Simulated case
Accounts payable workflow with invoice validation
Sector: Finance operations
Context: invoices arriving from multiple channels and approvals spread across teams.
Problem:
- Repeated manual data capture.
- Slow approval cycle with limited visibility.
- Low traceability for audit and controls.
Solution:
- OCR capture with validation rules.
- Role-based approval workflow.
- ERP status sync and discrepancy alerts.
Scope / deliverables: automated flow, traceability log, status dashboard.
Typical stack: Python, REST APIs, Postgres, legacy connectors.
Estimated timeline: 6 to 10 weeks.
Qualitative outcome: less rework and stronger process control.
Simulated case
Employee onboarding and access provisioning flow
Sector: HR and internal IT
Context: onboarding tasks coordinated manually across HR, IT and team leaders.
Problem:
- Delayed execution and handoff confusion.
- Inconsistent access provisioning.
- Limited progress tracking per onboarding request.
Solution:
- Digital checklist by role and location.
- Automated access tickets and approvals.
- Live dashboard for HR and operations.
Scope / deliverables: end-to-end flow, role controls, execution log.
Typical stack: internal web platform, API integrations, relational DB.
Estimated timeline: 4 to 8 weeks.
Qualitative outcome: more consistent onboarding and faster execution.
Simulated case
Service desk routing with AI-assisted classification
Sector: Customer service operations
Context: large ticket volume and manual triage causing delayed response.
Problem:
- Inconsistent prioritization.
- Frequent reassignment and duplicated effort.
- Weak visibility over workload and SLAs.
Solution:
- AI-assisted ticket categorization.
- Routing rules by category and urgency.
- Operational dashboard with alerts.
Scope / deliverables: classification engine, routing workflow, control panel.
Typical stack: Python, AI services, React, helpdesk integrations.
Estimated timeline: 4 to 8 weeks.
Qualitative outcome: stronger consistency and improved service control.
Simulated case
Procurement approval flow with document traceability
Sector: Procurement and sourcing
Context: purchase requests and approvals managed across disconnected channels.
Problem:
- Approval delays and unclear accountability.
- Documents scattered across email and folders.
- Difficult audit trail.
Solution:
- Structured request and approval workflow.
- Digital procurement file by transaction.
- Deadline alerts and pending tasks visibility.
Scope / deliverables: workflow, document repository, monitoring dashboard.
Typical stack: web application, relational DB, ERP integrations.
Estimated timeline: 5 to 9 weeks.
Qualitative outcome: cleaner process governance and fewer bottlenecks.
Simulated case
Operational files and document control workflow
Sector: Regulated operations
Context: critical documentation distributed across multiple systems and formats.
Problem:
- Slow evidence retrieval.
- Version mismatch across teams.
- Manual tracking of pending actions.
Solution:
- Unified digital file per operation.
- Validation rules by stage and role.
- Operational compliance dashboard.
Scope / deliverables: consolidated file model, action traceability, monitoring.
Typical stack: web platform, document storage, internal APIs.
Estimated timeline: 6 to 12 weeks.
Qualitative outcome: better governance and stronger document reliability.
