Bayesian health decision engine

Stop collecting health advice.Start ranking it.

Optiqal compares sleep, exercise, medications, supplements, and other interventions on one common decision surface so you can see what is actually worth doing next.

Expected net QALY deltaProbability of benefitDownside tail riskAnnual cost

Open analyzer See the logic

Decision board

What is most worth doing next?

Personalized

Raise the head of your bed

E[Δ] +0.03 QALYsP(benefit) 68%Annual cost $0/yr

Start a low-dose statin

E[Δ] +0.12 QALYsP(benefit) 79%Annual cost $120/yr

Do interval cardio twice a week

E[Δ] +0.07 QALYsP(benefit) 71%Annual cost $0/yr

Same unit. Different actions. Explicit tradeoffs.

Common unit, different actions

The product is memorable if the comparisons are.

People do not need one more dashboard. They need a way to stack unlike health moves against each other.

Head elevation nightly

Behavioral · $0/yr

Category: sleep

Rosuvastatin 5 mg

Prescription · $120/yr

Category: medication

HIIT 2x/week

Exercise · $0/yr

Category: exercise

Melatonin 300 mcg

OTC · $27/yr

Category: supplement

Workflow

Structured enough to trust, simple enough to use.

Build your baseline

Start with profile, habits, conditions, and the stack you already run.

Estimate the posterior

Combine priors, published evidence, uncertainty, and profile fit into a net distribution.

Rank the next move

Compare additions, removals, and swaps on one explicit decision surface.

What you actually get

Not a vibe. A decision card.

The interface should make it obvious why one action ranks above another and how fragile that ranking is.

App for decisions, paper for methods

The product should feel operational and comparative. The manuscript should handle methodology, limitations, and citations in full.

Expected value

How much net QALY gain the intervention is worth for you, not for an abstract population average.

Probability of benefit

A clearer question than “is this good?” - how likely is it to help at all?

Downside risk

Harms, fragility, and reversibility belong in the same frame as upside.

Annual cost

Cash cost belongs on the same card as expected benefit and risk.

Ready to pressure test it?

Rank the next health move before you buy the next stack.

Use the analyzer to compare actions, not just admire a score. That is where the product becomes useful.

Start analysis