Bayer Automation

AI consulting that fixes the slop and unlocks velocity

Your AI Problem Is My Specialty

You started with ChatGPT, then committed to Cursor, Claude, or Copilot. Now your codebase is drowning in AI-generated slop. Or you haven't introduced agents and AI features yet and don't know where to start. Either way, you need someone who's actually shipped AI systems—and fixed AI disasters—in production.

I'm Andreas Bayer. I help engineering teams and companies introduce AI the right way: hands-on, strategic, and focused on actual velocity gains—not just generating more code.

Two Ways I Help

Your Team's AI Velocity Dropped

The Problem: You adopted AI dev tools like Cursor, Claude, or Copilot. PRs got longer. Bugs multiplied. Code reviews became archaeology. Your devs are copy-pasting AI-generated code and calling it done. Velocity tanked.

What I Do:

Result: Teams ship faster with higher quality. AI becomes a force multiplier, not a mess generator.

Your Team Has Shadow AI—And It's Costing You

The Problem: You haven't officially adopted AI tools, but your engineers are using them anyway—personal Claude accounts, Cursor subscriptions, ChatGPT Plus. It's costing $150+ per engineer per month. Legal wants policies. IT wants approvals. Meanwhile, velocity is down because nobody's coordinating. You need to formalize AI adoption before the chaos gets worse.

What I Do:

Result: Lower costs, higher velocity, and a team that actually works together instead of 50 individuals doing their own thing.

How I Work

I'm not a "strategy consultant" who hands you a deck and leaves. I'm a technical leader who gets in the code, reviews PRs, architects systems, and ships alongside your team.

Hands-On

I write code, review architecture, debug production issues, and teach by doing. If I'm guiding your team, I'm in your repos, your standups, and your incident channels.

Practical

No AI hype. No vendor pitches. Just: what works in production, what's worth building, and what's a waste of time. I've seen enough AI projects fail to know the difference.

Fast

Consulting engagements that actually ship. Whether it's a 2-week velocity audit or a 3-month AI adoption transformation, I move fast and deliver results you can measure.

About Me

I'm Andreas Bayer—a systems architect and engineering leader who's spent the last three years shipping AI systems in production and helping teams navigate the chaos of AI adoption.

Before the AI wave, I spent 20+ years building and scaling systems at companies like Xoom (acquired by PayPal), MuleSoft (acquired by Salesforce for $6.5B), and as Co-Founder & CTO at Beam Solutions (acquired by Jumio). I've taken companies through IPOs, led engineering teams through acquisitions, and rebuilt legacy platforms more times than I can count.

These days, I focus exclusively on AI consulting because it's where the biggest gap exists: companies rushing to adopt AI without understanding how to do it right. I work with teams drowning in AI-generated code and companies paralyzed by AI decisions.

What makes me different: I'm hands-on. I build, I ship, I debug. I teach by example, not by slides. And I care more about your team's velocity than selling you the next AI vendor solution.

Writing

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Let's Fix Your AI Problem

Whether your team is drowning in AI slop or you're ready to ship your first AI feature, let's talk.

Email: andreas@bayerautomation.com

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Python FastAPI LangGraph LangChain CrewAI MCP Claude OpenAI Anthropic Bedrock Cursor HuggingFace Agentic Systems Pinecone Qdrant Postgres Redis Docker AWS GCP Terraform React TypeScript

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