Quality monitoring
Continuous evaluation against golden sets with alerting when scores move outside tolerance.
All services
Adoption & Value
Managed AI Operations
Someone accountable on the Monday after go-live.
- 24/7
- Monitoring with defined response
- Quarterly
- Quality and cost review
- Tested
- Model upgrades before they land
The problem we solve
AI systems drift: models change, content changes, usage changes. We run the ongoing evaluation, cost management and upgrade cycle under an SLA, so quality and unit economics improve rather than decay.
What the work includes
Cost management
Routing, caching and prompt optimisation reviewed against a published cost per resolved task.
Model upgrade management
New model versions benchmarked and canary-released so provider changes never surprise your users.
Incident response
Defined severities, response times and rollback procedures for quality, safety and availability events.
Continuous improvement
A prioritised backlog of quality and efficiency work delivered each quarter.
How the engagement runs
A sequence you can plan a quarter around.
- 01
Onboard
System review, baselining, runbook capture and SLA agreement.
- 02
Operate
Monitoring, incident response and monthly reporting.
- 03
Improve
Quarterly review setting the next quarter's quality and cost backlog.
Common questions
Before you commit.
- Do you support systems you did not build?
- Yes, after a short review to baseline quality, cost and operability.
- Can we exit?
- Ninety days' notice, with documentation, dashboards and runbooks handed over as standard.
Related practices
Enablement & Training
Role-based curricula, champion networks and adoption measurement that move teams from curiosity to daily discipline.
ViewChange Management
Process redesign, role impact mapping and workforce transition planning for the humans on the other side of automation.
ViewROI & Value Realisation
A benefit ledger tied to finance data, so claimed savings and realised savings are the same number.
ViewTalk through managed ai operations.
A 45-minute briefing with the people who would run the work — scope, timeline and a straight answer on whether it is the right next step.