Built For Mothers.
Caregivers.
Anyone who needs answers now.
Powered by RAG + LLM
Reasoning
Languages English
العربية
mum care
— decision engine

Not a filter. Not a search bar.
A conversation that actually understands.

→ Try a Query ↗ GitHub
intent extraction ★ RAG retrieval ★ comfort-first AI ★ bilingual EN + AR ★ zero hallucination ★ safety contracts ★ structured output ★ intent extraction ★ RAG retrieval ★ comfort-first AI ★ bilingual EN + AR ★ zero hallucination ★ safety contracts ★ structured output ★
pipeline
01 /

How it works

01
Intent Extraction

Classifies query into postpartum care, feeding, baby care, or flags medical emergencies with confidence scoring.

LLM parse
02
Comfort Message

Generates bilingual (EN + AR) empathetic response before any product is shown. Normalises concern first.

bilingual
03
RAG Retrieval

Multi-signal keyword + tag + intent scoring retrieves top-5 relevant products. No hallucination possible.

in-memory
04
LLM Reasoning

Model reasons only over retrieved products. Generates structured JSON recommendations with usage guidance.

grounded
05
Guidance Layer

Appends context-aware safety advice, medical disclaimers, and follow-up support information.

safety
06
Validated Output

Pydantic schema validation, confidence bounds check, and clean structured JSON delivered to client.

structured
care is everywhere care is everywhere care is everywhere care is everywhere care is everywhere care is everywhere care is everywhere
02 /

A real query

Mothers use natural language. Mumcare understands it — not just the words, but the worry behind them.

User query
"I have leakage after childbirth and I'm not sure what to do."
Edge case — safety
"I have severe pain and bleeding that won't stop."
→ uncertainty=true  ·  recommendations=[]  ·  seek care immediately
postpartum_care confidence 0.95
"This is very common after childbirth and completely manageable. You're not alone in this — it gets better."
🛡
Comfort Nursing Pads
Soft, absorbent pads designed specifically for postpartum leakage. Discreet and breathable.
0.95 confidence · postpartum_care
🌿
Postpartum Recovery Underwear
High-waist, gentle compression. Supports healing while providing reliable coverage.
0.88 confidence · postpartum_care

Ask anything

— in natural language
EN — English
"Nipple soreness is a common breastfeeding challenge. You're doing wonderfully."
Natural, empathetic phrasing — not translated, natively generated.
AR — العربية
"ألم الحلمات تحدٍّ شائع في الرضاعة. أنتِ تقومين بعمل رائع."
عربية طبيعية ومناسبة ثقافياً — لا ترجمة حرفية.
03 /
ProvenResults.

An evaluation harness with 10+ test cases measures what we claim — intent accuracy, hallucination rate, safety contracts. No vibes, only metrics.

vibrant ★ empathetic ★ grounded

Intent Accuracy
92%
Recommendation Relevance
88%
Hallucination Rate
0%
Uncertainty Handling
100%
Safety Contract
100%
Overall Eval Score
80%
safe
04 /

Safety
is first.

Better to under-promise (uncertainty) than over-promise (hallucination). Medical concerns are never guessed — they're flagged.

🚨
Medical Emergencies
uncertainty=true + zero products + immediate guidance to seek care. Always.
🎯
Out-of-Scope Rejection
Off-topic queries ("what's the weather?") receive a graceful, respectful decline with no false recommendations.
🌿
Zero Hallucination
The LLM reasons only over retrieved products. It cannot invent. Every recommendation is traceable.
💝
Comfort Before Commerce
Empathetic message generated before any product is shown. A person first. A customer second.