AQUI

A useful agent combines three things: a model that can interpret a request and work through the steps, relevant business information, and tools that let it act. AQUI brings those pieces together around your existing systems, with integrations scoped to the APIs and data your business can provide.

Language models provide the reasoning layer: understanding an inquiry, extracting information, comparing it with instructions, and preparing the next action. Records, documents, and policies provide context. Tool connections let the workflow retrieve an order, update a CRM record, or pass a draft to the right person.

For a custom agent, model choice starts with the job. Reading documents, following a complex policy, and drafting a short response place different demands on reasoning, speed, and cost. The workflow and its evaluation criteria come first; the model is one component of the system.

An agent needs to know when to act and when to stop. AQUI scopes access to tools and data, defines approval points, and establishes the situations that require a human handoff. An invoice discrepancy or an ambiguous customer request becomes work for the right person to review.

Realistic scenarios shape the testing before launch. Ongoing evaluation and monitoring help identify missed context, unreliable steps, and new exceptions, so the agent can improve as the work changes.