AI Integration Maintenance & Support
Maintain agreed AI integrations and investigate connection failures as the surrounding systems change.
The opportunity
An AI workflow depends on more than its model. Permissions expire, APIs change and source systems evolve. A small change in one place can leave the team manually moving work again.
Voxd provides maintenance for agreed AI integrations, with visibility into failed handovers and a clear route for investigation. We document the dependencies, test changes and help keep the connections aligned with the workflow they support. Coverage and responsibilities are established around your actual operating needs.
Monitor appropriate health and error signals so failures are less dependent on someone noticing missing work.
Establish who investigates supported connections and how issues are prioritised.
What we deliver
Document the supported connections, access arrangements and key dependencies.
Set up appropriate checks and investigate failures within the agreed service scope.
Review updates and communicate the work, findings and remaining actions.
Why Voxd
A problem may sit in an instruction, a knowledge source, an API or the application around the model. Voxd’s work spans these layers, from connected customer agents to bespoke software and operational workflows.
We can investigate the whole journey and implement improvements within the agreed scope. You get continuity between understanding the business purpose and maintaining the technology, with clear expectations about what is covered and what needs a separate project.
How we work
We assess the system, dependencies, access and existing documentation. We identify any work required before ongoing support can begin.
We define coverage, priorities, response expectations and the split between maintenance, incidents and new development.
We set up appropriate monitoring and quality checks, with a baseline that makes changes in performance easier to investigate.
We handle agreed support work and review the evidence with you. Tested changes and a prioritised backlog keep improvement deliberate.
Before you get started
Potentially. We first assess the access, documentation and technical arrangement to confirm what can be supported.
The agreement defines the maintenance scope. A major API or platform change may require separate development work.
Tell us which systems your AI workflow depends on and where handovers currently fail.
Test agreed updates against the workflow before relying on them in operation.