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AI production readiness is the process of turning an AI prototype into a secure, reliable production system. I deliver HA/DR architecture, monitoring, cost controls, compliance alignment, and clear timelines so you can launch with confidence.
From AI Prototype to Production Reality
Your AI works in demos but fails in production. I bridge that critical gap with proven infrastructure, security, scaling, and compliance frameworks. Transform your prototype into a production-ready system.
Metrics are based on past cloud and AI projects; results vary by environment, scope, and responsiveness.
Your AI Production Journey
From prototype to production-ready system
Why Do AI Prototypes Fail in Production?
The gap between working demos and production systems is where most AI projects fail. Here's why, and how to bridge it.
Infrastructure Scaling
Demo environments handle toy datasets. Production needs auto-scaling infrastructure, load balancing, and performance optimization for real-world usage patterns.
Security & Compliance
Prototypes ignore security. Production requires encryption, access controls, audit logging, and compliance frameworks (SOC 2, HIPAA, etc.).
Cost Management
Unoptimized AI infrastructure costs 3-5x more than necessary. Production needs cost monitoring, rightsizing, and optimization strategies.
Your AI Production Readiness Process
A systematic approach to transforming prototypes into production-ready systems
Discovery & Assessment
Comprehensive evaluation of your AI prototype, infrastructure, and production requirements.
Infrastructure Architecture
Design scalable, secure cloud infrastructure with auto-scaling, monitoring, and CI/CD pipelines.
Security Implementation
Implement security controls, compliance frameworks, and access management for production AI.
Optimization & Scaling
Performance tuning, cost optimization, and enterprise scaling for production workloads.
Choose Your AI Production Path
Three proven packages designed for different stages of your AI production journey
Assessment
- Detailed technical assessment report
- Production readiness gap analysis
- Cost estimates and implementation roadmap
Deployment Sprint
- Complete production infrastructure setup
- CI/CD pipelines for AI model deployment
- Security controls and compliance implementation
- Monitoring, logging, and handover documentation
Optimization
- Performance optimization and auto-scaling
- Advanced monitoring and observability
- Compliance frameworks (SOC 2, ISO 27001)
- Cost optimization and team training
If your AI system is not successfully deployed to production within the agreed timeline, you pay nothing additional beyond the assessment fee.
AI Production Success Stories
Real results from transforming AI prototypes into production systems
Frequently Asked Questions
Answers to common questions about AI production readiness
What makes AI production different from regular software deployment?
AI systems require specialized infrastructure for model serving, specialized monitoring for model performance drift, unique security considerations for data protection, and compliance frameworks specific to automated decision-making systems.
How long does AI production readiness typically take?
Assessment is completed within 1 week, basic production deployment typically takes 4 weeks, and enterprise optimization generally takes 8 weeks. Timelines may vary based on your current AI maturity, infrastructure complexity, and responsiveness to feedback.
What's the ROI of investing in AI production readiness?
Many clients achieve significant ROI through AI production readiness, with typical benefits including 40-60% infrastructure cost savings, improved system reliability, faster time-to-market for new features, and avoided costly production failures. Results vary based on specific implementation and market conditions.
Using Claude or ChatGPT generated code? See the AI Code Security service for guardrails, logging, and compliance evidence.
Ready to Transform Your AI Prototype?
Start with a free 30-minute discovery call. Get an AI production readiness assessment and a custom roadmap for success.