Human‑aligned AI for autistic communication and caregiver support

Neuroljus builds an ethical interface between AI and autistic individuals, helping caregivers anticipate emotional crises, assist with reporting, and provide real‑time, context‑aware guidance during care routines.

Pre‑seed • Research & early pilots in Sweden

One‑minute overview

  • Non‑invasive sensing and AI observation to read context and emotion.
  • Predictive signals to anticipate escalation and recommend calming actions.
  • AI‑assisted reporting to draft caregiver logs for review and signature.
  • Real‑time AI assistance offering suggestions, reminders, and calming strategies.
  • Consent‑first design; data minimization; caregiver‑controlled.

Our solution

Empathic Observation

Context‑aware AI observes micro‑expressions and rhythms without identification or labeling.

Predictive Calm

Signals forecast potential escalation and offer a short list of caregiver actions.

AI‑Assisted Reporting

Automatically generates structured daily reports based on observations, ready for caregiver review, modification, and signature.

Real‑time Caregiver Assistance

Provides context‑aware suggestions, reminders, and calming strategies during care routines, acting as a collaborative partner.

How it works

  1. Observe

    Edge device watches non‑invasively and summarizes state as privacy‑preserving signals.

  2. Anticipate

    Temporal models learn personal rhythms to anticipate crises minutes ahead.

  3. Support

    Caregiver receives simple, context‑aware guidance; optional room modulation can be triggered.

  4. Document

    AI drafts the daily care log; caregiver reviews, edits, and signs.

AI Care Log — Reporting

Workflow

  • Compile observations from the day (signals, context, interventions).
  • Draft a structured report automatically.
  • Caregiver reviews, edits.
  • Export to clinic/school systems if enabled.

Output structure

  • State & mood summary
  • Behaviors observed & triggers
  • Actions taken & rationale
  • Outcome & follow‑up recommendations
  • Free‑text notes

Data handling

  • GDPR‑compliant; data minimization; pseudonymization.
  • On‑device processing where possible; encrypted sync when needed.
  • Role‑based access, audit logs, human‑in‑the‑loop.
  • Caregiver retains final authorship of reports.

Goal: reduce administrative burden, improve data quality for care and research, and accelerate adoption by starting with friendly documentation support.

Ethics & safety

Principles

  • Consent‑first, caregiver‑controlled.
  • Data minimization; on‑device processing when possible.
  • No biometric ID; respectful language and design.
  • Compliance: GDPR, CE‑marking path for device components.

Safeguards

  • Transparent logs for caregivers.
  • Hard‑off switch; offline mode.
  • Accessible, screen‑light experiences.
  • Independent ethics board (in formation); human‑in‑the‑loop for reports.

Pilot in Sweden (2025)

We are enrolling a small cohort of families, schools and clinics to co‑design and validate Neuroljus. Partners receive access to the early dashboard, research results, and training.

Families & caregivers

Co‑create with us and shape the tool around real needs.

Schools & municipalities

Co‑create with us and shape the tool around real needs.

Clinics & researchers

Co‑create with us and shape the tool around real needs.