Five Agents. One Migration Lifecycle.
MigrationWorks runs on a catalog of five purpose-built AI agents — each owning a distinct stage of the migration lifecycle.
Discovery & Assessment Agent
This agent scans your legacy estate - BI reports, data models, pipelines, schemas, and application dependencies - and produces a complete inventory with complexity scores, dependency maps, and migration readiness indicators. No surprises downstream. Available at no cost
Delivers
- • Metadata discovery
- • Complexity scoring
- • Dependency mapping
- • Readiness assessment
Migration Agent
AI-led conversion of dashboards, reports, calculated fields, and business logic to Amazon Quick. Source-specific conversion logic for Cognos, MicroStrategy, Qlik, Hyperion, and more.
Delivers
- • Dashboard and report conversion
- • Business logic translation
- • Metadata migration to Amazon Quick
Semantic Layer Intelligence Agent
This agent harmonizes KPI definitions across your estate, builds a governed semantic layer on the target platform, and enables reusable data products – so you arrive with consistent, enterprise-grade business logic, not just migrated assets.
Delivers
- • KPI harmonization
- • Governed business layer creation
- • Reusable data product enablement
Trust & Validation Agent
This agent reconciles source and target outputs, runs validation across reports, data models, and pipelines, flags discrepancies, and generates exception reports for human review. If the score falls below the agreed threshold, the agent iterates - not a human - until the standard is met.
Delivers
- • Reconciliation
- • KPI and pipeline validation
- • Visual comparison
- • Exception reporting
Enterprise Compatibility Agent
Custom logic, embedded analytics, unsupported objects, security models, scheduling configurations, and enterprise environment requirements that standard migration paths cannot handle. This agent resolves all of it and optimizes for performance.
Delivers
- • Custom logic handling
- • Embedded analytics migration
- • Security model mapping
- • Performance optimization
Modernization Value Protection
Safeguard your modernization investment with governance solutions that ensure reliable,
trusted data powers your business insights.
trusted data powers your business insights.
DRE (Data Reliability Engineering)
Ensures data trust through left-shift testing approach and automated workflow validation from development to runtime observability.
Finomenal
Manages multi-vendor hybrid environment spend with real-time visibility and proactive cost optimization across on-premises, private and public clouds.
Frequently Asked Questions
View FAQs
What is MigrationWorks?
USEReady's migration practice and philosophy, covering BI platforms, data warehouses, analytics environments, and application modernization. It defines how USEReady approaches migration. MigratorIQ is the platform that executes it.
What is the difference between MigrationWorks and MigratorIQ?
MigrationWorks is the practice – the philosophy, the 4R framework, the principles behind how we approach every migration. MigratorIQ is the agentic platform – five AI agents that execute the practice for BI migrations specifically.
Does MigrationWorks only cover BI migration?
No. MigrationWorks covers the full analytics modernization stack – legacy BI platforms, data warehouses, data lakes, reporting environments, and application estates. BI migration is one part of a broader practice.
What legacy platforms does MigrationWorks support?
On the BI side: Cognos, MicroStrategy, Qlik, BusinessObjects, Tableau Server, Hyperion, and others. On the data platform side: Teradata, IBM Netezza, Hadoop, Oracle, SQL Server, and others. Target platforms include AWS, Snowflake, Databricks, Azure, and modern BI tools.
What is the 4R framework?
USEReady's migration philosophy – Reduce, Reconcile, Refactor, Reimagine. It defines how every migration is approached strategically, regardless of source, target, or migration type.
What does agent-led, human-assisted mean?
Five specialized AI agents own the execution of every migration stage – autonomously, producing fidelity-scored outputs. USEReady engineers govern handoffs, review outputs, and take accountability for production delivery. The work is agentic. The responsibility is human.
Why did USEReady move from automation to agentic migration?
Automation accelerated human effort but kept humans at the centre. Speed had a ceiling. Quality depended on team configuration. The agentic model removes both constraints – agents execute without that ceiling, and quality is measured by fidelity scores, not team judgment.
What is a fidelity score?
A quality metric assigned to every migrated asset. If it falls below the agreed threshold, the agent iterates automatically until the standard is met. Human reviewers see exceptions, not the full estate.
How does MigrationWorks handle the semantic layer?
The Semantic Layer Intelligence Agent resolves inconsistent KPI and metric definitions across source systems, building a governed business layer on the target platform. Ambiguity is eliminated at the point of migration, not carried forward.
What is Refactory.ai?
USEReady's application modernization capability within MigrationWorks – handling legacy code conversion, testing, documentation, and deployment automation for complex application estates.
Does MigrationWorks support AWS-based modernization?
Yes. USEReady is an AWS Advanced Tier Partner. MigrationWorks aligns with AWS migration best practices across BI, data platform, and analytics modernization. MigratorIQ agents are listed on the AWS Marketplace.
What is DRE and why does it matter in migration?
Data Reliability Engineering – USEReady's post-migration governance layer. It ensures data trust through automated validation, left-shift testing, and runtime observability. Migration without governance is a risk transfer, not a modernization.
How does MigrationWorks differ from a typical SI engagement?
Most SIs bring methodology and headcount. MigrationWorks brings a purpose-built agentic platform, a proven four-step philosophy, and human engineers who govern outcomes rather than supervise execution. The difference shows in speed, consistency, and cost.
How do I get started?
Start with an assessment. USEReady reviews your current analytics environment, identifies the right migration path, and defines a realistic scope and timeline before any commitment is made.

Media Coverage
Press Release