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AI Platform Architecture
Define model, application, data, retrieval, integration and environment boundaries around the use case.
AI Platform & MLOps
Production foundations for AI that must remain useful and controlled
Production AI needs dependable infrastructure around the model. Juan Infotech connects approved model services, retrieval systems, evaluation, monitoring, cost visibility and access controls so AI capabilities can be released and operated as accountable software services.
Built for
measurable outcomes
Core capabilities
Designed as connected building blocks—not isolated features.
Each engagement is shaped around the required outcome, current systems and the people responsible for operating the solution.
02
Model Gateway & Integration
Centralise approved model access, configuration, routing, resilience and usage visibility.
03
Vector & RAG Infrastructure
Operate permission-aware retrieval, indexing and vector storage for grounded AI experiences.
04
Evaluation Pipelines
Run representative quality, safety and regression evaluations before controlled release.
05
AI Observability & Cost
Monitor latency, errors, quality indicators, usage and operating cost by workflow.
06
AI Security & Governance
Apply data boundaries, access policy, audit evidence and human approval to consequential actions.
Go deeper
Specialist services for focused delivery.
Explore a narrower capability when the problem, integration or product direction is already clear.
Established specialist services
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Enterprise Search & RAG
Build permission-aware enterprise search and retrieval-augmented generation grounded in approved organisational knowledge.
Evaluation & Guardrails
Define useful checks for output quality, access, failure states and responsible human oversight. Explore focused evaluation & guardrails services from Juan.
AI Monitoring & Governance
Operate AI-enabled software with quality evaluation, access controls, cost and latency visibility, incident review and accountable governance.
Delivery model
From useful idea to dependable operation.
Small, reviewable decisions keep the work connected to the real business outcome.
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01
Discover
Clarify the workflow, users and constraints.
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02
Design
Shape the experience, architecture and release path.
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Build
Deliver connected capabilities in reviewable stages.
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04
Evolve
Validate, introduce and improve the supported solution.
Build what matters next
Talk to Juan Infotech