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Sociora AI

AI that prepares the admin. You make the decisions.

Sociora AI checks your applications against published union rules, suggests preparation steps and drafts the busywork — always with sources, and never without your approval.

What Sociora AI can do

Capabilities you can try today

Every capability below is live in the synthetic Imperial evaluation workspace — fictional data, no sign-up needed.

Check applications against the rules

Sociora AI reads your event application, checks it against the union's published requirements and shows exactly what is missing — with the source cited for every point.

Suggest preparation steps

Get draft tasks for each missing item, each linked to your event and the deadline it comes from. Edit, approve or reject every suggestion before anything is saved.

Draft the busywork

Event descriptions, announcements, reminders, risk notes and policy summaries — drafted for a committee member to review, never published automatically.

Try it

See how it feels to work with accountable AI

Three guided moments from the evaluation workspace. No real data, no external submissions — just the workflow, end to end.

Check an event application

Watch the AI check the fictional Global Technology Forum application against published ICU activity rules and list what is still missing.

Try the application check

Review suggested preparation steps

Each suggested task shows its event, owner, deadline and why it exists. Approve the ones you want, edit the wording, skip the rest.

Try reviewing suggestions

See the approval boundary

AI drafts; people decide. Nothing is saved, sent or submitted without a human approving it — try cancelling mid-run and switching to the standard checklist.

Try the demo workspace

Capabilities & boundaries

What AI can and cannot do

Clear limits keep the assistant helpful and the committee in control.

What AI can do

Draft event descriptions, announcements, reminders, risk notes and policy summaries for human review.

What AI cannot do

Publish events, send messages, change roles, delete records, or make financial or official submissions without approval.

How it learns

Suggestions are generated from your own workspace evidence and cited institutional documents — never from another society's data.

Governance details

Governance built into every suggestion

Sociora's AI features are designed around accountability, transparency and control.

AI assists; people decide

Every AI-powered feature produces a structured proposal first. A committee member or officer must review and explicitly approve it before it creates or changes anything with external effect.

High-impact actions require approval

AI cannot independently publish events, send messages, create calendar entries, change roles or delete data. These actions are labelled by impact level and routed through the same approval boundary used for human submissions.

No cross-tenant training

Data from one institution or society is not used to improve models for another tenant. Conversations and prompts are scoped to the workspace that requested them and retained only according to the published retention policy.

Transparent sourcing

When AI summarises policies, integrations or knowledge base articles, it cites the document version and source. Users can inspect the original material before acting on a suggestion.

Audit trail

Every AI-generated proposal, approval, rejection and execution is logged with the actor, timestamp and outcome. Audit logs are available to institution administrators and society owners.

Safe fallback

If an AI feature is uncertain, degraded or rejected, the platform falls back to a clear manual workflow so work never gets blocked.

Last updated: 22 October 2026

This page is a living summary. For the full AI governance policy, retention rules and institutional data-processing terms, please contact Sociora support.

See accountable AI in action

Join the pilot and explore how AI-assisted drafts, approvals and audit work in your society.