Health prediction engine
Combines heart rate, SpO₂, skin temperature, weather, crowd density and exertion to predict heat exhaustion 12–18 minutes before symptoms appear, using gradient-boosted models refined on real pilgrimage seasons.
Labbayk AI
The intelligence that watches over every pilgrim.
Labbayk AI is not a chatbot wrapper. It is a system built for the pilgrimage environment — to predict health risk, recognise rites from motion, answer religious questions with citation, and keep families connected when the networks give way.
12–18 min
Heat-exhaustion warning before symptoms
10+
Languages for guidance and duʿās
0.3 s
Mesh relay hop between devices
100%
Answers delivered with a citation
Architecture
Five systems. One purpose: protect the pilgrim.
They share one model of the journey, so a health alert knows which rite you were performing and the guidance knows how tired you are.
Rite recognition
Reads accelerometer and gyroscope data from the ring to detect which rite is under way — Ṭawāf, Saʿī, ṣalāh or rest — and advances the guidance without the pilgrim touching a screen.
AI shaykh
Answers religious questions in ten languages through retrieval over graded ḥadīth collections and classical fiqh texts. Every answer carries its citation and chain of narration, built with qualified scholars rather than scraped from the web.
Behavioural personalisation
Learns each pilgrim's walking pace, rest frequency, prayer timing and health baseline, then tunes when and how firmly it intervenes.
Mesh network intelligence
Optimises relay paths through the crowd, predicts where the network will fail, and ensures critical packets still reach the cloud in the densest hours around the Ḥaram.
Offline first
It has to work when nothing else does
Makkah's cellular capacity collapses at exactly the moments that matter. Every safety-critical path runs on the device, and syncs later.
Health inference, rite recognition, prayer times, Qiblah, SOS.
Location and emergency packets relayed device to device over 30 metres.
Long-horizon analytics, family dashboard, institutional rollups.
Ethics
AI that respects your faith and your privacy
A pilgrim in iḥrām is not a data subject to be optimised. These are commitments we hold ourselves to, and that regulators can audit.
Scholar-verified, never original fatwā
The AI cites its sources and refers personal rulings to a qualified scholar. It offers guidance, and says so plainly.
Health data encrypted on the device
Telemetry is encrypted before it ever leaves the ring, and decrypted only for the people the pilgrim named.
No data sold, ever
There is no advertising business and no data brokerage in this company, in any tier.
Families control sharing
The pilgrim decides who sees what, and can withdraw any consent at any time.
Explainable decisions
Every alert records the readings that triggered it, so a medic or a regulator can audit the reasoning.
Seasonal expiry
Location and health telemetry are purpose-bound and expire when the season closes.
Try it
Ask it something in the app.
Open the pilgrim companion and put a question to Labbayk AI — you will see the citation before you see the confidence.