AI System Health Check & Recovery
Review an existing AI system and prioritise the work needed to restore dependable operation.
The opportunity
The system is live, but failures recur and every fix feels temporary. Documentation may be limited, the original developer may be unavailable, or the problem may move between data, instructions and integrations.
Voxd reviews the system as a whole to establish what is happening and what needs attention first. We examine the workflow, dependencies and evidence of failure, then set out a practical recovery plan. You get a clearer basis for deciding what to repair, improve or bring under ongoing support.
Investigate the layers behind the behaviour rather than treating every issue as a model problem.
Separate immediate operational problems from longer-term improvements and missing foundations.
What we deliver
Assess the application, information sources and connected services within the agreed scope.
Examine representative incidents and reproduce issues where access and evidence permit.
Provide prioritised findings and the requirements for remediation or ongoing support.
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
Yes, subject to suitable access and an initial assessment of the architecture and dependencies. We establish the limits before committing to remediation.
The review identifies the work. Some fixes may be included by agreement, while larger remediation is separately scoped.
Tell us what the system does, how it is failing and what access or documentation is available.
Identify the access, documentation and responsibilities needed to maintain the system more effectively.