A team repeatedly searches the same approved material.
Assist first. Act with limits.
Operithm builds assistants that retrieve, compare, classify, draft, summarize, and take bounded actions inside real workflows. Every system defines sources, permissions, review, and escalation.
Recognize the friction
The question is not whether a model can produce an answer. It is whether that answer has an approved basis and a safe next action.
Document comparison consumes expert attention.
Operations staff need prepared context and next actions.
Support needs bounded resolution and sensitive escalation.
A product needs a narrow tool-using capability.
Drafting is useful, but publication or commitment remains human.
System capabilities
BOUNDED TASKKnowledge assistant
Answers from approved sources, cites the basis, and admits when evidence is insufficient.
- Sources
- Approved material only
- Authority
- Defined tools and actions
PREPARED OUTPUTREVIEW REQUIRED
A useful result should show its basis and its limit.
01 / Approved source02 / Workflow context
Ready for accountable review
Build boundary
The system should be clear about what it handles, who remains accountable, and what happens when the designed route cannot continue.
Approved knowledge
Retrieve only from defined sources and permission boundaries.
Tool limits
Use least privilege, narrow inputs, and validated outputs.
Evaluation
Test representative questions, adversarial inputs, sources, refusal, and failure.
Shutdown
Owners can pause the AI feature without disabling the surrounding process.
Start with the stuck part