Custom AI engineering

AI connected to the systems your business runs on.

An AI model becomes useful when it can work with the right business context and permitted actions. NovAIFlow designs the connections between assistants, applications and operational data, from access design to running workflows.

Discuss your project

For businesses in Florida and across the US · English & Spanish

Where this can help your operation

  1. An assistant cannot reach business information

    Define the records it needs, the systems that own them and the permissions of the person asking. Build controlled tools for useful queries instead of giving broad access to an entire application.

  2. Applications do not share consistent records

    Map identifiers, data ownership and update rules across systems. Account for duplicate events, partial failures and conflicting changes so the integration can be operated and diagnosed.

  3. A new AI capability needs to fit an existing process

    Connect the capability to the workflow's inputs, approvals and downstream actions. Decide what the model generates, what deterministic rules validate and what a person authorizes.

Connected to your existing systems

Integration can involve APIs, webhooks, databases, document repositories and purpose-built connectors. MCP can expose controlled tools to compatible assistants when it fits the project; other systems may require their own API or event integration.

A practical starting point

We start with an access and data-flow review, then implement one useful path with explicit permissions. Validation covers representative requests, unavailable services, unauthorized actions and recovery. Documentation and operational ownership are included in the agreed delivery scope.

Measures to agree before implementation

  • Successful completion of the target workflow
  • Data mismatches and failed synchronization events
  • Time required to diagnose and recover failed actions

Questions before starting

Can you connect ChatGPT or Claude to our business tools?

We assess the assistant's supported connection options and your system's interfaces. Controlled connectors can expose selected records and actions with authentication and appropriate permissions.

Do we have to replace our current software?

We assess how to work with the existing systems first. Where access or reliability prevents the required workflow, we explain the limitation and scope the necessary change.

How is access to business data controlled?

We define identities, allowed operations and the data each role may access. The implementation and its tests should reflect those boundaries, including denied requests and revoked access.

Let's talk

Tell us what needs to work better.

We start with the business challenge, then define the right combination of AI, integration and software. Your first message can include:

  • The process you want to improve and the team responsible.
  • The systems involved and the most frequent delay or exception.
  • The outcome you need and any timing constraints.
Discuss your project by email

This link opens your email app. You can also write directly to hello@novaiflow.com.

Led by Luis Monsalve, an applied AI engineer in Miami. Projects in English and Spanish for businesses in Florida and across the US.