Give AI a clear path to production.
Move generative and predictive AI from prototype to reliable, governed production systems.
2 capability areas · 5 services
Build useful agentic workflows and retrieval systems, then engineer the evaluation, deployment and operating boundaries they need.
01
Typical deliverablesWorkflow boundaries · retrieval architecture · evaluation dataset
Read the capability guide02
Typical deliverablesVersioned releases · evaluation gates · monitoring & inference cost model
Read the capability guideDeliverables
We agree acceptance criteria, evidence and handover as part of the scope, before implementation begins.
In practice
An example support team needs an assistant that uses approved knowledge and avoids unauthorized account actions.
Step 1
Define sources, document permissions and permitted tools.
Step 2
Build retrieval and evaluate grounded answers and abstentions.
Step 3
Version prompts and models; monitor quality, drift and cost.
The useful result
A bounded workflow with evidence-linked answers, evaluated failure cases and human escalation.
Getting started
The workflow, permitted data sources, representative questions, failure costs and the person accountable for decisions.
AI evaluation reduces uncertainty; it does not guarantee correct answers. Production application AI is distinct from workplace AI access and governance in Managed TechOps.
Engagement models
The practice defines the expertise. The engagement defines who owns what.
Make a better technical decision.
Deliver an agreed technical change.
Keep agreed work running.
One team around a delivery scope.
Your direction. Extra specialist capacity.
Other practices
Architect, migrate, and implement resilient cloud-native platforms built for scale on AWS and Google Cloud.
ExploreEmbed automated security, zero-trust governance, and full-stack observability into every commit and deployment.
ExploreFrictionless corporate IT governance, automated employee lifecycle security, and cloud cost control.
ExploreEmbed vetted full-stack, cloud-native, SRE, and security engineers directly into your workflows.
Explore