Identity and provisioning
Who is using it, identified first
Employees apply, administrators review and allocate resources. Who was provisioned is recorded.
Bring AI into company control.People, data, workflows and assets in one ecosystem.
From personal use to company management
Personal tools solve how to use AI. The company also needs to know: where the data is, who can see it, where the money goes, and who picks up when someone leaves.
What companies care aboutCommon approachEachRun
Getting startedEmployees each register, install environments and manage keysEmployees request workspaces; the company configures runtime, models and keys centrally
Project collaborationChat in one app, files in another, AI context stays in personal toolsProject chat, files, messages and AI execution follow the same project
Access boundariesAccounts and permissions scattered across tools, maintained by each employeeProject roles decide which models, agents, files and actions each person may use
Records and costRecords and bills are scattered; project costing needs manual collectionAll execution records are kept; usage is checked by person, workspace, project and model
People handoverData and context follow the personal account or laptopProjects and workspaces can be shared or handed over; the next person continues
Project discussions
and file sharing
One project, one group. Discussions, files and AI results stay in the project. When someone new takes over, they don't need to hunt for materials.
Runs in the cloud
no setup required
Tasks run in cloud workspaces, not on local machines. The environment is configured by the company. Compute and disk are allocated per workspace; ask the admin for more.
The company takes back control of identity, permissions, cost and records
Allocate resources, configure capabilities, set quotas and review records — all in one console. Employees use AI as usual; the rules are set by the company.
People — who uses it, who takes over
Handover and takeover
Work does not leave with the person
Projects can be transferred. When someone leaves, files, conversations and records stay with the company.
Access — what they use, how far they go
Models and keys
Company configures capabilities centrally
Models, agents and keys are connected by the company, not stored on personal machines.
Project permissions
What you can see and do is decided by role
Project roles decide which models and tools can be used, which files can be read, and whether downloads are allowed.
Ledger — what it costs, what stays on record
Quota and cost
Employees see their balance, administrators see the full picture
Employees see what is left; administrators review what was spent by workspace, project and model.
Execution records
Complete execution records kept in the console
Who started it, which model, how many tokens, whether it succeeded — all searchable.
Work anywhere, on any device
Desktop and web client
