's talk about how IntentDI can construct business understanding from your enterprise data.