AI Assistance: Admin-Controlled Tools That Work Quietly in the Background
To reduce friction and surface the right content at the right time, Tipbox integrates a suite of admin-controlled AI-powered features designed to streamline organization-wide workflows without overwhelming end users. These enhancements are subtle but powerful—improving search, organization, and communication behind the scenes.
I led the UX research and interface design for these features—working closely with our engineering team and early users to ensure each tool added real value without introducing unnecessary complexity. I also collaborated with admins across multiple organizations to better understand the level of control and customization they needed.
Admins can choose to toggle on any of the following AI-driven capabilities:
1. Natural Language Search
Using open-source AI, Tipbox understands plain-language queries like “production contracts from April” or “scripts with pending approvals.” This makes content discovery faster and more intuitive for every team member—no need to memorize filters or keywords. I designed the search input to be flexible, familiar, and responsive across multiple data types.

2. Daily Digest Notifications
Rather than bombarding users with real-time alerts, Tipbox can batch notifications into a once-daily summary, helping users stay informed without distraction. I designed the digest interface to highlight what's changed and what needs attention, so users can take quick action without sifting through multiple alerts
3. Auto-Tagging Documents
AI automatically scans and tags uploaded documents based on their contents—making them easier to retrieve through search and filtering later. I worked closely with users and stakeholders to define a tagging system that was both flexible and understandable, with admin-level controls for reviewing or overriding automated tags.

4. Smart Folders
Smart Folders let users save dynamic collections of documents and folders based on search criteria, tags, or project attributes. Rather than manually sorting or duplicating files, users can pull together related assets into a virtual folder view, which stays up to date automatically. I mapped the user flow for creating, previewing, and pinning Smart Folders to ensure the experience felt intuitive—even for users unfamiliar with dynamic content systems.
Together, these features create a more intelligent platform, where finding, organizing, and managing work takes less effort, and users can stay focused on moving projects forward. And because these tools are opt-in and admin-controlled, organizations can scale them at their own pace.