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How the platform prescribes procedures: algorithm and night loop

An algorithm builds the stay from the hotel's procedures, the intake form, the rooms' hours and how long each takes; the night corrects it, the doctor moves paid work.

Updated 2026-08-28 · Sample procedures Luxury Spa & Medical Wellness Hotel Prezident

In short

• What this is. Longevity Resort joins the hotel's spa infrastructure — 139 spa and medical procedures — to round-the-clock biomarker monitoring from a watch and a smart scale.
• What the plan is built from. The hotel's procedure list, the guest's intake questionnaire (as amended by the doctor after the examination), the treatment rooms' opening hours and each procedure's duration.
• Who decides. The algorithm drafts, the doctor signs. A medical examination stands on day one of every programme, and the doctor has the last word.
• The night loop. Every morning, never before 06:00, the night just past is compared with the guest's own average. What is free and ours — the walk, an included sauna — the portal corrects itself; paid procedures are, by default, only proposed to the doctor.
• The kit. Garmin Forerunner 165 Music watches and a Garmin Index S2 smart scale. The guest installs nothing: they scan a QR code at the desk and the finished plan opens in the phone's browser.
• Who this document is for. The resort's doctors, spa coordinators and hotel administrators. Updated 22.08.2026.

The kit, and what the guest sees

Rooms and diagnostic suites carry Garmin Forerunner 165 Music watches and a Garmin Index S2 diagnostic scale. The Music version matters: the plain Forerunner 165 has no Wi-Fi, and the whole point of the fleet is that a watch delivers the night without the guest's phone.

The watches get a network of their own: 2.4 GHz, WPA2, and no sign-in page (a captive portal is something the watch cannot answer). The hotel connects them once, while preparing the kit; the guest never touches the network.

The guest needs no accounts on other services and no third-party app. At check-in they scan a personal QR code, and the phone's browser opens the finished plan, the spa trails and the drinking-cure timetable (how signing in works).

The ten longevity programmes

Each programme is a goal, a default stay length and a core of procedures the algorithm draws the days from. A stay shorter than the minimum is still assembled, but the plan says plainly that the course has been cut short.

What the algorithm builds the plan from

The algorithm invents no procedures and borrows none from other people's protocols. It spreads what the hotel actually sells across the days, and it does so from four sources at once.

• The hotel's list. Those 139 entries: each with its category (diagnostics, medical, balneology, spa, beauty, self-service), a duration of 2 to 120 minutes, an intensity of 1 to 3, a weekly ceiling, its contraindications and its price. The hotel's price list is loaded in the panel and lands in the plan without touching the code.
• The guest's intake questionnaire. 15 questions: the main goal and secondary goals, sex, age, weight, height, stay length, pace, budget, 10 contraindication flags, chronic conditions, a free note to the doctor, add-ons, the diet and whether the guest has a watch of their own. It takes about two minutes.
• What the doctor adds after the examination. On day one the doctor reads exactly these lines — they are printed on the guest's card — and adds what the questionnaire could not know. From that point the plan is rebuilt with the doctor's data in it.
• The treatment rooms' opening hours. Weekdays 09:00–12:00 and 12:30–16:00, Sunday 09:00–12:00. That is why paid work lives only in the morning and afternoon slots, and the evening belongs to self-service: the sauna world runs 15:00–21:00 and the pool until 21:00. «Floating in the evening» would be a promise nobody is there to keep.
• Duration and the number of slots. How many paid entries fit into one day is set by the chosen budget: 2 slots on standard, 3 on comfort, 4 on premium. The walk and the drinking cure sit on top of that: water 3 times a day, 150 ml each and a walk of 30, 50 or 75 minutes depending on the chosen pace.

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The contraindication filter

What runs first is not the selection but the prohibition. A flag on the questionnaire takes a procedure out of the pool before the algorithm starts laying out days — it does not hide it in the interface, it simply never picks it up.

There are ten flags: an acute cardiac condition, uncontrolled hypertension, varicose veins, a pacemaker or metal in the joints, oncology, acute illness, an acute skin condition, pregnancy, claustrophobia, hyperthyroidism.

• The cardiac group slows the pace. An acute cardiac condition, uncontrolled hypertension, oncology and acute illness bring an active pace down to standard rather than merely striking procedures off.
• The ban holds at the «plus» button too. If a guest or a coordinator tries to add a contraindicated procedure to the schedule by hand, the portal answers with a reasoned refusal instead of quietly dropping it into the day.
• The ban holds for substitutions. The gentle swap the night loop proposes passes the same filter: varicose veins will let an anti-cellulite massage neither into the plan nor into the place of a procedure just removed.
• If the pool has been cut down, the plan says so. When contraindications leave less than 60 % of the slots the budget promised, the plan states in words that the doctor will finish it at the first examination, rather than printing a short estimate in silence.

The medical frame of the stay

The frame is the diagnostic work that is placed first and never competes with procedures for slots. It depends on how long the stay is: a short course has no use for a mid-course examination, a ten-day-plus course does.

In Longevity Diagnostics the frame is the programme's whole body: day one brings the examination, the ECG, body composition, the drinking cure and the extended laboratory panel; day two a 24-hour heart-rate variability recording and the functional tests; the last day a specialist consultation.

No paid procedure is placed on the arrival day at all, and the walk is cut to 60 % of the pace: at the standard pace that is 30 minutes instead of fifty.

Three rules of rhythm

On top of the frame the algorithm keeps the rhythm Karlovy Vary spa medicine works to with no platform at all.

• A sliding seven-day window. Every procedure carries its own weekly ceiling, counted over any seven days in a row rather than over a calendar week. The Charcot jet shower — no more than 3 times in any 7 days; sauna world and mud packs no more than 4; healing massage and floating no more than 3. Between two sessions of the same procedure, at least a day.
• A lighter day every seventh. Everything demanding comes off: one slot is left for a gentle recovery procedure, the pool and calm baths. The day does not count towards the stay's fill rate — it is meant to be empty.
• No more than one demanding procedure a day. Intensity 3 of 3 — one a day, and no more than two paid entries from the same category in one day. The included pool and gym are not bound by that limit: they take neither a slot nor money.
• Departure day is morning only. No more than two procedures, every slot before 12:00, nothing demanding and no saunas: on weekdays the sauna world opens at 15:00, when the guest is already on the road.

What the course is made of

The assembled plan reports itself not in promises but in composition: how much diagnostics, how many procedures, walks and servings at the springs it holds, and what share of the course each of the seven pillars of longevity takes — heart and vessels, metabolism, muscles and joints, stress and sleep, gut and the drinking cure, skin, immunity.

It is the same screen the doctor reads before signing: the course's dose in sessions, not «your biological age will drop by N years».

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What arrives from the watch and the scale

The guest's night reaches the portal by itself and is compared not against someone else's norm but against their own average for this stay. The thresholds below are defaults; the doctor moves each of them in Panel → Rules, within a permitted range (the full list of thresholds).

The night auto-regulation loop

The loop never runs before 06:00: the fleet syncs on a half-hour circle, and a correction made at six on an empty night would have cancelled the sauna for somebody who is merely still asleep. By the morning round the sheet is ready.

The owner drew the line of authority on 22.08.2026: what is free and ours the portal corrects itself, paid procedures are changed by the doctor.

A substitute is chosen by kinship, not as the first living code on a shared list: a demanding water procedure becomes a bath (the Charcot jet shower becomes a pearl bath), a demanding massage becomes a gentle one, a workout becomes oxygen. The candidate must clear the guest's contraindications and must not repeat what already stands in that day.

A sauna taken off is not gone for good: the guest puts it back with a button. A substituted procedure carries the name of the one it replaced, so no line appears on the bill out of nowhere.

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The doctor edits, the platform remembers

The platform does learn from the doctor's decisions — but not silently and not on its own. A doctor's edit does not stay a one-off: it turns into a house rule, and the algorithm applies it to every guest after that.

• Thresholds are not constants. The doctor moves them in Panel → Rules: resting pulse, variability, sleep, stress, Body Battery, blood oxygen, load. A value outside the permitted range is refused — the oxygen alarm cannot be «adjusted» down to 80 %. From the next morning the sheet counts by the new numbers for every guest at once.
• The house adds its own rules and its own wording. A hotel writes rules of its own on top of the shipped ones and rewrites the text of the advice; the arithmetic and the words are stored apart, so a rewritten sentence survives in all 36 languages.
• The doctor's notes outrank the handbooks. Free text in the panel — «we never schedule the Charcot shower on the arrival day» — is read by the AI assistant ahead of a paragraph from an uploaded methodology document. The assistant may lean on the hotel's own catalogue, the drinking-cure rules, the doctor's notes and the hotel's documents — and on nothing from its own training.
• A draft stays a draft. The morning note the model writes is printed under a heading that says so; the doctor edits it, and an edited text is never overwritten by the platform.
• A guest's refusal does not vanish. A procedure the guest removes does not drop out of the plan: the slot moves to «awaiting the doctor», and its cost lives on a separate «approximate» line — something comparable in price will take that place.
• Every substitution explains itself. Each edit to the plan is signed with its cause: whether it came from the walking trend, from the night or from a functional test. An edit that cannot be explained by a number never reaches the plan.

For reception and spa coordinators

• Handing over the kit. The watch is issued at check-in; the system links its serial number to the guest's profile with no cable (the desk's routine).
• 27 procedures are by doctor's order only. Laser, injections, traction and other complex entries are closed to self-booking: the hotel's medical staff prescribe them.
• The «plus» button is guarded. The portal will not accept a contraindicated procedure and explains the refusal.
• A refusal goes to the doctor. The slot is not lost; it moves to approval so the doctor can pick an alternative.
• The blood-draw day is a wish, not a booking. The nurse works a short-week and long-week rota, so reception sets the exact day; the plan says so outright.

Questions and answers

• Can the algorithm prescribe instead of the doctor? No. The assembled plan is a draft offer; a medical examination stands on day one of every programme, and the doctor edits the plan before and during the stay.
• Does the platform change paid procedures by itself? Not by default: it prints a warning and its reason on the morning sheet. Automatic substitution of paid work is switched on by the hotel, and even then no more than two entries a day are moved.
• Why are there no evening procedures in the plan? The treatment rooms close at 16:00. What is left in the evening is the sauna world (15:00–21:00) and the pool — the things that need no staff.
• What if the guest does not wear the watch? The plan works as an ordinary spa protocol: the frame, the weekly ceilings and the lighter days are all there. Only the correction stops, and the portal says so rather than inventing numbers.
• What if the stay is shorter than the default? The plan is assembled for five days too, but marks the course as cut short: the interim examination and the repeat body-composition measurement appear only from a certain stay length.

Related

• Longevity programmes: the configurator, the price list and the watch's corrections — the same algorithm from the guest's side.
• The numbers a doctor changes procedures by — the full list of thresholds and how to move them.
• The morning round and the doctor's messages — how the sheet reaches the doctor and what happens to it.
• What the watch measures — every figure that arrives from the wrist.
• The desk: working with the apps — issuing and taking back the kit.
• Pricing: Setup, Base and Active Guest — what the platform costs.