Ahmed Mahmoud
Tourism Operations Lab · 9 working experiences

Learn. Apply. Generate a usable output.

Practical browser-based tools and prototypes for tourism operations, commercial planning, MICE, destination management, product design and service quality.

Operating method

Knowledge becomes more useful when it can be applied.

01Learn

Read the operational concept and understand the decision or formula.

02Apply

Define a non-sensitive scenario using your own assumptions.

03Generate output

Review an explainable result, then copy, print or export it.

Existing product portfolio

Flagship Operations Lab prototypes

The existing products are integrated without being rebuilt. Their maturity and static-data boundaries remain explicit.

Dispatch & TransportWorking Prototype

InfraDispatch

Pickup points, vehicle fit, team handovers and approval details are often fragmented across messages and spreadsheets.

Target user
DMC transport coordinators, dispatch supervisors and destination operations teams
Inputs
Trip, pickup points, guest load, team, vehicle, costs and approvals
Output
Route logic, operational briefing, Google Maps links and print-ready manifest
Boundary
Browser-based prototype; inspect limitations below.
Product case study
Problem
Pickup points, vehicle fit, team handovers and approval details are often fragmented across messages and spreadsheets.
Operational context
Browser-hosted static MVP using operating rules and mock/reference data.
Product logic
Applies transparent rules to pickup pressure, zones, guest load, vehicle suitability, readiness and handover completeness.
What the prototype demonstrates
How an operational brief can be assembled consistently before dispatch.
Limitations
No live fleet telemetry, driver app, traffic API, authentication or production database.
Next development stage
Validated API integrations, role-based approvals and live dispatch status.
MICE OperationsWorking Prototype

InfraCluster

Large hotel pickup programmes create avoidable route, timing, language and capacity conflicts.

Target user
MICE movement controllers, hotel-desk teams and transport planners
Inputs
Hotel groups, zones, timing, language, passenger load, vehicle fit and cost signals
Output
Suggested pickup clusters, operational review flags and dispatch handoff data
Boundary
Browser-based prototype; inspect limitations below.
Product case study
Problem
Large hotel pickup programmes create avoidable route, timing, language and capacity conflicts.
Operational context
Static browser MVP for educational planning and supervisor review.
Product logic
Groups compatible pickups using visible timing, zone, load and service constraints.
What the prototype demonstrates
How clustering rules can expose pressure before coaches are assigned.
Limitations
No road-network optimization, live traffic, supplier inventory or perfect-route claim.
Next development stage
Route-engine integration and controlled comparison against dispatcher decisions.
Destination & AstronomyWorking Prototype

InfraSky

Stargazing products are sometimes sold without a consistent check of sky, access, product promise and operating readiness.

Target user
Destination managers, product teams, desert operators and experience planners
Inputs
Location, date, guest profile, equipment, guide level, product promise and condition assumptions
Output
Readiness signal, operating timeline, team briefings and exportable planning payloads
Boundary
Browser-based prototype; inspect limitations below.
Product case study
Problem
Stargazing products are sometimes sold without a consistent check of sky, access, product promise and operating readiness.
Operational context
Condition-aware static MVP with illustrative/reference data, not a safety or weather authority.
Product logic
Combines transparent product-fit and readiness rules into an explainable operating signal.
What the prototype demonstrates
How responsible product decisions can connect sales promises to field readiness.
Limitations
No guaranteed forecast, permit confirmation, emergency authority or live supplier status.
Next development stage
Verified weather/astronomy feeds and destination-specific governance controls.
Commercial & QuotationWorking Prototype

InfraQuote

Tour quotations can hide cost classification, break-even and margin risk behind a final selling price.

Target user
DMC sales, product, costing and quotation-review teams
Inputs
Service assumptions, fixed/variable/conditional costs, guests, margin or markup, VAT and terms
Output
Cost worksheet, price, profit, break-even, readiness review and client quotation
Boundary
Browser-based prototype; inspect limitations below.
Product case study
Problem
Tour quotations can hide cost classification, break-even and margin risk behind a final selling price.
Operational context
Static browser MVP with user-entered assumptions and no live supplier rates.
Product logic
Uses documented commercial formulas and visible review thresholds.
What the prototype demonstrates
How pricing economics and operational readiness can be reviewed together.
Limitations
Not an accounting, tax, ERP or supplier-contract system; entered rates require user verification.
Next development stage
Controlled rate libraries, approvals and production quotation records.
Applied tools

Focused tools for recurring operating problems

Five lightweight tools were selected because they complement—rather than duplicate—the four flagship prototypes.

Dispatch & TransportInteractive Tool

Vehicle Requirement Calculator

Estimate a defensible minimum and operational vehicle count without treating nominal seat capacity as usable capacity.

Target user
Transport coordinators, DMC operations and group planners
Inputs
Passengers, nominal capacity, luggage profile, accessibility seat allowance and spare-capacity target
Output
Effective capacity, minimum vehicles, recommended vehicles, spare seats and occupancy
Privacy
Scenario data stays in this browser.
MICE OperationsInteractive Tool

MICE Arrival Wave Planner

Turn several flight arrivals into visible operating waves, vehicle demand, meet-and-greet demand and hotel splits.

Target user
MICE controllers, airport teams and transport planners
Inputs
Flight reference, arrival time, passengers, hotel, vehicle capacity, meet capacity and grouping window
Output
Arrival waves, time spans, holding periods, vehicle requirements, meet teams and hotel split
Privacy
Scenario data stays in this browser.
Hospitality OperationsInteractive Tool

Guide Allocation Planner

Make language, availability and schedule conflicts visible before guide assignments are confirmed.

Target user
Tour operations coordinators, guide supervisors and destination teams
Inputs
Groups, language, guest load, start, duration, location and guide availability
Output
Suggested assignments, conflicts, unassigned groups and schedule coverage
Privacy
Scenario data stays in this browser.
Product PlanningInteractive Tool

Guest Journey Mapper

Connect guest expectations, ownership, risk, measures and improvement opportunities across the complete experience.

Target user
Destination managers, experience designers, quality teams and hotel/tour operators
Inputs
Stage, touchpoint, expectation, owner, risk, KPI and improvement opportunity
Output
Visual journey, risk summary and CSV-ready improvement register
Privacy
Scenario data stays in this browser.
Quality & ServiceInteractive Tool

SOP Structure Builder

Turn an operating process into a controlled first-draft structure before detailed procedure writing begins.

Target user
Process owners, quality managers, supervisors and operations professionals
Inputs
Process, objective, scope, roles, trigger, steps, controls, escalation and records
Output
Structured SOP outline ready to copy, review or print
Privacy
Scenario data stays in this browser.