System online // Revenue + AI

Revenue manager by training.
AI builder by practice.

I combine hands-on revenue experience with AI to build smarter reports, forecasts, and workflows. This is where I share what I build and learn.

Room nights picked up● Live

7-Day Velocity // 756 Keys+318 RN vs. Forecast

What I do

Three ideas that shape everything I build.

01

Revenue

Pricing, pace, forecasting, and the reports that drive daily decisions.

02

AI

Automating analysis, commentary, and repetitive reporting.

03

Where they meet

Turning revenue data into decisions faster, with clearer visuals.

Featured projects

Production tools built for multi-property hotel revenue operations.

View all projects →
Portfolio Pickup // 756 Keys ● +142 RN DoD
SEG: BAR / CORP / GRP ADR DELTA: +AED 48

Visual pickup dashboard

Transformed dense PMS exports into an automated visual dashboard tracking net room nights, ADR shifts, and segment wash across three hotel properties.

Result: Cut daily morning reporting prep by 75% (saving 45+ mins/day).
OPERA Cloud Excel VBA / LET Visual Dashboards
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OTB Pace vs. RMS Forecast ▲ +14.2% Pace
Current On-The-Books (OTB)84% Occ
STLY (Same Time Last Year)70% Occ
WINDOW: EVENT COMPRESSION ACTION: HURDLE +15%

Pace and forecast tracker

Built an early-warning booking pace model comparing OTB velocity against STLY and budget to flag high-demand blackout dates before competitors adjust rates.

Result: Flagged compression 21 days earlier across peak citywide events.
IDeaS G3 RMS Pace Modeling Yield Strategy
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Agentic Audit // Daily Run ⚡ Auto-Brief
> AUDIT_UPGRADES24 Rooms Checked
Upsell Leakage Flagged:3 Unbilled Comps
AI Executive Summary:Dispatched 07:30
SOURCE: PMS + RMS EXPORT STATUS: VERIFIED

AI morning brief & upgrade audit

Automated the daily room upgrade audit and morning commercial commentary using AI workflows to spot revenue leakage and summarize overnight pickup shifts.

Result: 100% daily audit coverage with zero manual spreadsheet cross-checking.
AI Workflows Upgrade Audit Automated Briefs
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Let’s talk revenue and AI

Interested in working together, or just want to compare notes? I’d like to hear from you.

Contact me