Keep evolving
Operations and evolution
AI system maintenance and operations: quality monitoring, cost management, and continuous improvements for your business agents and platforms.
What does running an AI system include?
AI operations is the ongoing work after launch: checking that the system works, controlling its costs, fixing errors, and improving it based on evidence. It is covered by a monthly fee and done by the same team that knows the architecture, so no context is lost with each change.

Launch is only the beginning.
An AI project does not end on launch day. We monitor the system, correct deviations, and find new opportunities as day-to-day use generates evidence.
Results are compared against the agreed baseline. Until there is enough data, any projection stays labeled as an estimate.
The same team that understands the architecture supports its evolution, so context is not lost with every improvement.
Deliverables
- Operations
- Quality and cost monitoring
- Continuous evolution
A clear scope from day one
What we need. What we build. How we prove it.
- 01 · Starting point
- An existing system, defined owners, and authorized access to its documentation and health signals.
- 02 · Deliverable to agree on
- A monitoring, maintenance, and improvement plan prioritized by evidence from the system.
- 03 · How to validate
- Review quality, errors, usage, and costs; test every change before expanding its scope.
- 04 · Scope limits
- Support hours, response times, and responsibilities are agreed on. Permanent coverage is never assumed.
This is a guide to define your project. Scope, acceptance criteria, investment, third-party costs, and ongoing support are agreed on in a specific proposal.
Use cases
Examples of what we solve with this service. Each case is adapted to your process, your tools, and your data.
Quality and error tracking
We review answers, failures, and escalated cases to correct issues before they affect your customers.
AI cost control
We track model and service usage, with monthly caps and alerts, so costs do not grow unchecked.
Ongoing search and AI visibility
We keep content, structured data, and technical signals up to date so your company keeps being found and cited.
AI content with human approval
A workflow to produce articles, newsletters, or posts in your brand's voice, where nothing is published without your approval.
Improvements and new features
We prioritize changes based on what the operation shows and your business goals.
Support for your team
We answer questions, document changes, and train the people who use the system.
Before you hire us
What to expect from this service.
Who it is for
Companies with a system or agent already running that need continuity, measurement and improvement without building their own technical team.
What problem it solves
The system exists, but nobody measures its quality, adjustments pile up and every change depends on finding whoever built it.
How we work
01
Review
We assess the state of the system, its risks and its costs.
02
Agree
We define capacity, priorities, hours and incident response.
03
Operate
We maintain and monitor the system and review its quality.
04
Evolve
We propose improvements based on what the system measures.
What we need from your team
- Access to the system, its accounts and its documentation
- One person who sets priorities
- An agreed channel for reporting incidents
- Regular review meetings
What it usually includes
- Maintenance according to the agreed capacity
- Monitoring and quality review
- Control of AI consumption
- Evolution prioritized with your team
What it does not include
- Permanent availability unless expressly agreed
- Unlimited development
- Expansions that amount to a new project
- Vendor costs
How the work is accepted
- Each period ends with a report of the work done
- Incidents are logged with their resolution
- Agreed priorities are reviewed with evidence
- System costs are visible to your team
What stays in human hands
- Setting priorities and approving changes
- Handling escalated cases
- Authorizing new access or more autonomy
How it is contracted
It is contracted as a monthly agreement with defined capacity and priorities. Hours, incident response, included tasks and exclusions are specified.
Implementation, continuity and external costs
This service is the continuity. A major expansion is treated as a new project. Vendor costs, such as AI models, hosting or licenses, are identified separately and we agree who contracts and controls them.
This is a general guide. The scope, exclusions, investment and schedule of your project are agreed in writing in each proposal.
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Frequently asked questions
What happens if the system fails?
We agree on owners, channels, and response times. Every system has a way to step in manually and restore the operation.
Can you run a system Daleki Lab did not build?
Yes, after reviewing it. We assess its architecture, documentation, and risks before taking on support.
How do you measure whether the AI is working?
Against the baseline agreed at the start: time, errors, quality, or cost. We compare it regularly and present results as measurements, not promises.
Does the monthly fee include unlimited development?
No. It includes an agreed capacity for support, maintenance, and improvements. Anything beyond that capacity is planned and quoted separately.
Can I stop the support later?
Yes. Exit terms are defined in the proposal and, since the accounts and data are yours, you can continue with your team or another provider.
Your idea deserves a first version
Tell us what you imagine. We start by understanding your challenge and exploring how to make it possible.