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AI DISCOVERY ENGAGEMENT

Before investing in AI, identify the workflow worth funding first. Executive Direction within 48 hours; complete package within 5 business days.

Applied AI guide · 9 min read

From AI PoC to Production: Architecture, Security and Monitoring

What changes when an AI proof of concept must become a secure, observable and supportable business system.
01

Turn the experiment into a system

Production architecture separates model providers, application logic, data access and user experience. Stable interfaces make the product easier to test and evolve.

02

Add controls around the model

Authentication, least-privilege permissions, privacy handling, prompt protections and human review should match the risk of the workflow and data.

03

Operate quality, cost and change

Monitor answer quality, failures, latency, token cost and model or data changes. Release criteria and incident ownership keep improvement controlled after launch.

References and further reading

Official and independent guidance used to support this practical overview. Product capabilities and pricing can change; verify current provider documentation before making a final decision.

AI DISCOVERY ENGAGEMENT

Before investing in AI, identify the workflow worth funding first.

One focused engagement to assess your business workflows, compare 5–7 candidate opportunities and recommend the first workflow worth funding.

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