AI assistants
Help people find answers, prepare work and complete defined tasks within the boundaries of their role.
AI should help the business work better. We build assistants and automation around real workflows, reliable integrations and clear operating boundaries.
The model is one part of the system. Data, permissions, integrations and operating practices matter just as much.
We start with a specific business task, evaluate whether AI adds value and design the surrounding software so its output can be reviewed, measured and improved.
Start with a focused use case. Expand when the value and operating controls are clear.
Help people find answers, prepare work and complete defined tasks within the boundaries of their role.
Connect approved documents and knowledge sources, with source references and access that reflects existing permissions.
Coordinate multi-step work across tools, with clear limits, failure handling and review before consequential actions.
Enable permission-aware retrieval and carefully scoped actions in business systems and connected data.
Help teams explore information and interpret patterns, while keeping calculations and evidence open to verification.
Define who can see information, who can authorize actions and what needs to be recorded for review.
Controls are designed around the sensitivity of the information and the impact of the action.
Retrieve only information the user is allowed to access. Keep sensitive sources and actions appropriately separated.
Use human review for consequential actions. Define allowed tools, limits and escalation paths.
Evaluate representative tasks, record relevant actions and make failures visible. AI output still needs verification.
Begin with a bounded use case, such as searching internal knowledge or preparing work for approval.
Define success criteria, test with representative data and review both usefulness and failure modes before broadening the system’s access or autonomy.
Bring a workflow that is repetitive, difficult to navigate or slowed down by disconnected information.