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Projects & Initiatives

Where Finance, Operations, and AI Converge

Operational systems I run today, and transformation initiatives I am designing on top of them. Working practice is labelled as documented; designs and concepts are labelled as professional positioning — never dressed up as finished products.

Operating system — liveVerified — documented

Multi-Branch Cash Collection & Control

Problem

Cash moving from many retail branches to the bank is where revenue leaks: uncounted drawers, unresolved POS discrepancies, and slow escalation.

Solution

A disciplined daily collection routine: branch-by-branch counts, immediate discrepancy resolution with cashiers, and structured escalation to head office finance.

Business Impact

Keeps daily revenue whole and traceable across branches, and shortens the distance between an anomaly appearing and someone owning it.

Architecture

Branch POS → daily physical count & match → discrepancy log → resolution or escalation → consolidated hand-over to finance.

Technologies

  • Foodics POS
  • Odoo
  • Microsoft Excel
  • Structured checklists
Operating system — liveVerified — documented

Branch Camera Monitoring & Incident Response

Problem

Management cannot stand in every branch. Without systematic observation, small operational failures and fraud patterns stay invisible until they are expensive.

Solution

CCTV-based monitoring routine paired with direct branch communication: observing transactions and floor operations, logging exceptions, and driving incidents to closure.

Business Impact

Deters and detects irregularities, supports fair and factual investigations, and gives leadership a truthful picture of branch reality.

Architecture

Live & recorded feeds → observation checklist → exception log → verification call with branch → incident file → resolution report.

Technologies

  • CCTV platforms
  • Incident logs
  • Escalation communications
Operating system — 7 yearsVerified — documented

Resort Revenue & Night Audit Control

Problem

A resort's daily close is unforgiving: rates, reservations, cashier sessions, and revenue must reconcile every single night.

Solution

Carried the nightly audit cycle throughout seven years: rate control, account audits, cashier audits, cash-drawer closing, and daily revenue closing, alongside reservations management and budget input.

Business Impact

Years of clean, on-time closings — the kind of unglamorous accuracy that protects both revenue and trust.

Architecture

PMS transactions → nightly audit checklist → cashier & account reconciliation → revenue close → morning management summary.

Technologies

  • Opera PMS
  • Fidelio Suite 8
  • Microsoft Excel
Design initiativeProfessional positioning

Financial Middleware — Reconciliation Layer

Problem

POS, ERP, and bank deposits each tell their own version of the day's revenue; reconciling them by hand is slow and error-prone.

Solution

A design for a lightweight middleware layer that ingests POS totals, collection records, and deposit confirmations, matches them automatically, and surfaces only the exceptions.

Business Impact

Aims to convert hours of matching into minutes of exception review, with a full audit trail by design.

Architecture

Sources (POS / collections / bank) → normalization → matching engine → exception queue → AI-drafted exception narrative → human sign-off.

Technologies

  • Foodics API
  • Odoo
  • Spreadsheet automation
  • LLM-assisted exception summaries
Design initiativeProfessional positioning

Branch Operations Dashboard

Problem

Daily branch performance lives in scattered messages and memory; leadership sees it late and unevenly.

Solution

A single daily view per branch: collections status, discrepancy count and state, monitoring observations, and open incidents — updated on a fixed rhythm.

Business Impact

One glance tells leadership which branch needs attention today — decision support instead of data archaeology.

Architecture

Daily field inputs → structured template → consolidation sheet → KPI view + narrative summary → distribution to management.

Technologies

  • Excel / BI tooling
  • Structured daily inputs
  • AI-generated summaries
Active practiceProfessional positioning

AI-Assisted Operations & Reporting Workflow

Problem

Reports, investigation write-ups, and reconciliation notes consume the hours that should go to judgment and follow-up.

Solution

A personal AI workflow in daily use: reusable prompt templates that turn raw figures and field notes into consistent reports, logs, and investigation narratives — always reviewed against source data.

Business Impact

Reclaims working hours for actual control work and raises the consistency of everything leadership reads.

Architecture

Raw notes & figures → prompt template → drafted output → human verification vs. source → filed report.

Technologies

  • ChatGPT
  • Claude
  • Gemini
  • Prompt libraries
ConceptProfessional positioning

Inventory Visibility Platform

Problem

In multi-branch retail, inventory shrinkage hides in the gap between system counts and shelf reality.

Solution

A concept extending the cash-control discipline to stock: cycle-count routines, variance logs, and camera-supported verification for high-risk items.

Business Impact

Intended to give shrinkage the same visibility and ownership that cash discrepancies already have.

Architecture

System stock → scheduled counts → variance log → camera/receipt cross-check → root-cause note → corrective action.

Technologies

  • Odoo inventory
  • Foodics
  • Count checklists
  • CCTV cross-checks

Concept and design initiatives are presented as work in progress by intent: they show how operational experience translates into transformation thinking.