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Enterprise AI Architecture Consulting

Your Systems Deserve an Architect Who's Built at Scale

I help engineering teams design, review, and fix AI and cloud architectures — so you ship faster, spend less, and sleep better at night.

15+ enterprise systems designed · AWS & GCP · AI/ML pipelines · Distributed systems

Trusted by startups and enterprises across 4 continents

Why Architecture Decisions Make or Break Your Product

The difference between a system that scales to millions and one that collapses under load is the architecture decisions made in the first 90 days.

❌ Poor Architecture Leads To

  • Cloud bills that double every quarter with no performance gain
  • Deployments that take weeks instead of hours
  • AI models stuck in notebooks, never reaching production
  • Systems that crash under moderate traffic spikes
  • Teams spending 80% of time on firefighting instead of features

✅ Correct Architecture Delivers

  • Predictable costs that scale linearly with growth
  • CI/CD pipelines enabling multiple daily deployments
  • AI/ML systems running reliably in production at scale
  • Auto-scaling infrastructure that handles 10x traffic surges

Problems I Solve for Engineering Teams

If any of these sound familiar, you're in the right place. These are the exact challenges I help organizations overcome.

Your AI models work in Jupyter but fail in production
Cloud costs are growing faster than your revenue
You need a microservices migration but don't know where to start
Your system can't handle the scale you're planning for
Security and compliance gaps are blocking enterprise deals
Your team is stuck choosing between conflicting technology stacks
Legacy monolith is slowing down every new feature

Core Consulting Services

AI/ML Architecture Design

End-to-end AI system design — from data pipelines and model training infrastructure to production serving, monitoring, and feedback loops.

Architecture Review & Audit

Deep analysis of your existing system architecture. Identify bottlenecks, security risks, cost waste, and scalability gaps with an actionable remediation plan.

Cloud Solution Architecture

Design cloud-native architectures on AWS, GCP, or Azure. Infrastructure as code, serverless, containers, and multi-region deployment strategies.

Performance & Scale Optimization

Find and eliminate performance bottlenecks. Database optimization, caching strategies, CDN configuration, and load testing for production readiness.

Security Architecture & Compliance

Zero-trust architecture design, IAM strategy, encryption at rest and in transit, SOC2/HIPAA compliance preparation, and security incident response planning.

Industries & Use Cases

SaaS & B2B PlatformsAI/ML & Data EngineeringFinTech & PaymentsHealthTech & ComplianceE-Commerce at ScaleDeveloper Tools & APIs

How I Work With Your Team

1

Discovery Call — Understand your business goals, technical constraints, and timeline

2

Architecture Assessment — Deep-dive into your current system, codebase, and infrastructure

3

Solution Design — Deliver architecture blueprints, trade-off analysis, and implementation roadmap

4

Hands-On Implementation — Work alongside your engineers to build the critical path

5

Knowledge Transfer — Document decisions, train your team, and ensure long-term ownership

Every engagement is tailored. No cookie-cutter frameworks.

✅ This Is For You If

  • You're a CTO, VP Engineering, or Tech Lead at a growing company
  • You're building AI-powered products and need production-grade architecture
  • You want an experienced architect — not a junior consultant reading from a playbook
  • You value speed, clarity, and working code over lengthy slide decks

❌ This Is NOT For You If

  • You're looking for the cheapest option regardless of quality
  • You want someone to just agree with existing decisions without challenge
  • You need a full-time employee rather than strategic consulting
  • Your budget is under $5,000 for a meaningful engagement

Why Organizations Hire Me

Hands-on architect who writes code, not just diagrams
15+ years experience across startups, scale-ups, and enterprises
Deep expertise in AI/ML, cloud-native, and distributed systems
Track record of reducing cloud costs 30-60% while improving performance
Direct, honest communication — I'll tell you what you need to hear

Engagement Options

Architecture Review Sprint

1-2 week deep assessment of your current system. Deliverables include architecture diagrams, risk analysis, and prioritized remediation plan.

Solution Design Package

4-6 week engagement to design a new system or major component. Includes blueprint, ADRs, tech stack selection, and build-vs-buy analysis.

Embedded Architect

Part-time or full-time embedded role for 1-6 months. I work as a fractional CTO or principal architect within your team.

Advisory Retainer

Ongoing monthly advisory for strategic architecture decisions, code reviews, and team mentoring. Flexible hours, async-first.

Not sure which option is right? Let's talk — I'll recommend the best fit for your situation.

Frequently Asked Questions

Zero-Risk Guarantee

If after the first consultation you don't feel confident about the path forward, you pay nothing. I'd rather earn trust than collect invoices.

Let's Discuss Your Architecture Challenge

Tell me about your project and I'll respond within 24 hours with initial thoughts and a suggested next step.

Don't Let Bad Architecture Become Technical Debt

The best time to fix your architecture was six months ago. The second best time is now.