The Most Loved Baby Eczema Product in Parenting Communities. Invisible to Every AI Agent.

Executive Summary

• Brand: Tubby Todd is a DTC baby skincare brand. The All Over Ointment is a cult product for baby eczema, with passionate word-of-mouth from parents.
• AI visibility score: 2/150 (1%) — the widest gap between community reputation and AI visibility measured
• The pattern: Enormous word-of-mouth authority in channels AI agents cannot access (Facebook groups, Reddit, Instagram). Pharmaceutical brands with dermatologist endorsements own every eczema query.
• Key competitor gap: Aveeno Baby, CeraVe Baby, Vanicream, Eucerin Baby, Cetaphil Baby — decades of clinical authority. The most pharmaceutical-dominated category audited.
• Root cause: No aggregateRating in structured data despite active reviews, descriptions use parent-to-parent voice rather than clinical-adjacent language, 3.4/5 Trustpilot with only 4 reviews
• Fix complexity: High — requires building a clinical authority layer alongside data improvements

The brand

Tubby Todd's All Over Ointment is a cult product. Parents recommend it daily in Facebook groups, Reddit threads, and Instagram comments. "This saved my baby's skin." "Nothing else worked until we tried this." The word-of-mouth is real, passionate, and ongoing.

The test

I ran 150 automated AI visibility tests across ChatGPT, Gemini, and Copilot — five queries covering baby eczema treatments, fragrance-free baby lotion, natural baby skincare, baby bath products, and sensitive skin solutions.

The results

• ChatGPT: 0/50. Ask what lotion to use for a baby with eczema and you get Aveeno Baby Eczema Therapy, CeraVe Baby, Vanicream, Eucerin Baby. Pharmaceutical brands with dermatologist endorsements.
• Gemini: 0/50. Unusual — Gemini typically shows broader DTC awareness. In baby skincare, it knows nothing beyond the pharmaceutical defaults.
• Copilot: 2/50 (4%). Two appearances on the fragrance-free baby lotion query, at position four behind Aveeno Baby, CeraVe Baby, and Cetaphil Baby.

The tag data makes this even more striking. The All Over Ointment has 28 tags — the most extensive tag set in the baby category. Tags include "eczema", "cradle cap", "dry skin", "baby acne", "dry scalp", even misspelling variants "excema" and "exema." Purchasing context: "HSA/FSA" eligible. This is deliberate, thoughtful tagging.

And it produced 0% visibility for the eczema query. Zero out of 30 across all three platforms.

Why this is happening

Tags are not authority.

When a parent asks an AI agent about baby eczema, the agent is not running a keyword match against Shopify product tags. It is synthesising from editorial roundups, clinical resources, dermatologist recommendations, and product databases.

Aveeno Baby Eczema Therapy has "dermatologist recommended" backed by institutional relationships. CeraVe Baby has ceramide-based formulation endorsed by dermatological research. These are authority signals that AI agents weigh heavily when the query involves a medical condition.

Tubby Todd has parent testimonials. Passionate, genuine, numerous. But AI agents do not scrape Facebook groups. The word-of-mouth authority that drives the actual business operates in a channel AI agents cannot access.

The descriptions are actually above average — 79 to 112 words per product. The All Over Ointment at 112 words is the most detailed baby product description in the audit set. But they lack clinical-adjacent language. No dermatologist testing mentioned. No clinical studies. No safety certifications. The descriptions speak parent-to-parent — the right voice for the brand but the wrong signal for AI agents evaluating medical-adjacent claims.

No aggregateRating on any product despite an active on-site review system. The social proof that drives the business is not machine-readable.

What Tubby Todd could do, in priority order

Phase 1 (quick wins):

• Add aggregateRating to every product in JSON-LD — make the on-site review data machine-readable
• Claim the Trustpilot profile and direct the passionate community to leave external reviews
• Add clinical-adjacent language to descriptions where truthful — dermatologist recommendations, safety certifications, ingredient efficacy data

Phase 2 (medium effort):

• Pursue editorial roundup inclusion for "best baby eczema cream" and "best natural baby lotion" — these are the sources AI agents synthesise from
• Build dermatologist partnerships — formalise endorsements into citable authority

Phase 3 (longer term):

• Create authoritative eczema content on-site — a genuine resource on baby eczema, not just a product page
• Build the clinical authority layer that bridges parent testimonials and institutional endorsement

Close

Baby skincare for medical conditions is the most pharmaceutical-dominated category audited. Aveeno Baby, CeraVe Baby, Cetaphil Baby, Eucerin Baby, and Vanicream form a wall of clinical authority.

The All Over Ointment does not need better tags. It has the best condition-specific tags in the category. It needs the authority layer that tells AI agents those tags are backed by something more than a Shopify product field.

Community love is real. But until it is translated into the formats that AI agents consume, it stays in the Facebook groups where AI agents will never find it.