AI agents automate the manual work across assessment, discovery, mapping, translation, validation, and reconciliation.
SUPPORTED MIGRATION TECHNOLOGIES
AUTOMATE THE MIGRATION WORK
Take months out of
the migration lifecycle.
Datachecks agents automate the manual work from understanding the legacy estate to proving the migrated data is right.
THE IMPACT
What changes when migration work is automated.
Shift repetitive migration work to AI agents while keeping engineers focused on decisions, exceptions, and sign-off.
30–50%
Less migration time
Compress manual work across assessment, discovery, mapping, translation, testing, and reconciliation.
MANUAL MIGRATION WORK
WITH DATACHECKS
AGENT EXECUTION
REVIEW / EXCEPTION
Less manual engineering
More repetitive work handled by agents.
Move analysis, mapping, code conversion, testing, and reconciliation away from repetitive human execution.
BEFORE
Manual work
Review
WITH DATACHECKS
Agent work
Human review
Continuous validation
Not QA at the end.
Test and reconcile throughout the migration lifecycle instead of discovering problems near cutover.
TRADITIONAL
QA AT THE END
WITH DATACHECKS
VALIDATION THROUGHOUT
✓
✓
✓
✓
UNDERSTAND · MAP · TRANSLATE · VALIDATE · CUTOVER
Fewer surprises
More confidence at cutover.
Surface exceptions earlier and maintain evidence from source analysis through final reconciliation.
EXCEPTIONS SURFACED
143
RESOLVED AUTOMATICALLY
127
REQUIRE REVIEW
16
✓ READY FOR SIGN-OFF
PROVEN AT ENTERPRISE SCALE
Built for migrations where scale and accuracy both matter.
A complex banking modernization spanning 10K+ tables, multiple legacy database platforms, and two target data environments.
Large Middle East Bank
Enterprise data modernization
MIDDLE EAST · BANKING · DATA MODERNIZATION
10K+
tables across the migration estate
LEGACY ESTATE
SCHEMAS · TABLES · PROCEDURES · DEPENDENCIES
DATACHECKS
MAP
TRANSLATE
VALIDATE
RECONCILE
FINAL DESTINATIONS
SAP IQ
Databricks
TWO TARGET ENVIRONMENTS
900 tables
validated with a 2-person team
✓ VALIDATED · RECONCILED
HOW WE DELIVER
One migration engine. Two ways to deliver.
01 · DATACHECKS-LED
We deliver the migration. End to end.
Datachecks combines specialized AI agents with migration engineers to execute the program from assessment and discovery through mapping, translation, validation, reconciliation, and cutover support.
YOUR ENTERPRISE
DATACHECKS MIGRATION TEAM
AI AGENTS
Repetitive execution
MIGRATION EXPERTS
Decisions · Exceptions
MIGRATED + VALIDATED DATA
Faster delivery
Automate labor-intensive migration work that normally consumes weeks or months.
Lower delivery effort
Shift repetitive execution from large engineering teams to specialized AI agents.
One accountable migration team
Datachecks owns migration execution instead of handing over another platform to operate.
Confidence built in
Validation and reconciliation run throughout the migration lifecycle.
02 · SI-LED
You deliver the migration. Datachecks powers the factory.
System integrators embed Datachecks agents into their migration delivery practice to automate repeatable work across projects while retaining ownership of the customer relationship and delivery program.
CLIENT A
CLIENT B
CLIENT C
SYSTEM INTEGRATOR
Migration factory powered by Datachecks
REPEATABLE DELIVERY
REUSED ACROSS PROGRAMS · MAPPINGS · RULES · TESTS · PATTERNS
Increase project margins
Reduce the engineering effort required to deliver the same migration scope.
Deliver more with the same team
Use AI agents to absorb repetitive execution instead of scaling headcount linearly.
Standardize migration delivery
Use consistent workflows, controls, artifacts, and validation across programs.
Build reusable migration IP
Reuse mappings, transformation patterns, tests, rules, and migration knowledge.
DATACHECKS AGENTIC MIGRATION ENGINE
The proprietary engine behind both delivery models.
Understand · Map · Translate · Validate
BUILT FOR ENTERPRISE DATA
Your migration data stays inside your security boundary.
YOUR ENTERPRISE ENVIRONMENT
✓ PRIVATE DEPLOYMENT
ENTERPRISE DATA
Schemas · Metadata · Business rules
APPROVED AI MODELS
Enterprise-approved infrastructure
DATACHECKS
Understand · Map · Translate · Validate
MIGRATION OUTPUTS + AUDIT EVIDENCE
ENTERPRISE ASSURANCE
SOC 2 Type II
ISO 27001
SAML SSO
BYOM
IDENTITY · ACCESS · MODELS · DATA · CONTROLS
Run Datachecks in your environment.
Deploy the migration engine within enterprise-controlled infrastructure so sensitive migration data does not need to be moved into a shared Datachecks SaaS environment.
YOUR ENVIRONMENT → DATACHECKS + DATA
Use your approved AI infrastructure.
Connect Datachecks to enterprise-approved AI models while maintaining control over model access and governance.
BYOM · APPROVED MODEL → DATACHECKS AGENTS
Integrate with enterprise identity.
Use SAML-based SSO to control access through existing enterprise identity systems.
IDENTITY PROVIDER → SAML SSO → DATACHECKS
AI proposes. Your team stays in control.
Mappings, translations, validation results, reconciliation findings, and exceptions remain reviewable before critical migration decisions are accepted.
AGENT OUTPUT → REVIEW → APPROVE · EDIT · EXCEPTION
WHY DATACHECKS
Built for migration outcomes, not just migration tasks.
DELIVERY MODEL
Large project teams
People execute most migration work
Software handed to your team
Customer assembles the delivery model
AI agents + migration experts
Automation and delivery work together
MIGRATION LIFECYCLE
Work split across specialized teams
Automation focused on selected tasks
Understand → Map → Translate → Validate
MANUAL EFFORT
High
Analysts, engineers and QA teams execute repetitive work
Reduced for selected activities
Automation across repetitive migration work
VALIDATION
Often a separate QA phase
Depends on customer implementation
Built into the migration lifecycle
Validation and reconciliation run throughout delivery
EXCEPTION HANDLING
Investigated manually
Often left to the user
Surfaced for expert review
Agents execute routine work; experts handle exceptions
SCALING DELIVERY
Add more people
Add more tool usage
Scale automation before headcount
FREQUENTLY ASKED QUESTIONS
Questions enterprise migration teams ask us.
Everything you need to know about how Datachecks fits into an enterprise migration program.
