Expected quality and test cases
Agree on representative cases, good and bad results, warning levels, known limits and when a person must step in.
Keep your AI system working reliably
Test and monitor an AI application or workflow as models, data and connected tools change.
The customer problem
A model update, changed source data, broken connection, rising cost or new user behaviour can cause problems without one clear outage.
We establish how the system should perform, run regular checks and require approval before important changes are made.
What is included
You receive agreed tests, alerts for meaningful problems, written reports and a clear process for small fixes.
Agree on representative cases, good and bad results, warning levels, known limits and when a person must step in.
Run important tasks on a schedule, record the result and send failures or proposed fixes to a person for approval.
Report important failures, unusual costs, changes in connected tools and problems that keep happening.
Apply small approved fixes, rerun the important tests and keep a record of problems, limits and decisions.
Keep the team informed
The person responsible receives a short update when quality rules, models, connected tools or problem-handling steps change.
What changed, why it matters and what the owner should do differently.
Practise how to stop the system, use the fallback or ask for help.
Keep known limits, accepted risks and approved next changes visible.
Ongoing and mostly asynchronous
Routine results are documented. Unclear or important changes wait for your approval.
Confirm the system, owner, tests and supported setup.
Run the agreed task, quality and cost checks.
Explain the failure, evidence and decision needed.
Apply only approved changes covered by the service.
Run the checks again and document the current result.
Who this is for
An application or workflow that is already in use, has important tasks that can be tested and has documented access.
Setting up the first quality checks before deciding on ongoing monitoring.
The system is undocumented, needs 24/7 incident support, uses sensitive data or gives us responsibility without control.
Available to companies with no link to Finland and for actual use in selected European markets outside Finland. We agree on service levels, data access and security responsibilities before any care commitment.
Choose this as a standalone service or include it in the AI Operations Programme.
Explore the Programme