TRANSFORM LEGACY MODERNIZATION
From Service-led Project to
Deterministic Software Capability

Predictable. Production Ready. Cost-Optimized.

Novuz enables enterprise modernization from risky, labor-intensive projects to deterministic software capability.

Novuz is a productized modernization platform that converts legacy data warehouse schemas, ETL, and  workflows into fully functional, production-ready modern workflow pipelines - fast, accurate, and low-risk. Built for enterprises modernizing mission-critical data systems. 

Continuous Modernization as a Product. 3x faster than service-led, 40% cheaper than LLM tools, 95% verified code. Databricks' technology partner.
INSIDE THE PLATFORM

How Novuz Deterministic Engine Works

DISCOVER

Comprehensive Discovery

ML-driven parser maps the full estate, schema, logic, lineages and dependencies, a byproduct of every migration. The discovery layer builds a complete semantic model of the legacy system, capturing relationships between objects, ETL workflows, and data lineage that would take human teams months to document manually.

CONVERGE

Zero-token Deterministic Engine

A Bayesian Inference generates deterministic code followed by auto-validation to create production ready output at scale at zero token cost. The convergence layer resolves 95% of conversion cases through deterministic modeling combined with rules-based optimization, producing fully validated, auditable production-ready code.

RESOLVE

Low-token Agentic Resolver

Resolves the final 5% edge cases with enterprise grounded context, instead of generic AI, for accurate outcome at low token cost. The agentic resolver uses a lightweight RAG architecture to retrieve customer-specific knowledge, targeting just 700–1,000 tokens per successful LLM-assisted resolution. A human in the loop validation ensures accuracy.

ENTERPRISE SECURITY

Enterprise Sovereignty.
Novuz is Production Ready.

Novuz is designed around a core enterprise requirement: full sovereignty over data, algorithms, and agentic intelligence. The platform runs within your infrastructure, on your terms — ensuring that modernization never compromises security, compliance, or intellectual property.

DATA SOVEREIGNTY

Data Never Leaves the Premise

Data never leaves the client environment. Novuz runs entirely within client infrastructure, fully isolated from external networks. All schema, logic, and lineage data remains under the customer's security perimeter, ensuring compliance with the most stringent data residency and sovereignty requirements.

ALGORITHM SOVEREIGNTY

Isolated Intelligence Engine

Novuz deterministic intelligence runs entirely within the client environment, with its algorithms, decision logic, and inference models fully isolated from external systems. Every architectural decision is governed confidence scoring - ensuring consistent, transparent, and controlled outcomes without exposing proprietary logic or data.

AGENTIC SOVEREIGNTY

Enterprise LLM. Isolated Context

Client-specific RAG knowledge bases remain isolated within customer environments, ensuring no shared learning, cross-client exposure, or leakage of proprietary business logic. Each enterprise maintains full control over its modernization intelligence and accumulated system knowledge.

PLATFORM COVERAGE

Technology Capabilities

Broad technology support across legacy and modern platforms, with full-system replication that preserves schemas, business logic, dependencies, ETL, and workflows for production-ready modernization.

SOURCES

Microsoft SQL Server/SSIS
Teradata SQLs/BTeq Scripts
Hadoop (Hive, Impala)
Snowflake
Amazon EMR

TARGETS

Databricks
Microsoft Fabric
Snowflake
Google Cloud
Open Source Deltalake

SCOPES

Database schemas
DB objects - tables, views
Functions, stored procedures
ETL orchestrations
Data migration

NOVUZ COMPLETE MODERNIZATION LANDSCAPE

MODERNIZATION MODEL THAT ADDRESSES CURRENT MARKET PROBLEMS

Continuous Modernization as a Product CMaaP

Product-led deterministic migration transforms modernization into a continuous software capability, the foundation of Novuz Continuous Modernization as a Product (CMaaP) platform, delivering repeatable, lower-cost and production-ready outcomes, keeping enterprise systems always modern, always current.

COMPARISON WITH CURRENT MODERNIZATION MODELS

On-going Managed Services

Cognizant, Wipro
Limitations: Labor-intensive, Expensive

Novuz CMaaP

Platform agnostic, complete, faster, cheaper

Project Based Migration

Accenture, Deloitte
Limitations: Manual, slow, expensive

Platform Specific Migration Tools

Databricks Lakebridge, Azure Migrate, AWS SCT
Limitations: Platform specific, partial

ENABLES ALWAYS MODERN, ALWAYS CURRENT SYSTEM

CMaaP Governance Framework

With CMaaP, modernization becomes a continuously governed enterprise capability - not a series of one-time migration projects. It enables organizations to continuously assess, prioritize, modernize, validate, and evolve their technology estate as business needs, platforms, and technologies change. Governance, standards, enterprise context, and modernization knowledge are retained across each cycle, providing consistent outcomes, reducing technical debt, and keeping systems always modern and always current.

BUSINESS OUTCOMES

  • Forecastable costs
  • Faster time-to-value
  • Higher ROI

TECHNOLOGY GOVERNANCE

  • Deterministic ouput
  • Enterprise-wide consistency
  • AI-ready architecture

OPERATIONAL EXCELLENCE

  • Minimal disruption
  • Automated & repeatable
  • Secure & compliant

FUTURE READINESS

  • Retained knowledge
  • Rapid cloud/AI adoption
  • Always modern & current

Client Case Studies: Proven Result

40% Cost Savings.
3x faster. 96% automation.
Zero-defect delivery.

Snowflake to Databricks

Media Analytics Company

40% projected cost savings.
3x faster with self-service migration.

SQL Server to
Delta Lake

Supply chain startup

40% cost savings.
ETL modernization to improve efficiency.

SQL Server to
ICEBERG

Leading utility company 

Client Testimonials

Client testimonials

The migration was completed on time with minimal disruption to our operations. Strongly recommend  Novuz.

Sergey Novgorodsky

Head of Data Solutions, ALM

Very happy with the high-level of automation. Strongly recommended & endorsed (Novuz).

Principal Data Scientist

Whip Media

My team has been evaluating for the past week. This was a complete conversion and met our needs.

Head, Data Engineering

UST

Meet Our Team

Novuz is led by a seasoned technology team with deep expertise in enterprise modernization, cloud infrastructure, data platforms, and AI/ML. The founding team brings decades of experience building and modernizing large-scale enterprise systems, combining technology leadership with hands-on engineering expertise.

The team blends enterprise domain knowledge with product and AI expertise to address the complexity of large-scale modernization - building Novuz as a deterministic, enterprise-grade platform.

Debjani Dhar, CEO

Debjani Dhar

Co-founder & CEO
Previously: Accenture

Debjani combines strategic delivery leadership and business development acumen with deep technical knowledge in machine learning, data warehousing, and cloud architecture. She holds an engineering degree. Before Novuz, she successfully led $10M+ modernization initiatives at Accenture as a delivery executive. 

Ted Ghose, CTO

Ted Ghose

Co-founder & CTO
Previously: Cisco, Contrail

Ted brings in deep passion for technology and a strong track record in building advanced systems. Previously a Principal Engineer at Cisco and an early team member at Contrail Systems, he holds 15+ patents spanning networking, energy management and embedded systems. Ted is a graduate of IIT Kharagpur.

Subhajit Singha, Tech architect

Subhajit Singha

Lead Technical Architect
Previously: TCS

Subhajit serves as the Lead Architect for the Novuz engineering team, bringing a strong blend of programming expertise and deep knowledge of software architecture and packaging. A quick learner, a proactive problem-solver and ready to walk the extra mile, he is a key contributor to the success of the Novuz team.

Novuz Pricing Model

SAAS OFFERING

Consumption-based; Custom Meters

Novuz managed platform with consumption-based billing. Ideal for proving value on your own workload before committing to a full enterprise deployment. Includes reconciliation reports and edge case resolution code, with no long-term services contract required.

Novuz managed platform
Complete assessment reports
Edge case resolution code
No long-term contract; pay as you go
POC results in days

ENTERPRISE DEPLOYMENT

Fixed Price; No Usage Cap

On-premise deployment with fixed pricing and no usage caps. Designed for production enterprise deployments at scale, with continuous modernization capabilities, dedicated support, and SLAs. Monthly, quarterly, or annual billing with volume discounts available.

Fixed price, no usage caps
On-premise Secure Deployment
Dedicated support & SLAs
Monthly, quarterly, or annual billing
Volume discounts available
CONTACT SALES to get started

Contact Us

GET STARTED

The cost of waiting is no longer hypothetical.

Technical debt is consuming more than 40% of the IT budget. Legacy systems are blocking AI adoption. Modernization no longer has to be a high-risk, expensive consulting engagements.

Novuz Deterministic CMaaP removes the barrier.
Results in days, not months
No long-term service contracts
Platform-agnostic. Test on multiple targets
Removes probabilistic uncertainties

REQUEST A POC

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Driving Success for Modern Enterprises

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