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Product

Decision support your counsellors can defend

MindGuard helps trained practitioners identify early signs of distress in consented digital content — powered by Mental-RoBERTa, reviewed by humans, built for trust.

How it works

01

Set up your roster

Upload your student roster once. MindGuard determines adult vs. minor status and routes consent requests to the right person — the student, the parent, or both.

02

Consent is requested and recorded

Students and parents receive a signed, one-time consent link. Every view, accept, decline and revoke is timestamped in an immutable audit trail.

03

Monitoring runs only for consented students

For consented students, MindGuard analyses content they explicitly share and produces risk summaries a trained counsellor reviews — never an automated decision.

04

Counsellors act, with crisis resources

High-risk signals surface in a rolling risk view with built-in crisis resources by country and US state. The counsellor remains the human in the loop.

One wellbeing view across the platforms students actually use

Analyse content across nine platforms and file formats in a single session.

RedditBlueskyMastodonYouTubeTikTokTwitter / XFacebookWhatsApp exportsCSV & JSON archives

Our commitment — in four parts

Everything MindGuard does is governed by four safeguards we will not compromise.

🛡️

Consent-first

No content is analysed until consent is given — by the student if adult, by a parent or guardian if minor. Consent can be withdrawn with one click, and withdrawal stops analysis immediately.
🧑‍⚕️

Human-in-the-loop

MindGuard is decision support, not a decision maker. It surfaces signals and suggests crisis resources; a trained counsellor reviews every output before any action.
🏫

FERPA / COPPA aware

Built for the regulatory reality of schools: student records are protected, minors are routed through parental consent, and institutions stay in control of their data.
🗑️

Data minimisation

Only content a student explicitly shares is analysed. PII is encrypted at rest, the analysed content is not stored between sessions, and data is never sold or shared outside the school.

What MindGuard is

  • An early-signal tool that helps counsellors prioritise follow-ups
  • A consent-first workflow with a full audit trail
  • A structured, evidence-based starting point for conversations
  • A 4-tier risk view (low / moderate / high / critical) with crisis resources

What MindGuard is not

  • Not a diagnosis tool — it never labels a student
  • Not a monitoring wiretap — only explicitly shared content is analysed
  • Not an automated decision maker — every output needs human review
  • Not a replacement for counsellors, crisis services, or clinical care

Under the hood

A purpose-trained model, reviewed by humans.

Mental-RoBERTa

A transformer pre-trained on millions of mental-health domain posts and fine-tuned on 12,656 annotated examples. ROC-AUC 0.9813, 92.5% accuracy.

Human-reviewed outputs

Risk scores surface as summaries for counsellors — the human keeps the decision. No automated escalation, no un-reviewed flags.

Session-only analysis

Analysed content is not stored between sessions. Roster PII is encrypted at rest and access is limited to institution-authorised staff.