System online // Revenue + AI

Proof of work, not just claims.

Reports, dashboards, and automated workflows where hotel revenue strategy meets modern AI tools. Built to eliminate spreadsheet friction and accelerate daily decisions.

Selected work

Production-grade solutions deployed in active hospitality environments.

Case Study 01 // Revenue Operations

Visual pickup & segment wash dashboard

Dashboard & Excel VBA

Transformed dense, multi-tab PMS data exports into an intuitive visual dashboard tracking net room nights, ADR shifts, and segment wash across 756 keys.

EXCEL MODEL PREVIEW // LET & SUMPRODUCT ENGINE 756 Keys Active
Market Segment Rooms OTB Net Wash (DoD) ADR (AED) RevPAR Impact
Transient (BAR) 318 +42 540 +AED 22,680
Corporate Contract 210 +18 460 +AED 8,280
Group Block 228 +82 390 +AED 31,980
756 Total Keys
3 Properties Multi-Property
-75% Prep Time

01 // The Problem

Daily morning pickup reports relied on copying and pasting raw exports into cumbersome workbooks. While functional, the layout was dense, slow to parse, and made spotting pacing anomalies difficult under time pressure.

02 // The Build

Engineered an advanced Excel workbook leveraging dynamic `LET`, `SUMPRODUCT`, and conditional formulas. It maintains the familiar daily paste-and-refresh workflow while feeding clean, instant visual charts.

03 // The Impact

⚡ Cut daily morning reporting prep time by 75% (saving 45+ minutes every day) and eliminated manual transcription errors across multi-property reporting.

OPERA Cloud Excel Advanced Formulas Visual UI Design Multi-Property
Case Study 02 // Forecasting & Yield

Dynamic pace & compression tracker

Pace Modeling

Developed an early-warning booking velocity model comparing real-time On-The-Books (OTB) pacing against Same Time Last Year (STLY) and RMS budget targets.

PACE MATRIX // OTB VS STLY COMPRESSION WINDOW ▲ +14.2% Velocity
Compression Date OTB Occ % STLY Occ % Variance Action Status
Peak Event Weekend 84% 70% +14% Hurdle +15% (Active)
Mid-Week Corporate 78% 72% +6% Hold Rate
Citywide Conference 96% 81% +15% Close Open CTA
STEP 01

OTB Ingestion

STEP 02

Velocity Spike Flag

STEP 03

Hurdle Adjustment

01 // The Problem

Waiting for standard weekly report cycles meant high-demand compression dates during major Abu Dhabi events were often identified too late to maximize optimal hurdle rates.

02 // The Build

Created a predictive pace tracker that automatically flags booking velocity spikes against historical curves, alerting commercial leadership the moment group or transient demand accelerates.

03 // The Impact

📈 Flagged high-demand compression dates 21 days earlier than previous manual cycles, capturing an additional +14.2% pace velocity during peak event windows.

IDeaS G3 RMS Pace Analytics Yield Strategy Event Forecasting
Case Study 03 // AI Workflows

AI morning brief & upgrade audit

AI Automation

Automated the daily room upgrade audit and morning commercial commentary using AI agents to spot revenue leakage and summarize overnight metrics.

// Agentic Workflow Execution Log
> INGEST_PMS_EXPORT –target=756_keys –status=success
> AUDIT_UPGRADES –flag_unbilled_comps=true (0 discrepancies found)
> DISPATCH_EXECUTIVE_BRIEF –time=07:30 –channel=leadership

01 // The Problem

Manually cross-referencing PMS upgrade logs and drafting daily performance summaries consumed valuable time before morning strategy meetings.

02 // The Build

Deployed an agentic AI workflow that ingests daily property exports, audits complimentary upgrades for revenue leakage, and formats an executive summary ready by 07:30 AM.

03 // The Impact

⚡ Achieved 100% daily audit coverage with zero manual spreadsheet cross-checking, shifting leadership focus directly to strategic execution.

AI Workflows Automated Briefs PMS Audit Efficiency

Have a report that needs a rebuild?

If you’re buried in spreadsheets or repeating the same analysis every week, let’s talk about what could be automated.