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Generative AI Factory: Scaling AI Patterns

MAQ Software

Establish a GenAIOps-driven AI Factory to assess maturity, prioritize value, and deliver scalable, production-ready Generative AI on Azure AI

Key Benefits:

  • Establish a repeatable GenAIOps operating model for AI applications
  • Understand current GenAIOps maturity and define a clear improvement roadmap
  • Prioritize high impact Gen AI use cases for production delivery
  • Accelerate time-to-value from proof of concept to production
  • Deploy one production ready AI solution with governance, monitoring, and scalability

Agenda

1. GenAIOps Introduction & Maturity Assessment

Duration: 2 hours workshop

  • Define GenAIOps concepts, scope, and enterprise relevance
  • Assess current processes, tools, and operating model
  • Evaluate similarities and differences from traditional MLOps
  • Determine GenAIOps maturity level
  • Identify 2–3 prioritized GenAIOps focus areas

Outcomes

  • GenAIOps Maturity Assessment
  • 5–6 targeted, actionable improvement recommendations
  • Priority focus areas for AI Factory enablement

2. Use Case Selection & Development Timeline

Duration: 2 hours workshop

  • Select one medium-priority, low-to-moderate risk AI use case with strong business value from the scenario inventory
  • Scope the single use case for 6–8 week production-ready delivery
  • Align GenAIOps priorities to the selected use case
  • Define a clear development timeline and next-step implementation plan

Outcomes

  • Production-scoped use case identified
  • Development timeline aligned with GenAIOps priorities
  • Clear roadmap for execution defined

3. Full Cycle Development

Duration: 6–8 weeks

  • Deploy GenAIOps priorities across development and production environments
  • Deliver one production ready AI solution
  • Establish a repeatable, factory like delivery cycle
  • Prepare organization for continuous GenAI scaling

Outcomes

  • GenAIOps capabilities deployed in development and production
  • One production-ready AI solution delivered
  • Repeatable AI Factory operating model established
  • Roadmap for continuous GenAI expansion defined

Key Deliverables

  • GenAIOps Maturity Assessment
  • GenAIOps Priority Recommendations
  • Use Case Selection & Scope Definition
  • AI Delivery Timeline & Execution Plan
  • Production Ready Generative AI Solution
  • Repeatable GenAI Factory Operating Model
  • Roadmap for continuous Scaling and Iteration

Prerequisites

  • Access to Microsoft Azure resources
  • Access to development and production environments
  • DevOps / CI CD workflows in place
  • Availability of business and technical stakeholders

Target Audience

  • Enterprise Architects
  • AI & Platform Engineering Leaders
  • DevOps & MLOps Teams
  • Product Engineering Leaders
  • Innovation & Digital Transformation Teams

Why MAQ Software

  • Deep expertise in Azure AI, GenAIOps, and enterprise scale delivery
  • Security first, governance driven implementation
  • Strong alignment with Microsoft AI Factory and platform architectures
  • End to end enablement from assessment to production scale

Begin your Generative AI Factory & GenAIOps Scaling engagement today. Contact us at CustomerSuccess@MAQSoftware.com

AI Transformation Offers

This offer is one of three components within the AI Transformation Offer - AI CoE & Solution Envisioning, AI Foundation Architecture, and Generative AI Factory - delivering end-to-end AI transformation on Azure.

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Overblik

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