Ahmed Mahmoud
Amsterdam Tourism Product Discovery Project

Amsterdam Product Discovery

Series overview

Building a Data-Driven Signature Tour.

Ahmed Mahmoud

A 12-part Amsterdam tourism product-management case study. The final concept is not predetermined: the evidence may support a guided tour, another experience format, or a decision not to build.

12 publishedSeries completeDecision-ledDestination-responsible
Project roadmap

Evidence before itinerary.

Each article documents one management decision, its research method, evidence limits, analytics, artifacts and next gate.

Visitor value × Commercial viability × Operational feasibility × Destination value
01 / PHASE

DISCOVER

01

Destination Strategy & Research

Frame the destination decision, hypotheses, sampling, provenance and ethics.

Read Article 01 →
Published
02

Competitive Landscape

Map public OTA products, direct competitors and substitutes without inventing private demand.

Read Article 02 →
Published
03

Demand & Opportunity

Test whether demand, competition, feasibility and destination fit create a real gap.

Read Article 03 →
Published
02 / PHASE

UNDERSTAND

04

Voice of Customer

Mine reviews with a human taxonomy, validated coding and journey pain analysis.

Read Article 04 →
Published
05

Segment & Language

Select customer jobs, source markets and operating languages supported by evidence.

Read Article 05 →
Published
03 / PHASE

DESIGN

06

Destination Geography

Score attractions, operating conditions, accessibility and route resilience before selecting geography.

Read Article 06 →
Published
07

Product Requirements & Concept

Trace evidence into requirements, features, suppliers and the service blueprint.

Read Article 07 →
Published
04 / PHASE

VALIDATE

08

Commercial Model

Test unit economics, distribution, capacity, pricing and channel concentration.

Read Article 08 →
Published
09

Risk & Responsibility

Validate permissions, accessibility, insurance, sustainability and operational controls.

Read Article 09 →
Published
10

Seasonality & Operating Calendar

Separate climate, live weather, events and product demand in a rolling control calendar.

Read Article 10 →
Published
05 / PHASE

DELIVER

11

Pilot & Operations

Move the bounded MVP through readiness, rehearsal, paid-pilot controls and evidence review.

Read Article 11 →
Published
06 / PHASE

IMPROVE

12

Product Analytics

Join departure evidence, preserve hard gates and choose SCALE, ITERATE, REPOSITION or STOP.

Read Article 12 →
Published
METHOD 01

Fact discipline

Observed data, derived metrics, assumptions, hypotheses and examples remain visibly separate. Public product listings never become invented private bookings.

METHOD 02

Human + AI

Humans frame the decision, collect and clean evidence, validate AI-assisted analysis and retain approval authority.

METHOD 03

Provenance

RAW → STAGING → CLEAN → ANALYTICAL → DECISION preserves the source, date, original value, transformation and reviewer.

METHOD 04

Stop is valid

The project is allowed to conclude DO NOT BUILD when visitor, commercial, operational or destination evidence fails.

Project artifact library

Templates ready. Data not invented.

Articles 01–12 preserve research controls and publish governed evidence without inventing private performance.

00 · XLSXComplete Evidence Pack8 formatted worksheets · download01 · CSVResearch BriefAwaiting data · download02 · CSVHypothesis RegisterAwaiting evidence · download03 · CSVAssumption RegisterOpen assumptions · download04 · CSVData DictionaryCollection schema · download05 · CSVCompetitive Dataset108 public observations · download06 · CSVFeature MatrixPilot coding · download07 · CSVCompetitor MapDirect vs substitute · download08 · CSVArticle 04 VOC Observations55 coded observations · download09 · CSVHuman Coding Taxonomy18 governed themes · download10 · CSVVOC → Requirements Matrix10 traceable requirements · download11 · CSVArticle 05 Segment PriorityPrimary / Secondary / Test · download12 · CSVLanguage Opportunity MatrixEvidence-led language screen · download13 · CSVSource-Market EvidenceOfficial evidence register · download14 · CSVAttraction ScorecardPOI fit and operating screen · download15 · CSVDestination Fit MatrixFive candidate corridors · download16 · CSVRoute ArchitectureNormal, peak, rain, access, disruption · download17 · CSVArticle 07 PRD14 governed requirements · download18 · CSVTraceability MatrixEvidence → KPI chains · download19 · CSVSupplier FeasibilityCore vs optional dependencies · download20 · CSVService Blueprint9 operating stages · download21 · CSVCommercial AssumptionsObserved and assumed inputs · download22 · CSVUnit Economics ModelChannel and capacity scenarios · download23 · CSVChannel EconomicsDirect, OTA, hotel and B2B · download24 · CSVBreak-even ScenariosConservative, base and strong · download25 · CSVSensitivity AnalysisPrice, cost, commission and capacity · download26 · CSVCommercial GuardrailsProposed pilot controls · download27 · CSVRisk Register15 governed risks · download28 · CSVCompliance Checklist12 operational controls · download29 · CSVAccessibility Review12 inclusive-design controls · download30 · CSVSustainability Scorecard14 measurable indicators · download31 · CSVOfficial Source Register12 verified sources · download32 · CSVSeasonality Model12 monthly planning rows · download33 · CSVMonthly / Weekday Analysis19 hypothesis cells · download34 · CSVOperating Authority10 GREEN / AMBER / RED controls · download35 · CSV12-Month CalendarSep 2026–Aug 2027 · download36 · CSVRoute Trigger Matrix10 condition-response rules · download37 · CSVOfficial Source Register11 governed sources · download38 · CSVPilot Success Thresholds12 measurable decision thresholds · download39 · CSVSix-Phase Pilot Plan6 phases with exit gates · download40 · CSVExperiment Backlog12 controlled learning tests · download41 · CSVPilot RACI14 accountable work items · download42 · CSVLaunch Readiness Checklist17 go/no-go controls · download43 · CSVDaily Operations Pack14 departure controls · download44 · CSVPilot Data Status10 required evidence domains · download45 · CSVDeparture Performance Schema20 joined data fields · download46 · CSVFrozen Performance Review15 unchanged thresholds · download47 · CSVProduct Decision Scorecard6 weighted dimensions and hard gates · download48 · CSVImprovement Register8 governed improvement triggers · download

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