Methodology
How ItiMaker decides what to recommend in itineraries and guides, how we rank options, and how we keep recommendations honest.
Our Editorial Philosophy
Our itineraries and editorial guides are built for travelers making decisions, not for readers seeking inspiration. We optimize for clarity, accuracy, and actionable detail — timing windows, realistic pacing, what to skip, and what's genuinely worth the detour.
How We Rank Options
When ItiMaker suggests an experience, neighborhood, or stop within an itinerary, the ranking applies these criteria — in this order of priority:
- 1
Usefulness for the Reader's Decision
Does this option help the traveler decide? Vague 'nice to visit' picks get cut.
- 2
Reliability & Accuracy
Does the provider operate consistently? Are the details we've documented verifiable?
- 3
Fit for the Itinerary Logic
Does the option fit the day's pacing, transport flow, and traveler interest profile — not just the destination?
- 4
Value for Traveler Budget
Does the experience match its price point? We flag overpriced tourist traps and underpriced hidden wins.
- 5
Authenticity vs. Polish Tradeoff
We explain the tradeoff explicitly — some travelers want polished, some want raw. Neither is wrong.
What We Don't Rank By
Understanding what we explicitly exclude matters for trust.
- ✗Affiliate commission rates — high-commission providers get no ranking boost
- ✗PR pitches and media requests from operators
- ✗Social media popularity or influencer endorsements
- ✗Paid placement of any kind
Where Our Data Comes From
Our recommendations synthesize multiple signal types. We prioritize signals in this order:
1. Direct experience
Our editorial team's personal visits, notes, and photos
2. Local contributors
Region-based writers with lived experience in the destination
3. Primary operator data
Official schedules, menus, pricing, and capacity information
4. Government tourism boards
Official travel advisories, visa rules, and event calendars
5. Reputable published journalism
Named authors at established publications with editorial standards
How We Use AI
ItiMaker is an AI-powered itinerary tool. The day-by-day plan a traveler generates is produced by a large language model conditioned on destination data and the traveler's preferences. Editorial guides on the blog use AI for drafting assistance and research synthesis, but every published guide is reviewed and edited by a human editor responsible for its factual accuracy and recommendations.
Handling Uncertainty
When we can't verify a detail, we say so. Phrases like 'reportedly', 'according to [source]', or 'unverified as of [date]' appear in our guides deliberately. We'd rather be honest about uncertainty than pretend to know what we don't.
Read our editorial policy for how this process is executed on every guide.