SAM AI
About SAM AI

AI-powered diagnostics
built for early detection

SAM AI — Smart Adaptive Medical AI — is an educational platform that leverages machine learning to assist in early detection of critical health conditions including heart disease, diabetes, liver disease, and cancer.

5AI Modules
5Clinical Datasets
100%Stateless & Private

Mission

Why SAM AI exists

Three core principles guide every design and engineering decision.

Early Detection

Detecting disease earlier saves lives. SAM AI surfaces risk signals before symptoms become critical, giving users time to act.

Accessible AI

Clinical grade machine learning should not be locked behind paywalls. SAM AI is entirely free and requires only a browser.

Evidence Based

Every model is trained on peer reviewed clinical datasets — Cleveland Heart, PIMA Indian, ILPD, and Wisconsin Breast Cancer.

ML Technology

The models behind SAM AI

Five independently trained classifiers, each optimised for its clinical domain.

Heart Disease
Gradient Boosting
DatasetCleveland Heart Dataset
Accuracy87%
Features13 inputs
Liver Health
Random Forest
DatasetILPD (Indian Liver)
Accuracy79%
Features10 inputs
Diabetes Female
Logistic Regression
DatasetPIMA Indian Diabetes
Accuracy81%
Features8 inputs
Diabetes Male
Decision Tree
DatasetUCI Diabetes Symptom
Accuracy93%
Features16 inputs
Breast Cancer
Support Vector Machine
DatasetWisconsin Breast Cancer
Accuracy96%
Features30 inputs

Privacy & Security

Your data is yours alone

SAM AI was designed from the ground up with health data sensitivity in mind.

No Persistent Storage

Health inputs are processed in-memory and immediately discarded. Nothing is written to a database.

Session-Scoped Only

Authentication uses server-side session cookies that expire on logout. No tokens are stored in the browser.

No PII Collected

SAM AI does not collect names, addresses, or identifiable health data. Only email is used for authentication.

HTTPS Encrypted

All communication between your browser and the API is encrypted via TLS. No plaintext transmission.

Tech Stack

Built with modern tooling

Next.js 15
App Router, React Server Components
Python / Flask
ML inference API with scikit-learn
scikit-learn
Gradient Boosting, SVM, Logistic Regression
Three.js / R3F
Interactive 3D hero visualisation
Framer Motion
Production grade micro-interactions
Groq / Llama 3.3-70B
AI chat inference, sub-second response

FAQ

Common questions

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