Q3AI Services ยท Build & strategy
AI Maintenance and Support
AI systems drift: data changes, models are updated and usage grows. Ongoing support keeps quality steady and costs visible after the launch excitement fades.
- Focus
- Keep AI systems accurate, secure and affordable after launch.
- Suits
- Teams running AI in production without a dedicated engineer
Built around your business.
We treat support as engineering, not just a help line. That means regular quality checks, dependency updates and a clear routine for handling incidents.
What we deliver.
- 01
Quality monitoring
Regular checks of answers, extractions or predictions against a maintained test set.
- 02
Model and dependency updates
Testing and rolling out provider and library changes before they affect users.
- 03
Cost and usage reviews
Tracking model spend and tuning prompts, caching and limits.
- 04
Incident response
A defined process for outages, wrong answers and security concerns.
Where it's used.
A chatbot whose answers have started to slip
Finding out why quality dropped and fixing the cause.
A provider changing a model
Testing a replacement and migrating without customer impact.
Rising AI bills
Finding the calls that cost the most and reducing them sensibly.
How we work.
01
Discover
We agree the problem, the data available and how success will be judged.
02
Prove
A small, testable version on your own data shows what works before larger spend.
03
Build
Production engineering: integrations, safeguards, review steps and monitoring.
04
Improve
We measure real usage, fix what falls short and keep quality and cost in check.
Best fit.
- Teams running AI in production without a dedicated engineer
- Businesses whose AI bills are growing
- Systems built by someone else that need a new owner
Why Q3 Labs.
- Senior people on the work
- You work with the specialists doing the project, not a hand-off to a junior team.
- Marketing and engineering together
- Design, development, data and growth sit in one team, so a solution is built with adoption in mind.
- Plain reporting, no lock-in
- Clear progress reporting and no long-term contracts. You keep ownership of your assets and accounts.
Explore related work.
Related AI services
- AI IntegrationConnect AI to your CRM, help desk, data stores and internal tools.
- Enterprise AIAI for larger organizations, with governance, security and scale in mind.
- AI ChatbotA chatbot that answers from your own content and knows when to hand off.
- LLM DevelopmentApplications and pipelines built on large language models.
Related services
Industries where this fits
Frequently asked questions
Talk to us about AI Maintenance and Support.
Tell us what you're trying to achieve. We'll tell you how we'd approach it, and whether Q3 Labs is the right fit.