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Grounded / AI agent grounding demo / supplements

Sleep and relaxation

For people who want help winding down, falling asleep, and staying asleep.

User query: magnesium sleep

What the AI grounding layer gives the agent

  • PubMed abstracts with PMIDs and short citations
  • Merchant product images, ingredient text, and label dosage
  • Safety context and regulatory label note
  • Ranked shortlist from a big commercial product catalog

Minimal scientific evidence

PMID 35184264 PubMed score 0.981

The Role of Magnesium in Sleep Health: a Systematic Review of Available Literature

This systematic review found an association between magnesium status and sleep quality in observational studies, while randomized clinical trials remained uncertain.

PMID 10998143 PubMed score 0.914

Magnesium supplementation and sleep: when the evidence is still uneven

A concise evidence snapshot that helps frame magnesium as a plausible supplement choice but not a guaranteed sleep fix.

Why this is useful

Standard pharmacies can show you a product grid. Grounded can show you a product grid plus the literature snippets, the reason the product matches the request, and the label dosage / safety context.

10stores
4255products
22categories
Regulatory note

Label context only. Supplements are not FDA-approved for efficacy; always check interactions and sleep-med caution.

Ranked product shortlist

Look for magnesium forms, serving size, and label directions.

Sleep Support Supplement #1
Grounded score 88.0 Sold by Applied Nutrition

Sleep Support Supplement

Category: vitamins
Why it ranked magnesium, sleep, glycine, l-theanine, calming

Key terms: supplement, vitamin, vitamins, magnesium, zinc, ashwagandha, mushroom, reishi, sleep, women, men, l-theanine, glycine, tryptophan

Label dosage sleep support supplement 300g | 30 servings sleep support helps you relax and wake up refreshed
Source: store listing Confidence: medium
How to take before bed, nightly, night, evening
Source: store product page Confidence: high
Course length 30 servings
Source: store product page Confidence: high
Warnings / contraindications Warnings not listed on the store page
Source: not listed by store Confidence: low
FDA status Not FDA-approved for efficacy; supplements use label/disclaimer context only.
Sleep & Restore Melatonin Free Calming Drink Mix (Lemon Chamomile Flavor) #2
Grounded score 84.0 Sold by Natrol

Sleep & Restore Melatonin Free Calming Drink Mix (Lemon Chamomile Flavor)

Category: vitamins
Why it ranked magnesium, sleep, melatonin, calming

Key terms: supplement, supplements, vitamin, magnesium, sleep, stress, mood, melatonin

Label dosage take on your day
Source: store listing Confidence: medium
How to take bedtime, before bed, night, evening
Source: store product page Confidence: high
Course length 52 weeks
Source: store product page Confidence: high
Warnings / contraindications Warnings not listed on the store page
Source: not listed by store Confidence: low
FDA status Not FDA-approved for efficacy; supplements use label/disclaimer context only.
Sleep & Restore Melatonin Free Calming Drink Mix (Cherry Flavor) #3
Grounded score 84.0 Sold by Natrol

Sleep & Restore Melatonin Free Calming Drink Mix (Cherry Flavor)

Category: vitamins
Why it ranked magnesium, sleep, melatonin, calming

Key terms: supplement, supplements, vitamin, magnesium, sleep, stress, mood, melatonin

Label dosage take on your day
Source: store listing Confidence: medium
How to take bedtime, before bed, night, evening
Source: store product page Confidence: high
Course length 52 weeks
Source: store product page Confidence: high
Warnings / contraindications Warnings not listed on the store page
Source: not listed by store Confidence: low
FDA status Not FDA-approved for efficacy; supplements use label/disclaimer context only.

Example user prompts

  • I fall asleep late and wake up at 3am.
  • What is a magnesium supplement with a calm formulation?
  • Show me low-noise products for better sleep.

AI agent grounding layer

This site demonstrates the grounding layer an AI agent can use when standard drugstores do not surface: PMIDs, short PubMed links, ingredient-aware ranking, merchant catalog images, and dosage / caution context in one view.

Supplements are not FDA-approved for efficacy; the demo surfaces merchant/label context, not medical advice.