Modernize / Context Foundation
Impetus
LeapLogic™ Suite
Your data is only as useful as it is AI-accessible. LeapLogic makes the switch automatic.
Legacy data platforms were built for dashboards, not AI agents. LeapLogic Suite automates the full migration of your data infrastructure — schemas, pipelines, lineage, quality, entitlements — from any legacy source to any modern cloud platform. While your competitors are still planning migrations, you’ll be shipping AI.
The Problem
Legacy data platforms weren’t built for AI. And the gap is growing.
Your AI strategy is moving faster than your data infrastructure can support. ETL jobs built for batch reporting can’t serve real-time AI agents. Schema sprawl makes data discovery impossible. Undocumented lineage means you can’t prove your AI is using trustworthy data. Missing business metadata and semantic context mean your AI can’t reason about what data means — only what it contains.
The longer you stay on legacy infrastructure, the further behind your AI becomes. LeapLogic eliminates the uncertainty with a fully automated, validated path from where you are to where AI needs you to be.
What LeapLogic Does
Four capabilities. One automated modernization platform.
Your AI strategy is moving faster than your data infrastructure can support. ETL jobs built for batch reporting can’t serve real-time AI agents. Schema sprawl makes data discovery impossible. Undocumented lineage means you can’t prove your AI is using trustworthy data. Missing business metadata and semantic context means your AI can’t reason about what data means — only what it contains.
The longer you stay on legacy infrastructure, the further behind your AI becomes. LeapLogic eliminates the uncertainty with a fully automated, validated path from where you are to where AI needs you to be.
Automated
Assessment
Scan, profile, and inventory your entire legacy environment — SQL, ETL, schemas, reports, entitlements, and lineage — in days, not months. Get a complete AI-readiness blueprint automatically.
Automated
Migration
Convert and migrate ETL scripts, schemas, and pipelines with up to 95% automation across Teradata, Hadoop, Oracle, Mainframe, SAP, and more. ANY-to-ANY cloud targets.
AI-Ready
Data Validation
Automated testing framework validates migrated data for completeness, accuracy, freshness, and AI-readiness before go-live — with Leap Certify. No manual QA bottlenecks.
Unified Catalog &
Lineage
Auto-generate a complete data catalog, end-to-end lineage graph, and RBAC/ABAC (Role-Based and Attribute-Based Access Control) entitlement extraction during migration.
The LeapLogic Suite
The only modernization solution that builds context, not pipelines.
Each component of LeapLogic Suite is purpose-built for a distinct phase of the modernization journey — and can be deployed together or independently depending on where your enterprise is today.
LeapLogic Assess
Enterprises today are not limited by data—they are limited by their readiness to use it intelligently. As organizations move toward AI-driven decision-making, the challenge is no longer understanding systems in isolation, but evaluating whether the entire data ecosystem is prepared for AI consumption. Without visibility into semantic alignment, dependencies, domain product readiness, and contextual integrity, modernization risks becoming transformation without intelligence.
AI-Readiness Assessment
LeapLogic Assess evaluates enterprise data estates through the lens of AI readiness—analyzing data pipelines and business context to determine how prepared systems are for intelligent use. It shifts assessment from inventory to insight, including ontology, semantic and data product readiness ensuring organizations understand not just what exists, but what is usable for AI.
Agentic AI-Led Modernization Wave Planning
LeapLogic Assess uses agentic AI to intelligently group workloads into execution-ready modernization waves based on complexity, dependencies, and business priorities. It creates a phased, risk-aware migration sequence that optimizes delivery timelines while minimizing disruption.
Modernization Decision Intelligence
LeapLogic Assess builds an AI-driven inventory of enterprise data assets while evaluating their complexity and AI readiness. It provides intelligent recommendations for migration pathways, workload prioritization, and target-native architecture—enabling confident, well-informed modernization decisions.
Strategic Rationalization & Optimization
Through intelligent analysis of usage patterns and redundancies, LeapLogic Assess helps enterprises streamline their data landscape. It reduces unnecessary complexities, optimizes migration scope, and ensures modernization investments align with business value and AI outcomes.
LeapLogic Migrate
Modernization is no longer about moving workloads from one platform to another—it is about transforming enterprise logic into a form that AI can understand, reason on, and trust. Traditional migration approaches focus on syntactic conversion, often losing the business meaning embedded in legacy systems. The next generation of transformation must preserve not just structure, but intent.
Ontology-Led Domain Migration
LeapLogic Migrate transforms legacy systems into domain-aligned, data product-aligned, cloud-native architectures using ontology-driven intelligence. It ensures that data and business logic are not just converted, but reorganized into meaningful, business-aligned structures ready for AI consumption.
Agentic AI-Driven Transformation
Powered by agentic AI, the platform interprets legacy logic, business rules, and dependencies to perform context-aware transformations. This enables intelligent conversion that preserves semantics, reduces ambiguity, and delivers production-ready outcomes.
End-to-End Contextual Modernization
LeapLogic Migrate operates across the full modernization lifecycle—from understanding legacy systems to transforming, validating, and operationalizing them. It ensures business continuity while evolving systems into AI-ready, context-rich platforms.
Optimized, AI-Ready Cloud Architecture
Beyond migration, the platform optimizes workloads for performance, scalability, and cost efficiency. The result is a modern data ecosystem that is not only cloud-native but also structured for advanced analytics and AI-driven innovation.
LeapLogic Catalog
In an AI-first enterprise, data without meaning is risk. While organizations have invested heavily in data platforms, most still lack a shared understanding of what their data represents, how it relates to business context, and whether it can be trusted. The future belongs to systems that do not just store data—but understand it. LeapLogic Catalog, besides all enterprise assets, can also integrate and co-live with all leading enterprise catalogs, including Unity Catalog, AWS Glue, Azure Fabric IQ/ Purview, Google Dataplex, Snowflake Horizon, Atlan, Collibra, Alation, Actian, Informatica, Datahub, etc. LeapLogic Catalog is also accessible through an MCP interface for all GenAI and GenBI use cases.
Semantic Intelligence Foundation
LeapLogic Catalog creates a semantic layer that connects technical metadata with business meaning. It transforms fragmented data assets into a unified knowledge system, enabling consistent interpretation across teams and AI systems alike. Semantic core is exposable in multiple formats, including OSI (Open Semantic Interchange).
AI-Driven Context Enrichment
Through AI-powered enrichment, the platform continuously generates descriptions, relationships, and classifications. This transforms static metadata into dynamic intelligence that adapts in real time as the enterprise evolves.
Ontology & Domain Alignment
LeapLogic Catalog aligns data assets to business domains using ontology frameworks. This ensures data is organized not just by structure, but by meaning—creating a strong foundation for domain-driven architectures and AI reasoning.
Conversational & Contextual Discovery
With natural language interfaces and context-aware search, users can explore data intuitively. Both technical and business users can access insights through a shared, understandable layer of meaning.
LeapLogic Lineage
As enterprises scale AI and accelerate change, understanding data movement is no longer enough. Organizations must understand how context propagates—how meaning, dependencies, and risk flow across systems. Without this, every change introduces uncertainty, and every decision carries hidden consequences.
Context-Aware Lineage Control Plane
LeapLogic Lineage transforms lineage into a control system—connecting data, code, and processes into a unified, context-rich graph. It provides visibility not just into data flow, but into meaning and impact.
Code-Aware Execution Intelligence
By extracting lineage directly from execution logic, the platform ensures that insights are grounded in reality. This eliminates guesswork and enables a precise, deterministic understanding of transformations.
Impact & Change Simulation
LeapLogic Lineage allows organizations to predict how changes will propagate across systems. This proactive capability reduces risk, improves planning, and enables confident decision-making.
Business-Centric Explainability
Through semantic mapping and AI-assisted interpretation, lineage becomes accessible to business users. Complex technical flows are translated into clear, actionable insights—bridging the gap between technology and decision-making.
LeapLogic Certify
In the journey to AI-ready systems, trust is the final gatekeeper. Transformation without validation introduces risk, while incomplete validation creates false confidence. Enterprises need a way to prove that their systems are correct, consistent, and production-ready—before they go live. LeapLogic Certify is also available through a pluggable AI MCP interface, enabling use of agentic AI for Digital QA, root cause analysis, etc.
AI-Augmented Validation Fabric
LeapLogic Certify provides an intelligent validation layer that automates data quality checks, reconciliation, and anomaly detection. It ensures that validation is continuous, scalable, and deeply integrated into the modernization lifecycle.
End-to-End Functional Certification
The platform validates not just data accuracy, but business logic equivalence across systems. This guarantees that transformed systems behave exactly as intended—preserving business outcomes.
Synthetic Data-Driven Assurance
Using AI-generated synthetic data, LeapLogic Certify enables validation in constrained environments. This removes dependency on production data while maintaining realism and compliance.
Performance & SLA Certification
LeapLogic Certify measures and certifies system performance against defined benchmarks. It ensures that modernized platforms are not only functionally correct—but reliable, scalable, and ready for enterprise-grade operations.
From assessment to AI-ready operations — a proven four-step methodology.
Every modernization path starts with an honest assessment and ends with data your AI agents can actually work with.
Client results
Is your data infrastructure AI-ready?
In a 2-hour LeapLogic AI-readiness assessment, our engineers will analyze your current data environment, identify your migration complexity, and give you a concrete path forward — at no cost.