Skip to content
Karsient AI OS 3.2: Autonomous Legacy Modernization & Governed Lakehouse MeshExplore Platform →
KARSIENT:Engineering tomorrow's intelligent enterprises.

TheAutonomousCloudModernization & AIPlatform

Stop waiting for multi-year consulting rewrites — Karsient's intelligent SaaS engine automatically discovers legacy architectures, transpiles enterprise codebases, and deploys governed production AI lakehouses in weeks.

SOC2 Type II & HIPAA CompliantHosted on ISO 27001 Certified InfrastructureZero Data Exfiltration
karsient-studio://production-lakehouse-v3.cloud
ShiftIQ™— Autonomous Execution Pipeline100% Passed
Legacy Technical DebtINPUT
// LEGACY INFRASTRUCTURE SCAN
TARGET: Teradata Enterprise EDW (v16.20)
DEPENDENCIES: 1,420 Stored Procs, 8,900 ETL scripts
DATA VOLUME: 4.8 Petabytes / 38 Schemas
STATUS: Unindexed join bottlenecks detected (184 nodes)
Target Cloud LakehouseOUTPUT
// SHIFTIQ TARGET TOPOLOGY GRAPH
TARGET_STACK: Databricks Unity Catalog + Delta Lake
READINESS_SCORE: 96.8% Autonomous Path Found
RECOMMENDED_RUNTIME: Serverless Spark Compute
MIGRATION_EFFORT: -74% vs Manual Architecting
Live Agent Telemetry Stream
›[ShiftIQ-Agent] Connected to EDW metadata catalog (read-only)
›[ShiftIQ-Agent] Extracted lineage graph across 18 source databases
›[ShiftIQ-Agent] 100% dependency DAG constructed for Delta Lake transition

SaaS Acceleration Metrics

Assets Discovered
12,480+
Tables, Views & Procs
Blast Radius
Zero
Non-intrusive metadata
Graph Ingestion
< 14 min
Automated crawl rate

Enterprise Technology Ecosystem

Platform-Agnostic Engineering · Multi-Cloud Architecture
Databricks

Databricks

Unified Lakehouse & AI

Snowflake

Snowflake

Cloud Data Platform

Microsoft Fabric

Microsoft Fabric

Enterprise Analytics

Microsoft Azure

Microsoft Azure

Cloud Architecture

AWS

AWS

Cloud Infrastructure

Google Cloud

Google Cloud

Data & ML Platform

Apache Spark

Apache Spark

Distributed Engine

Apache Kafka

Apache Kafka

Real-Time Streaming

Apache Airflow

Apache Airflow

Pipeline Orchestration

dbt

dbt

Transformation Modeling

Power BI

Power BI

Enterprise BI & Semantic

LangChain

LangChain

Agentic AI Framework

Teradata

Teradata

Legacy EDW Migration

IBM Netezza

IBM Netezza

Legacy Offload Target

Greenplum

Greenplum

Data Warehouse Modernize

Oracle

Oracle Exadata

PL/SQL Modernization

Apache Iceberg

Apache Iceberg

Open Table Standard

Delta Lake

Delta Lake

ACID Transaction Mesh

Databricks

Databricks

Unified Lakehouse & AI

Snowflake

Snowflake

Cloud Data Platform

Microsoft Fabric

Microsoft Fabric

Enterprise Analytics

Microsoft Azure

Microsoft Azure

Cloud Architecture

AWS

AWS

Cloud Infrastructure

Google Cloud

Google Cloud

Data & ML Platform

Apache Spark

Apache Spark

Distributed Engine

Apache Kafka

Apache Kafka

Real-Time Streaming

Apache Airflow

Apache Airflow

Pipeline Orchestration

dbt

dbt

Transformation Modeling

Power BI

Power BI

Enterprise BI & Semantic

LangChain

LangChain

Agentic AI Framework

Teradata

Teradata

Legacy EDW Migration

IBM Netezza

IBM Netezza

Legacy Offload Target

Greenplum

Greenplum

Data Warehouse Modernize

Oracle

Oracle Exadata

PL/SQL Modernization

Apache Iceberg

Apache Iceberg

Open Table Standard

Delta Lake

Delta Lake

ACID Transaction Mesh

The Enterprise Dilemma

Four legacy clouds.
Five data warehouses.
Zero Unified Intelligence.

Legacy code and fragmented data silos don’t fix themselves. Traditional systems integrators bring hundreds of billable contractors for multi-year rewrites that fail 70% of the time.

Karsient’s autonomous AI platform transforms monolithic debt into governed, production-grade cloud native lakehouses in weeks—not years.

Traditional Consulting Approach18 – 36 MONTHS
  • ✕Manual reverse-engineering of decades-old stored procedures
  • ✕High human error rate with broken business logic and data drift
  • ✕Bloated multimillion-dollar time & materials billings
The Karsient Autonomous SaaS Platform3 – 6 WEEKS
  • ✓ShiftIQ automatically constructs 100% dependency lineage graphs
  • ✓CodeShift & RevoCode transpile and generate unit-tested cloud code
  • ✓Veriq enforces bit-level reconciliation and zero schema drift 24/7
Interactive Modernization Value Calculator

Somewhere in your legacy estate,
technical debt is burning millions.

Manual consulting rewrites drag on for years with a 70% overrun rate. Configure your legacy footprint below to calculate the instant acceleration of Karsient’s autonomous modernization platform.

Step 01: Configure Current Legacy Footprint
250,000 lines
50K lines (Mid-size)1M lines (Enterprise)2M+ lines (Global Bank/Telco)
6 Databases
2 Schemas15 Schemas30+ Schemas
Simulation Engine: Karsient v3.2 ModelLive Interactive Mode
Projected Acceleration
Executive ROI Summary
76% Cost Savings
Projected Capital Saved
$1.87M
Traditional SI Estimate: $2.46MKarsient: $592K
Manual Consulting SI Timeline17 Months
Karsient Autonomous SaaS3.7 Months
Autonomous Code Pass
93%
Zero Manual Edits
Time-to-Production
-78%
Faster Go-Live
Request Custom Enterprise Assessment→
Includes complimentary ShiftIQ Discovery Scan
Unified SaaS Architecture

Engineered for Mission-Critical
Enterprise Workloads

Karsient delivers the security, scale, and compliance of an enterprise SaaS platform with zero compromise on data sovereignty.

Autonomous Fleet4 Live Agents

Multi-Agent Autonomous Orchestration

Specialized AI agents operate concurrently across code extraction, AST refactoring, test fixture synthesis, and schema verification.

ShiftIQ Agent Active Task Log12,480 Procs Indexed

› Initialized in customer private security perimeter

› Constructing deterministic DAG representation...

› Status: Analyzing DAG [OK]

Enterprise SecurityAir-Gapped Ready

Zero Data Exfiltration

Deploy Karsient as a managed SaaS or directly into your Azure VNet, AWS VPC, or GCP VPC. Your IP, database credentials, and customer records never exit your infrastructure.

Private Tenant DeploymentIsolated
TLS 1.3 + AES-256 at RestEncrypted
SOC2 Type II & HIPAACompliant
Zero Trust ProtocolSecurity Whitepaper →
Continuous Governance (Veriq™)

Self-Healing Data Lineage

Prevent pipeline breakages before they reach executive dashboards. Veriq tracks column-level lineage and auto-quarantines breaking upstream schema changes.

Schema Drift GuardianACTIVE

› 0 Breaking changes leaked to gold layer in 180 days

› Real-time Unity Catalog & Purview synchronization

Audit ReadyVeriq Specs →
Ecosystem Connectors20+ Native Connectors

Seamless Hybrid Lakehouse Mesh

Connect legacy enterprise engines directly to modern AI lakehouse destinations without vendor lock-in.

DatabricksTarget
SnowflakeTarget
MS FabricTarget
Apache IcebergFormat
TeradataSource
Oracle RACSource
Hadoop HDFSSource
IBM NetezzaSource
REST API & CLI SDK IncludedView All Connectors →

Transformation Architecture

From Legacy Complexity to Intelligent Enterprises

A coherent progression from legacy technical debt to governed lakehouses, production AI, and continuous enterprise evolution.

Step 02Code & Schema Transpilation

Modernization

CodeShift applies dialect-specific rules and AI-assisted transpilation to convert legacy SQL and ETL into modern, native Databricks PySpark and Delta Lake pipelines.

Engineering Standard

Deterministic syntax rules combined with human-in-the-loop review.

Architecture Deliverables
  • ✓Native Databricks PySpark transformations
  • ✓Delta Live Tables pipeline definitions
  • ✓CI/CD automated unit tests with boundary validation
Ecosystem & Technologies
CodeShift EngineDatabricksDatabricksPythonPySparkDelta LakeDelta LakeApache SparkApache Spark
Next In Sequence:03 · Trusted Platform

Core SaaS Engines

Four Engines. One Unified Autonomous Platform.

ShiftIQ, CodeShift, RevoCode, and Veriq — engineered to discover legacy complexity, transpile workloads, synthesize microservices, and enforce continuous trust.

Explore Full Product Suite →

Reference Architecture

Engineered for Governed Scale & Production AI

From diverse enterprise sources to lakehouse curation, automated governance, and business-critical inference.

SAP

Sources

  • ERP / CRM
  • Databases
  • Files & APIs
  • Streaming Events
Apache Airflow

Ingestion

  • Auto Loader
  • CDC
  • Batch & Streaming
  • API Gateways
Databricks

Lakehouse

  • Bronze
  • Silver
  • Gold
  • Delta Lake
Unity Catalog

Governance

  • Unity Catalog
  • Access Policies
  • Lineage
  • Data Quality
dbt

Engineering

  • dbt Models
  • Workflows
  • CI/CD
  • Infra as Code
Power BI

Analytics & AI

  • SQL & BI
  • ML / MLOps
  • GenAI & Agents
  • APIs
Security & IAM
Cost & FinOps
Data Contracts
Observability

Live data flow · sources to outcomes

Business Outcomes: faster time-to-insight · lower platform cost · governed, trusted data · production AI

Production Proof

Real-World Modernization in Action

Verified and anonymized enterprise transformation case studies across financial services, retail, and manufacturing.

All Case Studies →
Enterprise Transformation

Ready to automate your enterprise cloud modernization?

Schedule a 30-minute interactive demo with our engineering team to see Karsient AI OS analyze your legacy code in real-time.