Discover
Agents organise system context, owners and risks for data-owner review.
next →Ownership
Named business owners and documented decisions
Data quality
Profiling, cleansing rules, and validation
Traceability
Mappings, reconciliations, and issue records
Sign-off
Business gates for mock cycles and cutover
Why Talent IQPut migration agents to work
Put migration agents to work
Keep data owners in control.
Migration agents organise source information, prepare mapping and cleansing proposals, compare trial loads, and surface exceptions. Data owners approve rules and transformations, while delivery teams retain control of loads, cutover and business sign-off.
Agents can help prepare and validate migration work across Materials, Vendors, Customers, FI open items, Fixed Assets and HR objects. The exact workflows are agreed for the client landscape, with evidence and human review at each approval gate.
We deliver AI-powered enterprise application data migration across SAP ECC to S/4HANA, Oracle EBS to Fusion Cloud ERP, Workday HCM and Financials, Salesforce, Microsoft Dynamics 365 and ServiceNow. Agents support profiling, mapping, cleansing and reconciliation, with people reviewing exceptions and approving cutover.
Migration Agent Capabilities
Materials
Vendors
Customers
FI Open Items
Fixed Assets
HR Objects
Delivery Pillars
Agent-assisted profiling and mapping
ECC-to-S/4HANA focus
Exception-led review
Owner-approved transformations
Transparent governance
Full agent and load audit trail
Visual Playbook
Make the migration understandable to everyone.
Agent activity, proposed changes and exceptions are made visible to programme sponsors, data owners, stewards and business users—so people can review evidence and decide what happens next.
AGENT-LED DATA MIGRATION / VISUAL FIELD GUIDE
From messy source
to trusted data.
Agents help teams understand source data, propose the work and surface exceptions; owners approve changes and verify the result.
TQDATA READY
Profile
Agents surface duplicates, gaps, invalid values and inconsistent definitions.
next →Clean
Agents propose standardisation and matching rules for steward approval.
next →Transform
Agents help map legacy structures into a governed target model.
next →Validate
Agents compare counts, totals and relationships for business review.
next →Go live
Teams approve loads, monitor exceptions and improve each cycle.
ready!THE OUTCOME
A repeatable, agent-assisted migration with accountable human sign-off.clean → control → confidence
A repeatable, agent-assisted migration with accountable human sign-off.clean → control → confidence
DATA QUALITY / CONTROL ROOM
Know what your data
is telling you.
A plain-English view of quality, risk, and agent-proposed actions awaiting review.
Completeness
94.8%↑ 3.2% this week
Validity
91.4%12 rules need review
Uniqueness
97.1%184 duplicate groups
Freshness
88.6%2 sources delayed
ATTENTION NEEDEDView all 27 →
Duplicate customers184 records · Merge candidates
ReviewMissing tax identifiers63 records · Enrichment queue
ReviewInvalid postal codes31 records · Agent-proposed fix · Review
ReviewQUALITY TRENDLast 30 days
+12.4% overall quality since cleaning began
Migration run by agents
Coordinate migration work with agents. Keep people in control.
See how migration agents support profiling, mapping and reconciliation, while data owners review exceptions and approve outcomes.
MethodologySix Workstreams.
Six Workstreams.
One Agent-Led Migration Delivery.
From initial scoping to post-go-live hypercare, migration agents support the ECC-to-S/4HANA lifecycle while named owners review decisions and approve changes.
Phase 1 · Weeks 1–4
Assess & Scope
Migration agents organise source-system context, data volumes and quality profiles so teams can assess complexity and confirm scope before execution.
Agent-organised object inventory
Source data quality profile
Agent access and governance setup
Project charter & RACI
Phase 2 · Weeks 5–8
Extract & Cleanse
Agents support approved extraction, profile records, propose cleansing and deduplication actions, and route exceptions to data owners before transformation.
Agent-prepared mapping candidates
Field-level mapping with source references
Cleansing proposals & quality reports
Reviewed exception queue
Phase 3 · Weeks 9–15
Transform & Load
Migration agents help prepare field-level transformations and coordinate approved ECC-to-S/4HANA loads, then surface validation results for technical and business review.
Approved transformation rules
Load and reconciliation report
Agent activity and exception log
Business-owner review
Phase 4 · Weeks 16–30
Rehearse & Validate
Across structured mock cycles, agents compare outcomes, flag changed records and unresolved exceptions, and prepare evidence for business sign-off before cutover.
Agent-supported mock-cycle comparisons
UAT evidence & sign-off
Performance and exception review
Preload approval gate
Phase 5 · Weeks 31–38
Cutover & Go-Live
Agents track the approved cutover runbook, coordinate authorised delta-load steps and surface exceptions; client and programme owners retain go/no-go authority.
Data-freeze and delta-load tracking
Authorised final load
Agent exception and readiness summary
Client cutover approval
Hypercare
Post Go-Live
After go-live, agents monitor reconciliation and categorise exceptions for the delivery team, while business owners validate outcomes and close hypercare.
Agent-prepared reconciliation
Prioritised exception queue
Business-owner sign-off
Lessons learned handover
Timeline
ECC-to-HANA Migration — Plan on a Page
Agents prepare evidence and coordinate agreed tasks across six phases, with client sign-off gates for transformations, loads and cutover.
1–4
Prepare
- Project charter & RACI
- Agent-organised object inventory
- Agent access and governance setup
- Data quality profiling
5–8
Explore
- Mapping workshops
- Agent-prepared mapping candidates
- Cleansing proposals & quality reports
- Owner-approved rules
9–15
Mock 1
- First approved data-load cycle
- Agent-prepared reconciliation
- Exception log and resolutions
- Business-owner review
16–21
Mock 2
- Full-volume mock load
- Agent-supported UAT evidence
- Performance and exception review
- Preload approval gate
22–30
Mock 3
- Full data load and UAT sign-off
- Agent-prepared go/no-go evidence
- Cutover plan approval
- Defect resolution
31–38
Cutover
- Post-load reconciliation
- Data freeze & delta loads
- Final load execution
- Exception resolution & sign-off
Key Assumptions
PO confirmed by end of June 2026
ECC source access within 2 weeks of kickoff
Functional SI provides SMEs for mapping workshops
Approved migration tooling provisioned by the client
Scope frozen after Phase 2 (Explore)
Process
Data Migration Flow
Agents prepare and track migration work; named owners retain approval of transformations, loads and sign-off.
Extract
Agents coordinate approved source extraction
Construct / Transform
Agents prepare mappings for expert review
Tech Validation
Agents compare results and flag exceptions
Preload Signoff
Owners review evidence and approve preload
Load
Authorised teams run the approved load
Postload Signoff
Agents prepare reconciliation for owner sign-off
Migration agents + Talent IQ
Prepare, coordinate and evidence approved work
Client / SI owners
Review exceptions and approve transformations, loads and sign-off
Governance
Traceable agent actions, clear ownership and structured RACI
Audit & Compliance
Every Load is Fully Documented
A traceable record from ECC source to S/4HANA target, including agent proposals, human approvals, load evidence and reconciliations.
Mock Cycle & Agent Audit Trail
- Extraction evidence with source record counts
- Agent-proposed and approved transformation rules
- Pre-load validation summary
- Exception log with root cause & resolution
- Business-owner review & sign-off
Production Load Tracking
- Timestamped authorised job and agent activity log
- Object-level success / failure report
- Record count: ECC source vs S/4HANA target
- Delta-load register for cutover window
- Exception handling with approved corrective actions
Post Go-Live Validation
- Field-level reconciliation per object
- Data quality score & completeness
- Functional spot-check with SAP screenshots
- Exception register with resolution status
- Business owner validation & sign-off
Governance & Sign-Off
- Preload sign-off after each mock cycle
- Cutover go/no-go decision record
- Business owner acceptance certificate
- Hypercare closure report
- Final migration completion certificate