Clarity by Health AI

Health Intelligence.
Actually Validated.

Most consumer health AI tools are optimized for engagement – not accuracy. Clarity checks supplement, skincare, and food ingredient safety using the same validation discipline Health AI applies to clinical systems. Built for breastfeeding moms who need answers they can actually trust.

"The standard for AI that informs a health decision should not be lower because the user is a consumer, not a clinician."
70%
of breastfeeding women report no reliable resources on ingredient safety – including from their own cliniciansBMC Complementary Medicine, population-based survey
57%
of US breastfeeding mothers use herbal supplements – most without any clinical guidance on safetyJournal of the Academy of Nutrition and Dietetics, 2023 (n=1,294)
1,000+
validated ingredients — each assessed across 15+ safety dimensions including lactation, pregnancy, toddler safety, histamine, DAO, CMPA, ADHD-linked additives, and heavy metals. This is the knowledge layer that makes Clarity different.Clarity validation database · continuously enriched · healthai.com/clarity
🤱 Lactation Safety Overall safety rating during breastfeeding – sourced from LactMed, DSLD, and InfantRisk
🧬 Histamine Signal Whether ingredient contains high histamine or triggers histamine release – affects sensitivity postpartum
⚗️ DAO Enzyme Whether ingredient inhibits diamine oxidase – the enzyme that breaks down histamine in the gut
🌙 Cycle Phase Caution flags by menstrual cycle phase – estrogen peaks at ovulation drive histamine sensitivity
Why We Built This

What I Wish I Had During Postpartum Brain Fog

There's a particular kind of panic that hits at 2:07 a.m. You're half-asleep, your baby's finally down, and you're holding a bottle of supplements you barely remember ordering – wondering if one of them is going to mess with your milk.

I was looking for a reliable breastfeeding supplement safety checker – but it didn't exist. I remember flipping the bottle over, scanning the ingredient list like it was written in another language. Sunflower lecithin, ashwagandha extract, "natural flavors," magnesium bisglycinate.

I just wanted to know if it was safe while nursing – not spend 30 minutes parsing Reddit threads. I opened four tabs. Found conflicting advice. Closed them all.

That night – groggy, postpartum, trying to be responsible – I realized I didn't need more opinions. I needed a tool built on actual science. Meet Clarity: a quiet little scanner that decodes ingredient labels – supplements, skincare, and food additives – for lactation safety, histamine response, DAO enzyme interaction, and cycle-phase sensitivity. Built by a research scientist who has studied these systems for over a decade.

5 Things the Internet Gets Wrong
"The internet loves bold claims about lactation supplement safety – but if you've ever tried fact-checking at 3am, you know not all advice is reliable."
  • "Natural = safe." Plenty of herbs interfere with milk supply – sage, peppermint, parsley, turmeric in high doses.
  • "If it's sold at Whole Foods, it's fine." Most supplements are not tested for breastfeeding safety – even the pretty ones.
  • "You'll know if your baby reacts." Not always. Some reactions show up hours or days later.
  • "Your skincare doesn't affect your baby." Topical ingredients can absorb transdermally. Retinoids, oxybenzone, and certain preservatives warrant a second look.
  • "The label tells you everything." Labels tell you what's in it. Not whether it's safe for you, right now.
Try Clarity

Ask a question. See the evidence.

Enter an ingredient, supplement, skincare product, or food additive. Clarity returns an evidence-grounded safety analysis – not a generic summary.

Or use the floating button at bottom-right of this page.

Why people trust it

Built to be trusted. Not just used.

Trust in a health tool isn't given – it's earned through transparency, source traceability, and the honesty to say when evidence is limited.

"I finally felt like I had something I could trust. It cited sources. It told me when it wasn't sure. That's all I wanted."

– Mia R., postpartum mom

"As an RN I've looked at a lot of health tools. This is the first one I'd actually recommend to a patient. It tells you when it doesn't know."

– Kendra M., RN
📄
Source traceability
Every verdict links to LactMed, DSLD, or a PubMed PMID. You can verify it yourself.
⚖️
Honest uncertainty
When evidence is limited, Clarity says so. A tool that admits uncertainty is more trustworthy than one that doesn't.
🔬
Built by a PhD
Developed by a research scientist with 15 years studying these compounds. Not a startup feature – a scientific tool.
🏥
Primary sources only
LactMed, DSLD, InfantRisk, MilkSafe, DermNet, PubMed. Not aggregated blogs or unreviewed content.
🔄
Consistent answers
Database-first architecture means the same query gets the same answer every time. Not a stochastic language model output.
🚫
No engagement optimization
Designed to give you what you need and tell you when to see a clinician. Not built to keep you scrolling.
What Clarity Does

Six capabilities. One standard.

Precision analysis for questions where evidence quality actually matters – supplements, skincare, food ingredients, and the protocols you're following.

Capability 01

Supplement & Botanical Safety

1,000+ ingredients assessed — herbs, vitamins, minerals, amino acids, enzymes, hormones, and food additives. Evidence-graded with Gold, Silver, and Bronze tiers. 658 cross-referenced against LactMed or InfantRisk.

  • LactMed, InfantRisk, & MilkSafe sourced verdicts
  • Galactagogue and anti-galactagogue flags
  • 28 clinically curated ingredient interactions
  • Breast milk transfer risk rating (Low/Medium/High)
Capability 03

Histamine & DAO Enzyme Analysis

The only consumer tool that simultaneously flags histamine content AND DAO enzyme inhibition – the combination that determines real-world histamine load, not just ingredient-level risk.

  • Histamine liberator classification with severity rating
  • DAO inhibitor flag with severity — compounds the histamine effect
  • Infant sleep impact — histamine is wake-promoting via breast milk
  • Cycle-phase modulation — ovulation peak sensitivity
Capability 04

Protocol & Evidence Review

Assess a supplement stack or skincare routine against published evidence – what's supported, what's preliminary, what's risky in combination.

  • Evidence mapping across each protocol element
  • Study design assessment – RCT, cohort, in vitro
  • Cumulative dose and combination risk flags
  • Questions to bring to your clinician
Capability 05

CMPA & Allergen Safety

Full cross-reactivity mapping for cow's milk protein allergy across mammalian milks. Safe alternatives documented. FDA Big 9 allergen classification for every ingredient.

  • Cow → goat → sheep → buffalo cross-reactivity chain
  • CMPA-safe alternatives: pea protein, rice protein, oat, hemp
  • A2 milk flagged as not CMPA-safe
  • Big 9 and emerging allergen classification
Capability 06

Pregnancy & Toddler Safety

Separate pregnancy verdicts with trimester-specific cautions. Toddler safety ratings with ADHD-linked additive flagging, heavy metal alerts, and pediatric dose guidance.

  • Pregnancy ≠ breastfeeding — separate verdicts for each
  • ADHD-linked additives: artificial colors, BHA, BHT, TBHQ
  • Heavy metals: arsenic in rice, cadmium in cocoa, lead in spices
  • 28 clinically curated ingredient interactions
Operational Proof

The Spinach Test: How Multi-Axis Classification Works in Practice

A user queries spinach. A generic tool returns "generally safe." Clarity returns six simultaneous signals: High histamine content, Does not inhibit DAO enzyme, Use with caution during Ovulation, Safe for pregnancy, Safe for toddlers (but oxalate-rich), and No heavy metal concern.

That distinction matters. Spinach is a histamine liberator – but because it doesn't inhibit DAO, the body can still clear histamine normally. The risk profile is different from an ingredient that does both. Clarity also flags that it's oxalate-rich, which matters for toddler kidney health. No other consumer tool makes these distinctions simultaneously.

This is the cross-column inference layer. Same ingredient, six dimensions, one calibrated output. Database-first, consistent every time.

SignalGeneric ToolClarity
VerdictGenerally safe⚠ Caution
HistamineNot flagged🔴 High histamine
DAO enzymeNot checked✓ Does not inhibit
Cycle phaseNot checked🌙 Caution: Ovulation
PregnancyNot checked✓ Safe
ToddlerNot checked⚠ Safe (oxalate-rich)
SourceGPT summaryDB validated · Gold tier
The Fenugreek Problem

Same question. Two wrong answers.
Until we fixed it.

Before the database-first architecture, the same breastfeeding supplement query returned a different verdict every session — Safe one time, nothing the next. No change in evidence. Just a language model sampling differently. Here's the before and after.

✓ After the fix
Clarity validated result showing Caution verdict with histamine, DAO enzyme, and cycle-phase evidence pills – database-first architecture, Health AI
Validated Same answer every time
Before the fix
ChatGPT only results incorrectly listing fenugreek as safe during lactation – no evidence grading
Safe Wrong — GPT only
Before the fix
ChatGPT only result showing inconsistent verdict on breastfeeding supplement safety – no database
No Badge Ambiguous — GPT only

The database-first architecture means the breastfeeding supplement verdict is pulled from validated rows — not regenerated each session. GPT is invoked only when an ingredient has no database record. The fix eliminated verdict variance for 1,000+ validated ingredients.

What Makes It Different

Six things no other health AI tool does.

Evidence StandardPeer-reviewed literature and primary sources – not aggregated content from unreviewed forums or platforms with undisclosed training data.
Uncertainty Is ExplicitWhen evidence is limited or contested, Clarity says so. Confidence calibration is a design requirement, not a liability hidden in fine print.
RIGOR™ ValidatedBuilt on the same methodology Health AI applies to regulated clinical and enterprise AI systems. The framework does not change because the end user is a consumer.
Designed for DecisionsNot optimized to keep you on the platform. Designed to give you what you need – and tell you when to talk to a clinician instead.
Under the Hood

The RIGOR™ Framework, Applied to Consumer Health AI

The same five-pillar validation discipline that governs deployment-grade clinical AI is the standard Clarity is built to. Not a governance disclaimer added afterward – methodology embedded from the start.

R

Requirements – Scope and Limits Are Formally Defined

What Clarity answers, and what it explicitly does not.

Clarity's scope is formally bounded: ingredient evidence evaluation, protocol review, and study interpretation. It does not diagnose, prescribe, or replace clinical judgment. These are not legal disclaimers – they are specified requirements that shape every response.
I

Implementation – Source Architecture Is Documented

Evidence provenance is traceable, not assumed.

The knowledge base Clarity draws on is structured around primary literature with documented inclusion criteria. Sources are evaluated by study design quality, reproducibility, and population relevance. Gold tier: MilkSafe cross-referenced with PMID citations. Silver: PubMed confirmed. Bronze: GPT-synthesized, flagged for expert review.
G

Governance – Uncertainty Is Structurally Represented

Confidence calibration is a design requirement, not an afterthought.

Every Clarity output is governed by an explicit uncertainty layer. Where evidence is strong, it says so. Where evidence is limited, preliminary, or contested, the response reflects that – not as a blanket caveat, but as a calibrated signal specific to the question.
O

Operational Proof – Validated Against Expert Review

Performance tested before deployment, not after user complaints.

Clarity outputs were reviewed against expert assessment before deployment. Structured evaluation identified gaps and failure modes – including documented cases where GPT-only responses produced inconsistent verdicts that the database-first architecture resolved. 1,000+ validated ingredients. 900+ PMID-cited. Evidence tiered by source quality. 658 Gold-tier with primary source verification.
R

Runtime Monitoring – Accuracy Is Tracked, Not Assumed

Deployment is not the end of accountability.

Clarity includes an active feedback and monitoring layer. Outputs flagged by users trigger re-evaluation of the relevant knowledge base component. Literature updates are incorporated on a defined review cycle.
How Clarity Compares

Not all health AI is the same.

The consumer health AI market is growing fast. The validation standards are not keeping pace.

CapabilityClarityTypical Health AI AppsGeneral LLMs
Supplement + skincare + food ingredient checkingPartial
Histamine + DAO enzyme dual classification
Cycle-phase sensitivity flags
Evidence quality signals on every output
Consistent verdicts – database-first architecture
PubMed citations per ingredient
Formally validated methodology (RIGOR™)
"A consumer health tool that cannot show you the evidence behind what it tells you is not a health tool. It is a confidence generator."
– Olga Lavinda, PhD, CEO, Health AI
The Connection Most Tools Miss

Could your diet be affecting
your baby's sleep?

Most breastfeeding safety tools stop at lactation. They tell you if something transfers to breast milk. They don't tell you what happens after it does.

Histamine from high-histamine foods and supplements transfers into breast milk. Infants have the same H1 receptors that promote wakefulness in adults — in the same way antihistamines cause drowsiness, histamine promotes alertness. A mother eating high-histamine foods in the evening may be a contributing factor to why her baby is harder to settle at night.

This is not a diagnosis. Individual responses vary, and many factors affect infant sleep. But if you're noticing patterns — fussiness, gassiness, difficulty settling, or eczema that seems to correlate with feeds — histamine load is worth exploring with your provider.

The same mechanism explains why some infants flagged as CMPA-reactive (cow's milk protein allergy) only partially improve on dairy-free diets. If histamine — not protein — is the driver, removing dairy doesn't solve it. Clarity checks for both dimensions.

High histamine foods to check
Fermented foods (yogurt, kefir, kimchi), aged cheese, spinach, tomatoes, vinegar, wine, cured meats, some protein powders, and certain botanical supplements.
DAO inhibitors to check
Alcohol, energy drinks, certain teas, some antibiotics, and specific supplements can inhibit DAO — the enzyme that clears histamine. Combined with a high-histamine meal, the effect compounds.

"I had no idea spinach was high in histamine. I was having it every day thinking it was healthy. Clarity flagged it — and it was the first thing that helped me make sense of the pattern."

– Clarity user, postpartum
Industry Context

"Governance is a stronger predictor of success in healthcare AI than model performance or investment level."

Healthcare AI industry analysis, 2025
The Deployment Problem

"A large proportion of healthcare AI pilots still fail to scale due to unresolved governance and validation gaps — not technology gaps."

Healthcare AI industry analysis, 2025

Clarity is built to be the exception: a consumer health AI tool where the governance came first, not after the complaints.

Common Questions

FAQ

What are 1,000+ validated ingredients?

Each entry in Clarity's database is a fully explored safety profile — not just a data point. For every ingredient, 15+ dimensions are investigated simultaneously: lactation safety, pregnancy safety, toddler safety, histamine signal, DAO enzyme interaction, cycle-phase sensitivity, CMPA cross-reactivity, ADHD-linked additive risk, heavy metal contamination, allergen classification, and more. The connections between them are mapped, the evidence is tiered by source quality, and PubMed citations are attached. 658 ingredients are Gold-tier, cross-referenced against LactMed, InfantRisk, or MilkSafe.

Could my diet be making my baby fussier or harder to settle?

Possibly — and it's worth exploring. Histamine from high-histamine foods transfers into breast milk. Infants have the same H1 receptors that promote wakefulness in adults. If you're noticing patterns in your baby's behavior after certain feeds, histamine load from your diet may be a factor worth discussing with your provider. Common sources include fermented foods, aged cheese, spinach, tomatoes, and certain supplements. This is not a diagnosis — individual responses vary — but Clarity flags histamine and DAO status so you can check specific ingredients you eat regularly.

What is histamine intolerance and why does it matter postpartum?

Histamine intolerance occurs when the body cannot clear histamine fast enough — leading to symptoms like headaches, flushing, congestion, and GI distress. The enzyme diamine oxidase (DAO) clears dietary histamine. Some ingredients trigger histamine release; others block DAO — compounding the load. Postpartum hormonal changes can affect DAO activity, making histamine sensitivity more pronounced in the months after birth. No other free consumer tool checks both histamine content and DAO inhibition simultaneously per ingredient.

Can I check my skincare ingredients while breastfeeding?

Yes — this is one of Clarity's core capabilities. Over 100 skincare actives are validated in the database, including retinoids, chemical sunscreen filters (oxybenzone, octinoxate), AHAs, BHAs, preservatives, and topical antibiotics. Some topical ingredients absorb transdermally and can transfer to breast milk. Paste your full ingredient list and Clarity returns a verdict per ingredient based on available evidence.

Is there a supplement that reduces milk supply I should know about?

Several ingredients are classified as anti-galactagogues — they may reduce breast milk supply. These include sage, peppermint in large amounts, parsley, and turmeric at high doses. These sometimes appear as fillers or flavoring agents in wellness products not marketed for lactation. Clarity flags anti-galactagogue status explicitly. If you're experiencing a supply drop that seems unexplained, checking your current supplements and foods is a logical first step.

How is this different from asking ChatGPT?

General AI tools are optimized for average performance across millions of queries. Clarity is built for consistency and accuracy on a specific clinical question. Before the database-first architecture was implemented, the same breastfeeding supplement query returned three different verdicts across sessions — Safe, Ambiguous, Caution — with no change in evidence. Clarity queries a validated database before invoking AI, so the same question returns the same answer every time. The case study is documented on this page with screenshots.

How does cycle phase affect supplement safety?

Hormone fluctuations across the menstrual cycle affect how the body responds to certain ingredients. During ovulation, peak estrogen drives histamine sensitivity — making high-histamine foods and liberators more likely to cause symptoms. During the luteal phase, stimulants and certain adaptogens may amplify their effects. Clarity flags which cycle phases warrant caution for each ingredient, based on endocrinology literature. As your cycle returns postpartum, these signals become increasingly relevant.

Is the evidence in Clarity peer-reviewed?

Yes. Clarity draws from LactMed (NIH), DSLD (NIH Dietary Supplement Label Database), InfantRisk, MilkSafe, DermNet, and peer-reviewed pharmacology journals. Evidence is tiered: Gold (cross-referenced against LactMed, InfantRisk, or MilkSafe with PMID citations), Silver (PubMed confirmed), Bronze (GPT-synthesized, flagged for expert review). 900+ of the 1,000+ validated ingredients have PubMed citation IDs attached. 658 are Gold-tier. Every response reflects the source tier — so you know exactly what kind of evidence you're looking at.

Is goat milk safe for a baby with cow's milk protein allergy (CMPA)?

No. Goat milk shares approximately 90% casein protein homology with cow's milk. Most infants with CMPA will also react to goat milk, sheep milk, and buffalo milk. Clarity maps CMPA cross-reactivity across all mammalian milks and flags safe alternatives — including pea protein, rice protein, oat milk, and hemp protein. A2 milk is also flagged as not CMPA-safe despite marketing claims, because it still contains bovine casein and whey.

Which food dyes and additives are linked to ADHD in children?

Clarity flags ADHD-linked additives based on the Feingold Association list, Southampton Six research, and CSPI ratings. Key flagged ingredients include FD&C Red 40, Yellow 5 (Tartrazine), Yellow 6 (Sunset Yellow), Red 3 (Erythrosine), Blue 1, Blue 2, BHA, BHT, TBHQ, sodium benzoate, and calcium propionate. Several of these require warning labels in the EU but remain approved in the US. Clarity rates each additive for toddler safety separately from adult safety.

Does Clarity check for heavy metals in baby food ingredients?

Yes. Clarity flags ingredients with known heavy metal contamination risks — including rice products (arsenic), cocoa/chocolate (cadmium), turmeric and spices (lead), bone broth (lead), and spirulina (varies by source). Each flagged ingredient includes a bioaccumulation risk rating and specific guidance for infant and toddler consumption.

Does Clarity check pregnancy safety separately from breastfeeding?

Yes — this is a critical distinction most tools miss. An ingredient can be safe during breastfeeding but risky during pregnancy (or vice versa). Clarity provides separate pregnancy safety verdicts with trimester-specific cautions. For example, some herbs are uterine stimulants (avoid in pregnancy) but galactagogues (helpful for milk supply postpartum). Clarity flags both, with different verdicts for each context.

Can histamine in my diet affect my baby's sleep through breast milk?

Research suggests it can. Histamine is a wake-promoting neurotransmitter. High-histamine foods (aged cheese, fermented foods, cured meats, wine, spinach) can raise histamine levels in breast milk. Infants have H1 receptors that promote wakefulness. Clarity flags histamine liberators and DAO inhibitors — ingredients that raise histamine or block its clearance — and notes the potential infant sleep impact for each ingredient.

What is the safest protein powder while breastfeeding with CMPA?

Pea protein is the most commonly recommended CMPA-safe protein source. It has no cross-reactivity with cow's milk proteins. Rice protein is the most hypoallergenic option. Hemp protein is also CMPA-safe with no legume or nut cross-reactivity. Soy protein is not recommended as a CMPA alternative because 10-15% of CMPA infants also react to soy. Whey and casein protein powders must be completely eliminated during CMPA. Clarity provides detailed CMPA cross-reactivity mapping for all protein sources.

Go Deeper

Want the methodology behind the tool?

The RIGOR™ Framework is publicly available – including the full five-pillar lifecycle model and its alignment with NIST, FDA, and EU AI Act standards.

View the RIGOR™ Framework Talk to Health AI
Clarity by Health AI

Built By

Olga Lavinda, PhD

CEO of Health AI and research scientist specializing in AI validation, polypharmacology, and translational science. Dr. Lavinda developed Clarity from her research background in polypharmacology, chemometrics, and NIH-funded translational science – applying the same validation rigor to consumer health intelligence that she applies to clinical and enterprise AI systems.  healthai.com · LinkedIn · @OlgaLavindaPhD

The Clarity dataset is continuously enriched from primary literature sources including LactMed (NIH), DSLD (NIH Dietary Supplement Label Database), MilkSafe, InfantRisk, DermNet, and peer-reviewed pharmacology journals. Evidence is tiered by source quality. All enrichment scripts are version-controlled and all changes are verified against primary sources before deployment.

Health AI · Clarity Home · Try Clarity · RIGOR™ Framework · Programs · Assessment · Insights · Contact

Olga Lavinda, PhD · CEO, Health AI · © 2026 Health AI LLC. RIGOR™ is a trademark of Health AI.

Clarity is an informational tool and does not constitute medical advice. Consult a qualified healthcare provider before making decisions about supplements, medications, or health protocols.