Safety

Vocina is built for guided learning and assessment conversations. We use layered safeguards so interactions stay appropriate, the experience is consistent for learners, and educators remain firmly in control.

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How we support confident assessment

  • Structured conversations that stay aligned to your task and learning outcomes

  • Learners explain their thinking to show understanding in their own words

  • Clear evidence for educators - records and summaries that support review

  • Human oversight - educators can review and override outcomes as needed

  1. Prompt design
    Our base prompts are tested and iterated to ensure agents shut down inappropriate conversations.

  2. Latest models
    We use the most advanced models which include resistance to prompt injection and built-in safeguards.

  3. Conversation issue flagging
    We automatically review conversations for a variety of inappropriate behaviour and flag these conversations for follow-up.

  4. Automated conversation testing

    We run automated tests on our agents by simulating conversations to ensure appropriate responses to different situations.

Layers of safeguards

We recommend clear learner information (what Vocina does, what’s recorded, and how it’s used) and consent wording as part of any pilot.

Transparency for learners

If your organisation has specific requirements (academic integrity expectations, moderation settings, or risk reviews), we’re happy to share more detail and walk you through our safeguards. Get in touch and tell us what your team needs.

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