Useful AI with boundaries / 09
Crelyvo designs agents around a specific journey: what they know, what they may say, which actions require approval, when they stop, and how a person takes over.
Who it is for
For businesses with a focused information, qualification, support, or internal-assistance job that can be bounded by approved knowledge, explicit permissions, and human escalation.
How we build the solution
A useful business agent begins with a specific responsibility: guide a visitor toward the right service, help staff retrieve approved knowledge, qualify a request, or prepare a handoff. We define the user, the information source, the acceptable answer, the moment a person must take over, and the evidence that the interaction was useful before selecting a model or interface.
Answering a question and changing an external system are different risk levels. Crelyvo keeps guidance, recommendations, data access, and external actions separate. Any future action—sending a message, creating a booking, modifying a record, or triggering a workflow—requires scoped credentials, server-side validation, auditability, explicit limits, and a recovery path.
A polished happy path is not enough. Evaluation covers ambiguity, missing knowledge, prompt injection, oversized input, unavailable providers, rate limits, prohibited claims, privacy boundaries, and requests outside the approved role. The result is a narrower agent that communicates uncertainty clearly and hands control to a person instead of pretending to complete work.
What the system needs to solve
Define the audience, knowledge, allowed decisions, prohibited claims, and escalation conditions.
Place the agent inside a website, workflow, inbox, or internal tool that makes its purpose clear.
Measure usage and outcomes without collecting unnecessary personal information.
Decisions that matter
Define the exact user, approved knowledge, allowed answer, and successful handoff.
Separate guidance from actions and require explicit authorization for external effects.
Test normal use, ambiguity, prompt injection, unavailable systems, and unsafe requests before release.
Typical deliverables
A focused process
Responsible safeguards
Try before you hire
Test a real, bounded agent that answers from fictional knowledge and takes no external action.
FAQ
Only actions explicitly approved in the scope, with permissions, validation, logging, limits, and a human fallback.
Yes. The public concept agents demonstrate how a limited role feels before any business integration is proposed.
