How SymptoSense works

Trust and safety, methodology, and medical sources in one place.

Trust & Safety

How SymptoSense helps keep you safe

It checks red flags first, then presents non-diagnostic information and a clear next step. Emergency escalation does not depend on the AI model alone.

⏱ Latest system snapshot: 2026-10-27 18:05🔒 This page does not expose chat messages, health text, emails, or names — only aggregate indicators.
30verified medical sources
23red-flag safety rules
250automated test files
158conditions with a linked source
🚨

When a red flag appears

The normal flow is interrupted and a clear urgent-care or emergency escalation message is shown instead of continuing with general possibilities.

🔐

Privacy, in plain language

You can use the core tools without exposing your information publicly. Privacy and retention controls are separate, and this trust page never shows personal health text.

📚

Sources and freshness

Content is linked to documented medical sources, with source monitoring when enabled and live coverage indicators from the knowledge base.

🧪

Knowledge-base coverage

These values are computed when the page loads, not typed in by hand.

288 symptoms linked to diseases23 sourced red-flag rules

⚠️ What SymptoSense does not do

  • It does not provide a final medical diagnosis.
  • It does not replace a clinician or emergency services.
  • It does not claim unproven clinical validation.

Want the details?

Open the methodology or medical sources if you want to see how the content is built and how these indicators are calculated.

AI + Data Science + Digital Health

How SymptoSense works

A hybrid health decision-support prototype combining deterministic safety rules, a curated medical knowledge base, explainable matching, and an AI layer for language and interaction. Emergency triage does not depend on a language model alone.

1

Context collection

Symptoms, age, sex, duration, severity, and adaptive follow-ups while preserving the user's original wording.

2

Normalization & matching

Normalizing synonyms to stable concepts, then matching them against the knowledge base in an explainable way.

3

Deterministic safety rules

Red flags are checked before the AI layer, with a deliberately conservative escalation policy for concerning signs.

4

Guidance & sources

Showing risk level, non-diagnostic possibilities, next-step guidance, and sources linked to the information.

🛡️ What does AI do?

AI improves natural-language understanding and interaction when the provider is available. It does not independently decide emergency status, and its output is not treated as a diagnosis. Conservative local fallbacks cover common flows when the provider is unavailable.

🧪 How quality is evaluated

Current evaluation is engineering/pilot evaluation, not a clinical study. Software tests and realistic Arabic queries are used to measure understanding, safety behavior, and failure cases.

  • Share of queries understood with a useful response.
  • Red-flag capture and over-triage cases.
  • Normalization failures with colloquial language and typos.
  • Functional and UI checks across mobile and desktop.

⚠️ Current limitations

Transparency is part of safety: no unproven clinical-accuracy claim is made.

  • Not an approved medical device or diagnostic tool.
  • Not yet clinically validated on a real patient cohort.
  • Conservative safety logic may over-triage some presentations.
  • Independent clinician review is required before any clinical use.

Safety & privacy

Results are educational and designed to be explainable where possible. Red flags appear before possibilities, personal user data is separated from public analytics, and public usage metrics are a limited pilot—not medical validation.

View medical sources

📚 Trusted medical sources

We show verified medical sources used by the knowledge base, with direct references linked to interpretations when available.

Current content coverage

These figures are read from the current knowledge base and update with content; they do not represent diagnostic accuracy.

30

verified sources

158

health conditions/patterns

290

active unique symptom concepts

290

symptoms searchable · 149 detailed topics

520

direct condition-reference links

Organizations and references

The list includes governmental, international, guideline, and specialty sources, ordered by source priority.

NO
NIH Office of Dietary Supplements
Official source
Government health authorityVerified

US government source on vitamins, minerals and supplements.

Last verified: 2026-10-09Visit source ↗
AD
American Diabetes Association
Official source
Other trusted health sourceVerified

Medical organisation specialising in diabetes and standards of care.

Last verified: 2026-10-09Visit source ↗
AA
American Academy of Pediatrics — HealthyChildren
Official source
Other trusted health sourceVerified

American Academy of Pediatrics site for families.

Last verified: 2026-10-09Visit source ↗
NK
National Kidney Foundation
Official source
Other trusted health sourceVerified

Non-profit health organisation focused on kidney disease and kidney tests.

Last verified: 2026-10-09Visit source ↗
T(
Testing.com (formerly Lab Tests Online)
Official source
Other trusted health sourceVerified

Patient-education site explaining what laboratory tests are for and how results are read.

Last verified: 2026-10-09Visit source ↗
JH
Johns Hopkins Medicine
Official source
Academic medical institutionVerified

Academic medical institution publishing health information for patients and clinicians.

Last verified: 2026-10-09Visit source ↗
CC
Cleveland Clinic
Official source
Academic medical institutionVerified

Academic medical centre publishing clinician-reviewed patient health articles.

Last verified: 2026-10-09Visit source ↗
SM
Saudi Ministry of Health
Official source
Government health authorityVerified

Official Saudi local reference for health consultation and care navigation through MOH 937 services.

Last verified: 2026-09-26Visit source ↗
AA
American Academy of Dermatology
Official source
Other trusted health sourceVerified

A dermatology professional organization publishing patient education on skin, hair, and nail conditions.

Last verified: 2026-09-21Visit source ↗
AH
American Heart Association
Official source
Other trusted health sourceVerified

A nonprofit health organization publishing cardiovascular education and guidance.

Last verified: 2026-09-21Visit source ↗
OO
Office on Women's Health
Official source
Government health authorityVerified

The U.S. HHS Office on Women's Health, providing trusted women's health education.

Last verified: 2026-09-21Visit source ↗
N
NIAMS
Official source
Government health authorityVerified

A U.S. NIH institute focused on arthritis, musculoskeletal, and skin diseases.

Last verified: 2026-09-21Visit source ↗
N
NIDCR
Official source
Government health authorityVerified

A U.S. NIH institute focused on oral, dental, and craniofacial health.

Last verified: 2026-09-21Visit source ↗
A
ACOG
Official source
Clinical guideline bodyVerified

A professional obstetrics and gynecology body publishing evidence-based guidance and patient education.

Last verified: 2026-09-20Visit source ↗
N
NICHD
Official source
Government health authorityVerified

A U.S. NIH institute publishing research-based information on reproductive, maternal, child, and developmental health.

Last verified: 2026-09-20Visit source ↗
N
NIDCD
Official source
Government health authorityVerified

A U.S. NIH institute focused on hearing, balance, smell, taste, and communication disorders.

Last verified: 2026-09-20Visit source ↗
N
NIAID
Official source
Government health authorityVerified

A U.S. NIH institute focused on allergy, immunology, and infectious diseases.

Last verified: 2026-09-20Visit source ↗
NI
National Institute of Mental Health (NIMH)
Official source
Government health authorityVerified

A U.S. NIH institute focused on mental health and research-based information about mental disorders.

Last verified: 2026-09-20Visit source ↗
NE
National Eye Institute (NEI)
Official source
Government health authorityVerified

A U.S. NIH institute focused on eye health and eye diseases, publishing reviewed educational information.

Last verified: 2026-09-20Visit source ↗
N
NICE
Official source
Clinical guideline bodyVerified

A UK national body publishing evidence-based clinical guidance for health and care.

Last verified: 2026-09-20Visit source ↗
N
NINDS
Official source
Government health authorityVerified

A U.S. NIH institute focused on neurological disorders and stroke.

Last verified: 2026-09-20Visit source ↗
N
NHLBI
Official source
Government health authorityVerified

A U.S. NIH institute focused on heart, lung, and blood conditions.

Last verified: 2026-09-20Visit source ↗
N
NIDDK
Official source
Government health authorityVerified

A U.S. NIH institute publishing expert-reviewed information on digestive, kidney, and urologic conditions.

Last verified: 2026-09-20Visit source ↗
M
MedlinePlus
Official source
Government health authorityVerified

A consumer health resource from the U.S. National Library of Medicine.

Last verified: 2026-08-28Visit source ↗
MC
Mayo Clinic
Official source
Academic medical institutionVerified

A nonprofit academic medical institution publishing educational information about symptoms and conditions.

Last verified: 2026-08-27Visit source ↗
C
CDC
Official source
Government health authorityVerified

A U.S. public-health agency publishing authoritative disease, prevention, and safety guidance.

Last verified: 2026-08-27Visit source ↗
N
NHS
Official source
National health serviceVerified

The United Kingdom's National Health Service and a public source of accessible health guidance.

Last verified: 2026-08-27Visit source ↗
WE
WHO EMRO
Official source
International health organizationVerified

WHO's Regional Office for the Eastern Mediterranean and a source of regional health guidance.

Last verified: 2026-08-27Visit source ↗
W
WHO
Official source
International health organizationVerified

The United Nations agency responsible for international public-health guidance and policy.

Last verified: 2026-08-27Visit source ↗
SM
Saudi Ministry of Health
Official source
Government health authorityVerified

Saudi Arabia's official government source for health information, services, and public guidance.

Last verified: 2026-08-27Visit source ↗