I build automation tools that replace hours of repetitive work with one-click workflows. Finance background. Engineering execution. Real business impact — not toy projects.
Every system I build is measured by one thing: did it make the business faster, cheaper, or safer?
Each project below solves a real business problem with quantified results.
Accounting teams spent hours manually reconciling transactions across multiple data sources, producing reports by hand in Excel. Error-prone, slow, and unscalable.
Built a one-click reconciliation engine that ingests transaction data, cross-references accounts, identifies discrepancies, and generates formatted Excel reports automatically.
Reduced reconciliation time from hours to seconds. Eliminated manual errors. Teams now run end-of-day reconciliation with a single command.
Duplicate entries across financial systems created reconciliation nightmares and inflated reporting. Manual detection was unreliable at scale.
Engineered an automated duplicate detection system that scans transaction databases, flags duplicates using configurable matching rules, and generates exception reports.
Catches duplicates that manual review missed. Directly contributed to preventing 100,000+ KWD in financial exposure from undetected duplicate transactions.
Tracking outstanding balances across accounts required pulling data from multiple systems and manual cross-referencing — a time sink prone to oversight.
Built an automated balance finder that queries databases, computes outstanding amounts, and delivers actionable reports on demand.
What took a team member half a day now runs in seconds. Improved visibility into outstanding balances across the organization.
Tracking remittance status involved 20 minutes of manual lookups per query. With dozens of queries per day, the team was drowning in repetitive work.
Designed an optimized query system with indexed database lookups and automated status resolution. One command returns complete remittance status instantly.
20 minutes → 0.05 seconds. A 24,000x speed improvement. The team reclaimed hours every single day.
A client's commission calculations required 12 days of manual work each cycle — complex rules, multiple tiers, edge cases handled in spreadsheets by a dedicated team.
Delivered 6 purpose-built commission calculation engines, each encoding specific business rules. Fully automated from data ingestion to final payout reports.
12 days of work reduced to seconds. Eliminated calculation errors. The client's team was freed to focus on strategy instead of spreadsheets.
Departments operated in silos with incompatible data formats and no shared infrastructure. Every new automation tool required manual database setup.
Deployed containerized PostgreSQL instances via Docker across departments. Standardized schemas, automated backups, and enabled seamless cross-department data integration.
New automation tools now deploy in minutes instead of days. Departments share a unified data layer, enabling compound efficiency gains across the organization.
I identify repetitive workflows — reconciliation, reporting, data entry, commission calculations — and replace them with one-click systems that run reliably at scale.
Dockerized databases, automated pipelines, cross-department data integration. I build the foundation that makes every future automation faster to deploy.
Purpose-built tools for finance teams: balance tracking, duplicate detection, remittance processing, and automated Excel reporting with full audit trails.
I started in finance — accounting, reconciliation, reporting. I saw how much time teams wasted on work that should have been automated years ago. So I learned to automate it myself.
Now I build the systems that finance and operations teams actually need: tools that handle the grunt work so people can focus on decisions, not data entry. Every tool I've built runs in production, used daily by real teams.
My edge is the combination. I understand the business logic because I've lived it. I understand the engineering because I've built it. That means fewer missed requirements, fewer rewrites, and systems that actually solve the problem they were built for.
Whether you need a single automation tool or a full process overhaul, I build systems that pay for themselves in weeks — not months.