Tourism-specific prompt engineering
Use the TRAVEL framework to turn operational knowledge into controlled, reviewable AI instructions.
Ahmed Mahmoud · Abu Dhabi, UAE
Tourism operations experience turned into practical product systems.
I help tourism and product operations teams turn live service pressure into clear workflows: dispatch planning, pickup clustering, stargazing operations, quotation logic, guide handovers, and field-ready reports.
10+ years tourism operations
Licensed French / English guide
Product operations portfolio
New Professional Knowledge Series
The Tourism AI Operations Playbook
100 detailed prompts, templates and verification workflows for guides, DMC operations, dispatch, product, itineraries, sales, guest experience and quality.
Ten connected toolkits
Move from front-line preparation and dispatch to product, quotation, SOP and responsible-AI governance.
Copy-ready with human controls
Every prompt includes missing-information rules, privacy limits, verification and an approval point.
Recruiter Snapshot
A field-tested operator for product operations and tourism operations teams.
Ahmed brings the rare mix of live guest delivery, transport coordination, supplier communication, quotation logic, and structured improvement thinking that helps teams turn daily pressure into repeatable workflows.
Product Operations · Tourism Operations Manager · Sales Assistant Manager · Service Operations
Strong fit for tourism, attractions, DMC, mobility, hospitality-tech, travel-tech, and service delivery teams that need someone who understands both the customer-facing day and the operational system behind it.
Field reality converted into clear process
Comfortable with guest movement, driver and guide handovers, supplier pressure, route timing, service recovery, documentation, and quality-minded workflow design.
Portfolio products built from real operational problems
InfraDispatch, InfraCluster, InfraSky, and InfraQuote show how field experience can become practical product thinking for dispatch, night-sky operations, and quotation workflows.
Flagship Project
Projects that show the way I think, build, and improve operations.
InfraDispatch is the flagship active project. InfraCluster, InfraSky and InfraQuote extend the same idea into hotel pickup clustering, stargazing operations planning and tourism quotation logic.
01Flagship
InfraDispatch
Rule-based dispatch planner for pickup sequence, drop-off sequence, route notes, driver/guide messages and print-ready manifests.
- Dispatch planning
- Route sequence
- Operation manifest
02Static MVP
InfraCluster
Hotel pickup clustering workflow for UAE groups, passenger mix, pickup zones, vehicle split and InfraDispatch handoff.
- Hotel clustering
- Vehicle split
- Pickup zones
03Ops prototype
InfraSky
Stargazing operations planner for go/show decisions, meteor windows, constellation timing, camp briefing and print-ready reports.
- Sky operations
- Guide briefing
- Print report
04Static MVP
InfraQuote
Tour quotation workflow for costing, margin, VAT, break-even review, internal worksheet and client-ready proposal output.
- Quotation logic
- Margin control
- Client proposal
Insights Library
Partnership Introduction to Confirmed Group
Long-form DMC sales scenario covering RFI, RFQ, RFP, eRFP, NDA, quotation, and confirmed group workflows.
Tour Pricing, Costing, Markup, Margin, and VAT
A preserved article sequence for commercial logic in city tour and DMC quotation workflows.
Guide Quality and Destination Journey Mapping
Portfolio writing on guest touchpoints, guide quality, and the operating roles behind destination delivery.
Experience Highlights
Built from the field and strengthened in operations offices.
I work confidently across on-ground guiding, guest handling, transport coordination, and office-based operations workflows.
Deliver bilingual guided experiences and coordinate daily tours, transportation, ticketing, and operational changes during live service windows.
Managed full group logistics and destination flow for international groups, including timing control, supplier communication, and real-time issue handling.
Handled B2B booking discrepancies, relocations, refund cases, and partner communication using Juniper and Freshdesk systems.
Led airport transfers, excursions, and tour movements for multinational guests while protecting service continuity and timing.
Supported fleet and transportation allocation for tourism operations and large demand periods, including event-related transport delivery.
Managed outbound and religious tourism journeys end-to-end, including package planning, visa workflow, supplier coordination, and post-travel support.
Operations Capabilities
Tourism, operations, transportation, and product execution strengths.
Tourism Operations Management
Tour planning, dispatch support, supplier coordination, and guest movement control in live destination environments.
Transportation Coordination
Driver and vehicle scheduling, pickup-drop off sequencing, route clarity, and operational timing alignment.
Product Operations Thinking
Building practical systems that reduce friction for field teams and improve execution consistency across tourism workflows.
IATA Diploma Knowledge Base
Diploma track coverage across Travel & Tourism Consultant, Tour Production, Travel Operations Management, and MICE & Sales.
ITIL v4 Foundation
Service lifecycle awareness, process mapping mindset, and customer-service structure applicable to operations environments.
Lean Six Sigma Black Belt
Structured analysis approach for operational bottlenecks, prioritization, and practical improvement opportunities.
Certifications & Licenses
Credentials supporting operations and service delivery.
IATA DIPLOMA
Travel & Tourism Consultant, Tour Production, Travel Operations Management, and MICE & Sales.
CAPM
Certified Associate in Project Management - Project Management Institute (PMI).
ITIL v4 Foundation
Service management framework supporting customer-focused operations delivery.
Lean Six Sigma Black Belt
Completed training and application in tourism operations use cases.
UAE Tour Guide Licenses
Abu Dhabi, Dubai, Sharjah, Ras Al Khaimah, plus Louvre Abu Dhabi External Guide.
HSE Training
Risk Assessment, COSHH, Manual Handling, Work at Height, Ladder Safety, and First Aid CPR AED.