WELL BEING · MENTAL HEALTH · NLP

AI that understands
your well being.

Tracking calm right now — Coalitus Collective layers multiple fine-tuned NLP models over every conversation to surface real health intelligence.

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ABOUT

Well Being are data.
Let's treat them that way.

Coalitus Collective is a mental-health NLP platform that layers multiple fine-tuned language models over every conversation. Instead of a single sentiment score, you get a living health profile — updated with each message. Built with counselors, students, and researchers in mind.

OUR MODELS

4 models. Built in-house.
Each one purpose-built.

6-class
Emotion Classifier
Classifies text into 6 core emotions. Fine-tuned on a labelled emotion dataset. Powers real-time emotion detection on every chat message.
sadnessangerlovesurprise+2
emotionHuggingFace
11-class
Empathy
Routes mental health messages into 11 topic categories. Trained on 3,508 real counselling conversations. Powers the Triage tool.
anxietydepressiongrieftrauma+7
topicHuggingFace
multi-label
Emphasist
Multi-label classifier that detects cognitive distortions from CBT. Helps counselors spot unhealthy thinking patterns before a session begins.
overgeneralizationcatastrophizingblack_and_whiteself_blame+1
distortionHuggingFace
3-class
Stress Predictor
Predicts student stress level from 20 psychosocial inputs including sleep quality, peer pressure, and academic load.
lowmediumhigh
stressHuggingFace
HOW IT WORKS

Real-time health
intelligence, layered.

Every message triggers a parallel inference pipeline across all models simultaneously — no sequential bottlenecks.

01
You send a message
The chat routes your message simultaneously to the AI assistant and the well-being analysis pipeline.
02
Multi-model analysis fires
Up to 4 HuggingFace models run in parallel, each detecting different dimensions of health and topic.
03
Ensemble consensus forms
Results aggregate into a weighted consensus score — the sidebar shows individual reads and the combined signal.
04
Triage routes the insight
The Triage view classifies what kind of support is needed — anxiety, grief, CBT distortions, and more.

Ready to feel understood?

Start a conversation and watch the health intelligence unfold in real time.