AI System Health Check & Recovery
Find out why the AI system keeps letting you down.
Review an existing AI system and prioritise the work needed to restore dependable operation.
The opportunity
The problem we help you solve
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.
What changes for your team
Replace guesswork with a clearer diagnosis
Investigate the layers behind the behaviour rather than treating every issue as a model problem.
Prioritise the recovery work
Separate immediate operational problems from longer-term improvements and missing foundations.
Clarify ownership
Identify the access, documentation and responsibilities needed to maintain the system more effectively.
What we deliver
What Voxd can deliver
System and dependency review
Assess the application, information sources and connected services within the agreed scope.
Failure investigation
Examine representative incidents and reproduce issues where access and evidence permit.
Recovery recommendations
Provide prioritised findings and the requirements for remediation or ongoing support.
Why Voxd
Support from people who can work across the system.
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
A clear operating rhythm
- 01
Review the starting point
We assess the system, dependencies, access and existing documentation. We identify any work required before ongoing support can begin.
- 02
Agree responsibilities
We define coverage, priorities, response expectations and the split between maintenance, incidents and new development.
- 03
Establish visibility
We set up appropriate monitoring and quality checks, with a baseline that makes changes in performance easier to investigate.
- 04
Maintain and improve
We handle agreed support work and review the evidence with you. Tested changes and a prioritised backlog keep improvement deliberate.
Before you get started
Before you get started
Can you review a system built by someone else?
Yes, subject to suitable access and an initial assessment of the architecture and dependencies. We establish the limits before committing to remediation.
Does the health check include fixing everything?
The review identifies the work. Some fixes may be included by agreement, while larger remediation is separately scoped.
Get a clearer answer to what is going wrong.
Tell us what the system does, how it is failing and what access or documentation is available.