← All work
A calendar action from chat, with a bring-your-own key.
Connecting workspace apps.
Hands-free voice and organization model controls.
AI chat platform · MCP
An AI workspace connected to your team’s apps
A multi-model AI chat platform, secured and turned into a workspace: MCP-connected apps, voice, shared folders and admin controls.
7 of 7security findings fixed in 2 days
5workspace apps, one-click connect
Per-usersign-in for every connected tool
Challenge
A multi-model AI chat platform had to be safe for business customers, act in their everyday apps, and give admins control over which models teams use.
Scope
- MCP toolsAn MCP tool layer with per-user sign-in, and one-click mail, drive, calendar, chat and contacts.
- SecurityCode audit, then fixes for cross-user file access, exposed keys, session handling and common web attacks.
- Bring your own keySign in with your own API key, encrypted at rest and never sent back to the browser.
- VoiceDictation, a hands-free voice mode and real-time streaming you can interrupt.
- Team spacesInvitation-only shared folders, temporary chats and a saved-replies library.
- Admin controlsOrg admins pick which models members can use, enforced on the server.
- Compare and createTwo models answering side by side, and image generation in chat.
- RedesignNew desktop and mobile interface from the design file, with automated checks.
Result
- Safe to offer to business customers: all 7 findings, 3 critical, fixed in 2 days.
- Assistants can act in mail, drive, calendar, chat and contacts, per user.
- Admins decide which models their teams can use.
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