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Demonstration dataA demonstration portfolio. Every property and every reading was authored to exercise the product. No hotel supplied any of it and no company is described.
Tulum, Mexico · Beach Road / Hotel Zone · Core. Caribbean sand, jungle cenotes, and a wellness scene that takes ritual seriously.
Same building, different human. Switch the guest and every number moves while nothing about the property changes.
60
mixed fit
| Dimension | Weight | Reading | Contribution |
|---|---|---|---|
| Training | 7.5 | — | excluded — not counted as zero |
| Food | 1.9 | 7 | |
| Recovery | 0.5 | 9 | |
| Sleep | 0.5 | 6 | |
| Beach | 2.6 | 9 | |
| Nature | 0.5 | 8 | |
| Mountains | 0.5 | 0 | |
| City energy | 4.14 | 4 | |
| Climate fit | 1.9 | 6.1 | |
| Value | 1.2 | 4 | |
| Wellness | 0.5 | 9 |
Each lever below was modelled by running the frozen engine again with one dimension changed. That the arithmetic improves is certain. That the change returns anything commercially is untested, and ParaVida has no basis for a figure.
Climate is computed per guest from the property's location. No property action changes it.
Every dimension, with where the belief came from and whether the engine was allowed to use it.
| Dimension | Origin | Reading | Confidence | Evidence | Verified |
|---|---|---|---|---|---|
| Training | Inferred | 6 withheld | 55 | Composite demonstration record — AI-proposal class. Retained, never counted. | 2026-08-01 |
| Food | Property | 7 | 84 | Composite demonstration record — public-source class. No public page was read for this value. | 2026-08-01 |
| Recovery | Property | 9 | 92 | Composite demonstration record — partner-confirmed class. No hotel supplied this value. | 2026-08-01 |
| Sleep | Property | 6 | 84 | Composite demonstration record — public-source class. No public page was read for this value. | 2026-08-01 |
| Beach | Locationfrom tulum | 9 | 80 | ParaVida curated destination dataset — Tulum | 2026-08-13 |
| Nature | Locationfrom tulum | 8 | 80 | ParaVida curated destination dataset — Tulum | 2026-08-13 |
| Mountains | Locationfrom tulum | 0 | 80 | ParaVida curated destination dataset — Tulum | 2026-08-13 |
| City energy | Locationfrom tulum | 4 | 80 | ParaVida curated destination dataset — Tulum | 2026-08-13 |
| Value | Property | 4 | 84 | Composite demonstration record — public-source class. No public page was read for this value. | 2026-08-01 |
| Wellness | Property | 9 | 92 | Composite demonstration record — partner-confirmed class. No hotel supplied this value. | 2026-08-01 |
Rationale is an operator record. It is never rendered to a guest, and it is not part of any explanation ParaVida shows a traveller.
The readings doing the most and least for this property, before anyone's weights are applied.
Strongest on recovery.
Thinnest on mountains.
1 dimension carry no counted reading at all, so they appear in neither list. Absence is not a weakness — it is silence, and it is reported as silence.
Carried verbatim from ParaVida's curated record for this location. Climate fit is computed per guest and never stored on a property.
Real, verified venues around this property, from ParaVida's curated record for Tulum. These are evidence about an environment — none of them carries a compatibility score of its own.
Mexican beans in a town that imports almost everything else — and it sits in La Veleta rather than on the beach road.
Tulum's signature training experience: real strength and functional work on the sand, no membership needed.
Legit coached training for travelers who refuse to skip programmed workouts; easy drop-in culture.
The serious machine-and-free-weights option when heat, sand or programming needs rule out outdoor gyms.
A flagship luxury-wellness beach stay: structured daily movement and recovery programming, not just a pretty room.
An open daily class schedule means travelers keep a yoga and mobility routine without a retreat booking.
A bicycle is the real transport here, and this is the spine everything sits on.
Genuine wilderness within an hour of a hotel — the reason Tulum is not only a beach road.
A healthy beachfront breakfast or lunch without leaving the sand — rare on the beach road at this price.
Fast macro-friendly protein in town at local prices — the reliable post-training meal.
An anchor for plant-forward and gluten-free eaters; genuinely clean ingredients, not just branding.
Tulum's benchmark recovery day: heat, water and bodywork; temazcal offered as a cultural wellness ritual.
A bookable recovery operator that is not inside a hotel: cold-water immersion, massage and breathwork a traveler can reserve for a single session.
The environment this property inherits from.
Jungle-meets-Caribbean strip of eco-luxury hotels, beach clubs and wellness spas. Expensive, and noisy near the party clubs.
Produced underscoring 1 · weights 4 · ontology 1 · climate model 1 · engagement 1 · min coverage 0.5