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Grounded / AI agent grounding demo / skincare

Truncal / body acne

Body-application acne control for the back and chest — grounded in evidence, graph context, and safety.

User query: back chest body acne

What the AI grounding layer gives the agent

  • Causal-graph routed treatments and triggers
  • AM / PM routine ingredients with timing and pregnancy context
  • Morning + evening product shortlists from the skincare catalog
  • PubMed abstracts with PMIDs, scores, and short links

Causal graph context

Matched on: treats/helps

Skin concerns detected from your request:

truncal acne

Recommended treatments

retinol
Effect: treatsEvidence: expert aligned
benzoyl peroxide
Effect: treatsEvidence: expert aligned
clindamycin topical
Effect: treatsEvidence: expert aligned
lactic acid
Effect: treatsEvidence: expert aligned
zinc pyrithione
Effect: treatsEvidence: expert aligned
tea tree oil
Effect: treatsEvidence: expert aligned

Ingredients & triggers to avoid

isopropyl myristate Known trigger to avoid

Confidence contract

The graph routes the condition to candidate treatments and triggers; cosine retrieval ranks the literature; the routine planner splits ingredients into AM / PM. The confidence contract is the honest read of how strong each layer is.

Overall confidence
Signal: moderateScore: 0.557
Evidence
Signal: strongTop score: 0.986
Products
Signal: moderateTop score: 0.557
Safety
Signal: moderateTop score: 0.7

AM / PM routine ingredients

Ingredients planned from the evidence, split by timing with positive / negated context counts.

benzoyl peroxide
Best time: flexibleEvidence: 22 supporting · 4 cautioningPregnancy: caution
tretinoin
Best time: typically eveningEvidence: 12 supporting · 3 cautioningPregnancy: contraindicated
azelaic acid
Best time: flexibleEvidence: 12 supporting · 0 cautioningPregnancy: safe
salicylic acid
Best time: flexibleEvidence: 2 supporting · 0 cautioningPregnancy: caution
glycolic acid
Best time: typically eveningEvidence: 1 supporting · 0 cautioningPregnancy: caution

Morning product shortlist

Ranked from the skincare product catalog against the morning routine targets.

Ultimate Acne Solutions Routine #1
Grounded score 0.557 Sold by First Aid Beauty

Ultimate Acne Solutions Routine

Category: exfoliator
Why it ranked acne, body

Ingredients: Salicylic Acid to treat and prevent new breakouts New quick-drying body mist that treats body acne and helps prevent new breakouts. New lightweight moisturizer that visibly diminishes the look of hyperpigmentation and…

sal acid skincare duo #2
Grounded score 0.557 Sold by Starface World

sal acid skincare duo

Category: exfoliator
Why it ranked query-catalog match

Ingredients: s tar wash + salicylic acid (5 fl oz) : pore-clearing salicylic acid, hydrating hyaluronic acid, and soothing glycerin help unclog pores and reduce excess oil as you cleanse. a mica-based, microplastic-free shimmer…

Day + Night Brighten + Plump #3
Grounded score 0.538 Sold by Sunday Riley

Day + Night Brighten + Plump

Category: treatment
Why it ranked query-catalog match

Ingredients: vitamin C (THD ascorbate) and retinol, which work together to improve skin texture and reduce the appearance of fine lines and wrinkles. $34.00 ($53 Value, 36% Savings) KIT INCLUDES: C.E.O. Glow Vitamin C + Turmeric…

Evening product shortlist

Ranked from the skincare product catalog against the evening routine targets.

Bio-Retinol + C Skin Booster - Supersize #1
Grounded score 0.55 Sold by Evolve Organic Beauty

Bio-Retinol + C Skin Booster - Supersize

Category: serum
Why it ranked query-catalog match

Ingredients: Vitamin C to help improve skin radiance by reducing melanin production, bio-retinol from Bidens pilosa to smooth wrinkles and Rosehip Oil to help promote cellular renewal whilst keeping skin nourished and hydrated.

Bio-Retinol + C Skin Booster #2
Grounded score 0.546 Sold by Evolve Organic Beauty

Bio-Retinol + C Skin Booster

Category: serum
Why it ranked query-catalog match

Ingredients: Vitamin C to help improve skin radiance by reducing melanin production, bio-retinol from Bidens pilosa to smooth wrinkles and Rosehip Oil to help promote cellular renewal whilst keeping skin nourished and hydrated.

Clear Up + Hydrate Trio #3
Grounded score 0.532 Sold by First Aid Beauty

Clear Up + Hydrate Trio

Category: cleanser
Why it ranked acne

Ingredients: Salicylic Acid to treat active breakouts and help prevent new breakouts from forming. These pads are formulated to remove surface oil and minimize the appearance of pores while visibly improving skin's overall texture…

Minimal scientific evidence

PMID 32257457 PubMed score 0.986

Topical Treatment of Truncal Acne with Tretinoin Lotion 0.05% and Azelaic Acid Foam.

Truncal acne is present in approximately half of all patients with facial acne but is also occasionally seen in isolation. Important considerations when selecting treatment options for adult female acne, whether on the face, back, chest, or shoulders, include patient compliance, treatment response […]

PMID 25113333 PubMed score 0.977

[Acne vulgaris].

Acne vulgaris is worldwide the most common skin disease. Acne is an inflammatory disorder in whose emergence androgens, PPAR ligands, the IGF-1 signaling pathway, regulating neuropeptides and environmental factors are probably involved. […]

PMID 23062156 PubMed score 0.973

Diagnosis and treatment of acne.

Acne is a chronic inflammatory skin disease that is the most common skin disorder in the United States. Therapy targets the four factors responsible for lesion formation: increased sebum production, hyperkeratinization, colonization by Propionibacterium acnes, and the resultant inflammatory […]

PMID 21880356 PubMed score 0.973

Acne vulgaris.

Acne is a chronic inflammatory disease of the pilosebaceous unit resulting from androgen-induced increased sebum production, altered keratinisation, inflammation, and bacterial colonisation of hair follicles on the face, neck, chest, and back by Propionibacterium acnes. […]

PMID 34812859 PubMed score 0.972

Management of Acne Vulgaris: A Review.

Acne vulgaris is an inflammatory disease of the pilosebaceous unit of the skin that primarily involves the face and trunk and affects approximately 9% of the population worldwide (approximately 85% of individuals aged 12-24 years, and approximately 50% of patients aged 20-29 years). […]

PMID 26078626 PubMed score 0.97

Acne vulgaris.

Acne vulgaris is a chronic inflammatory disease of the pilosebaceous unit and it is observed equally in both sexes and nearly all races. It generally begins at puberty, but the healing period is variable. There is no known etiological factor, except genetic tendency. […]

Safety / caution notes

isopropyl_myristate Graph routing flagged isopropyl myristate for 1 sign(s): a flagged condition
type: graph_trigger source: causal graph

Expanded query: truncal acne, acne Introduction Demographics Causes Clinical features Diagnostic tests Treatment Outlook Acne is a common chronic disorder affecting the hair follicle and sebaceous gland , in which there is expansion an topical treatment ingredient efficacy salicylic acid benzoyl peroxide niacinamide azelaic acid adapalene tretinoin. This demo surfaces literature, graph routing, and label/safety context — not medical advice.