Solution patternAccounts payable with invoice validation and approvals
Typical context: finance and procurement teams process invoices arriving from multiple channels, with manual validation and repeated ERP entry.
Problem: entry discrepancies, slow approvals, weak traceability and delayed closes.
Approach: assisted extraction, rule validation, approval workflow, ERP integration and exception alerts.
Typical stack: Python, REST APIs, RPA for legacy screens, Postgres and operational dashboards.
Expected impact: less rework, stronger traceability and faster response to exceptions.
Solution patternInternal onboarding with checklist, approvals and audit trail
Typical context: HR, IT and line managers coordinate new hires through email, files and partial follow-up.
Problem: forgotten tasks, delayed access provisioning and weak traceability by role, site or owner.
Approach: digital checklist, profile-based rules, stage activations, logs and overdue alerts.
Typical stack: internal web application, API integrations, relational database and operational dashboard.
Expected impact: more control over execution and less dependence on manual follow-up across departments.
Solution patternService desk with assisted classification and operational visibility
Typical context: internal support or customer service receives tickets from multiple channels without stable prioritization.
Problem: uneven assignment, unpredictable response times and poor visibility into the real backlog.
Approach: applied AI for classification, routing, reply suggestions, dashboards and SLA control by issue type.
Typical stack: AI services, helpdesk integrations, web app and operational control panels.
Expected impact: more consistent triage, less friction in service delivery and better backlog governance.
Solution patternProcurement workflow with rules, approvals and document traceability
Typical context: purchase requests, approvals and support documents live across email, folders and parallel records.
Problem: opaque approvals, manual tracking and weak control over supporting documentation.
Approach: workflow by amount and role, digital file per request, ERP integration and status dashboard.
Typical stack: web application, relational database, document storage and internal integrations.
Expected impact: better traceability, fewer idle times and stronger visibility for internal review.
Solution patternDigital operational file and document control for regulated environments
Typical context: teams handle evidence across multiple systems, manual state tracking and many document lookup points.
Problem: incomplete traceability, duplicated evidence and unreliable status visibility.
Approach: unified digital record, review flows, action log, permissions and centralized queries.
Typical stack: web platform, internal APIs, document storage and state-driven dashboards.
Expected impact: stronger document governance, better visibility and less manual follow-up.
