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Methodology

How VoyageDNA works

No AI guesswork. Every recommendation traces back to a fixed, rule-based method applied the same way to everyone.

It's a deterministic score, not an AI opinion

VoyageDNA doesn't ask a language model what it thinks you'd like. Your answers are run through a fixed scoring method: each of the 13 preference dimensions you rate (family time, luxury, dining, nightlife, relaxation, and so on) is compared against the same, consistently-rated dimensions on all 231 ships, and combined into a single match score. Give the same answers twice and you get the same result twice — nothing is generated, reworded, or reinterpreted by a model in between.

A few things you tell us — like traveling with kids, cruise lines to avoid, or a target price range — aren't scored at all. They're hard filters: a ship that doesn't meet them is removed from consideration entirely, not down-ranked.

Confidence is a separate signal from match quality

A high match percentage and high confidence aren't the same claim. Match percent answers "how well does this ship fit what you told us." Confidence answers "how much should you trust this specific result," and comes from three things looked at together:

We'd rather tell you a result is a reasonable starting point than overstate it as a sure thing.

Every "why" traces back to something you answered

The reasons shown with a recommendation aren't generic marketing copy — they're generated from the specific dimensions you rated highest, the specific ship attributes that scored well against them, and (where it's genuinely true) the specific reasons a close alternative ranked just below it. When a ship is a compromise on something you said mattered, we say so, in the same place as the strengths, not buried in fine print.

Data honesty: verified, derived, or left blank — never invented

Ship and cruise-line facts come from a mix of editorial research and, where noted, official cruise-line sources with a visible confidence level and, when available, a source link. Some attributes (like a specific ship's entertainment mix) are reasonably derived from a cruise line's general pattern rather than individually confirmed — those are labeled as derived, lower-confidence information, not stated as fact. If we don't have reliable information about something, we leave it out of a ship's page rather than guess.

Recommendations aren't for sale

Ranking is based only on how well a ship matches your answers. VoyageDNA has no advertising or paid-placement system, and no cruise line or travel partner can pay to rank higher or be excluded. If you opt in to being contacted by a travel advisor after seeing your results, that's a separate, explicit choice you make — it never changes which ship was recommended or why.

See it for yourself

The fastest way to understand VoyageDNA is to run it once and read the reasons next to your own result.

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