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Evaluation framework
Define representative test sets, quality measures, unacceptable outcomes and release thresholds.
AI Integration
AI Monitoring & Governance
AI quality can change as models, prompts, data and user behaviour evolve. Juan Infotech helps teams define what to measure, who owns each decision and how feedback, incidents, access, cost and model changes are reviewed after release.
This service is intended for organisations moving an AI pilot into production or strengthening an existing AI-enabled workflow that lacks consistent evaluation, operational visibility or change governance.
Capability focus
AI Monitoring & Governance
What the engagement includes
Concrete deliverables, aligned to one outcome.
The exact scope is agreed after discovery, with dependencies and responsibilities made visible before implementation.
02
Operational telemetry
Capture useful signals for quality, latency, cost, tool use, errors and human escalation without unnecessary sensitive content.
03
Governance & change controls
Assign ownership for models, prompts, data sources, access, provider changes and release approval.
04
Incident & improvement process
Create a route to investigate harmful, incorrect or unexpected behaviour and turn evidence into controlled improvements.
Working approach
A practical route from context to delivery.
Each phase produces something reviewable before the next commitment is made.
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01
Baseline
Document the workflow, risks, current performance and responsible owners.
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02
Measure
Create evaluation sets and production signals linked to user outcomes.
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03
Control
Define access, release, provider and data-change procedures.
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04
Respond
Prepare triage, rollback, escalation and communication paths.
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05
Review
Use recurring evidence to improve or restrict the capability.
Common questions
Useful answers before you start.
No. Useful operation may also require retrieval quality, task completion, safety, latency, cost, escalation and user-feedback signals.
No. We help implement technical and operational controls within an agreed scope; clients should obtain appropriate legal and regulatory advice.
Yes, although evaluation and observability are more effective when designed before production release.
Related insights
Useful thinking for the next decision.
Build what matters next
Talk to Juan Infotech