AI for legacy business systems

GenAI & Agentic AI

Intelligent agents that securely plug into your existing enterprise stack.

No rip-and-replace — agents plug into legacy systems

Data sovereignty — data stays in your cloud tenant

Coming soon — documentation and sample workflows will be shared at launch.

Delivered across regulated, multi-stakeholder workflows — APAC (incl. China), Europe & West Africa

Reference architecture: Legacy Systems / ERP / Email / Docs → Agent (MCP + LLM + RAG) → Guardrails → Approvals & Structured Data

Solutions

Agentic AI for your workflows

Deploy intelligent agents that understand your business processes and integrate seamlessly with your existing systems.

Plug into your existing ERP & CRM

End manual data entry — automate approvals with audit trails.

Read documents → validate → write back to ERP with approvals & logs. Full traceability, policy-safe automation.

Agentic workflows that write back to in-house ERP with guardrails.

Spot logistics exceptions early

Spot exceptions early — track orders end-to-end without spreadsheets.

Track orders end-to-end and flag issues before customers feel them. Document analysis → compliance checks → consolidation for decision.

Better visibility, faster decisions.

Reduce customs clearance delays

Fewer declaration errors — faster clearance and release times.

Auto-build compliant declaration dossiers from invoices & emails. Invoices, permits & packing lists → business rules → multi-agency routing → structured dossier.

Fewer manual errors, faster release.

Eliminate hotel interface downtime

Sync Opera/Micros & interfaces — eliminate night-audit downtime.

Opera (PMS) + Micros (POS) + ERP + keys/SPA + 3rd-party reservations → brittle interface servers → downtime & reconciliation issues. Agents act as intelligent middleware with guardrails.

Automate night audits and revenue reconciliation with full traceability.

Process

How It Works

A structured approach to deploying AI in your organization.

1. Orchestrate

Strategic guidance to frame your AI transformation.

Orchestrate

We don't just deploy agents; we orchestrate your AI transformation. Align strategic scope, mitigate risks, and redesign workflows for seamless Human-AI collaboration.

Outputs: Target Architecture & Guardrails • Transformation Roadmap • Governance Framework

2. Analyze

Map workflows + identify leverage points.

Analyze

Map critical workflows, risks, and sources of truth. Define success metrics.

Outputs: Process map • risk register • metrics

3. Prototype

Deliver a constrained PoC with guardrails.

Prototype

Build & test with real data. Validate accuracy, latency, and business fit.

Outputs: PoC architecture • metrics • hand-off notes

4. Scale & Enable

Integrate, supervise, and hand over runbooks.

Scale & Enable

Extend to ERP, email, SharePoint, S3/SFTP & webhooks. Enable your team to operate and improve workflows.

Outputs: Live integration • playbook • handover pack

Security & Compliance

GDPR/PDPA-aware workflows • role-based access • full prompt/event logs • PII redaction & retention controls • data stays in your cloud tenant.

✓ GDPR ✓ PDPA ✓ Audit Logs ✓ RBAC ✓ PII Controls

About

Aliou Sam — Founder & Architect, Agentic Data.

25+ years bridging legacy systems and mission-critical operations across APAC (incl. China), Europe & West Africa. I build agentic automations that plug into existing ERP, logistics, customs, and hospitality stacks — with guardrails, approvals, and traceable logs.

Key Milestones:

Deep Legacy Roots: Hands-on dev building ERP/CRM (VB, SQL, Access, Scala) in Thailand & China — I know legacy data inside out because I built it.
Regional Scale: 8 years as Head of IT, APAC (incl. China) at Odgers Berndtson — infrastructure leadership across 10+ countries, including cloud migrations.
Critical Ops: Led IT for Marriott Tokyo Cluster (Ritz-Carlton Tokyo, Ritz-Carlton Nikko, The Tokyo Edition, Aloft Tokyo Ginza, Moxy Tokyo) — managing PMS/POS ecosystems & hotel openings.
National Impact: Founding engineer of GAINDÉ 2000 (Senegal's single-window trade platform).

Credentials: Microsoft Azure AI Engineer • IBM AI Engineering • MIT Applied Agentic AI for Organizational Transformation (2026).

Documentation at Launch

Architecture notes, sample workflows, and guardrails documentation will be published here at launch. We're building something thoughtful.

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Full documentation • Reference architectures • Sample integrations