General AI Development
Production Rollout & Support
Move a working model into daily use, then watch, test and update it so it keeps doing its job.
The challenge
Why this matters
A demo is not a service. Once real users arrive, data shifts, models drift and costs creep, and without monitoring nobody notices until someone complains.
What it is
Production Rollout & Support in plain words
We package models and AI services for deployment in your cloud account, our hosting or your own servers, with versioning, automated tests and a way to roll back. After launch we monitor accuracy, response time and cost, and review samples of real outputs with your team.
Support ranges from handover with documentation to a standing service in which we retrain, patch and report on a schedule.
Benefits
What you get
Controlled releases
Versioned releases with tests and a rollback path.
Visible health
Dashboards for accuracy, speed, usage and cost.
Scheduled reviews
Sampled outputs are reviewed with your team.
Support you choose
Handover, shared care or a standing service.
How it works
From first call to first result
Package
Prepare the models, tests and deployment scripts.
Release
Deploy to your chosen environment with a rollback plan.
Monitor
Track accuracy, speed and cost.
Improve
Retrain, tune and report on a schedule.
Details
What is included
Deployment
- Cloud, hosted or on-premises
- Versioning
- Rollback
Monitoring
- Accuracy sampling
- Drift checks
- Cost and usage reports
- Alerts
Support
- Documentation
- Retraining
- Incident response plan
Illustrative scenario
A news organization's story-tagging model is checked monthly against editor-corrected tags. When accuracy slips after a change in story formats, the model is retrained and released in stages.
Keep it working
A model is a living part of your operation. We help you watch it, test it and update it on a schedule.
Questions
Common questions
Can you take over a model someone else built?
Often yes. We start with a review of the code, data and tests, then tell you what it needs.
Where can it run?
In your cloud account, in our hosting or on your own servers, depending on your security rules.
What support hours do you offer?
Hours and response times are set out in the service plan we agree with you. See Ways to Work With Us.
Related
Works well with
AI Security & Governance
Policies, access controls and review steps for using AI while protecting people and records.
Learn more →
Machine Learning & Forecasting
Models that learn from your history to forecast demand, flag unusual activity and score risk.
Learn more →
Ways to Work With Us
Proof of concept, fixed-scope project, dedicated team, advisory sessions or a support plan.
Learn more →Ready for Production Rollout & Support?
Describe what you need and we will reply with a clear plan.