Operations Architecture
for Founders & CTOs
- Architecture decided before code is written
- Failure modes mapped before they break production
- Built to scale, not retrofitted later
I design the architecture behind automation and AI systems — before the build, or after the patchwork starts failing.
Alex Novak
Technical Architect — Automation & AI Systems
The Problem
Most businesses don't design their operational systems. They accumulate.
"Automation" is not the missing piece. Architecture is.
My Approach
I don't just automate — I redesign first.
Before touching a single tool, I map the process and identify every failure point. The result is automation that runs reliably — not just automation that runs.
Architecture first
No tools selected until the workflow is mapped and all failure modes are identified.
Reliability over speed
Every system is tested for edge cases and load before deployment.
Built to scale
Designed for 10× current volume from day one, not retrofitted later.
Process
I don't jump into tools first.
Analyze
Map the current process end-to-end.
Identify
Find bottlenecks, risks, and failure modes.
Redesign
Architect a reliable target state.
Build
Implement with n8n, AI agents, and APIs.
Scale
Test for load, edge cases, and stability.
Analyze
Map the current process end-to-end.
Identify
Find bottlenecks, risks, and failure modes.
Redesign
Architect a reliable target state.
Build
Implement with n8n, AI agents, and APIs.
Scale
Test for load, edge cases, and stability.
// Tools are selected after the architecture is defined.
What you get
Work
Engagements and outcomes.
Architecture Review
For founders / CTOs evaluating an existing or planned automation stack — before committing to build.
From 15-minute manual fulfillment to 30-second automated delivery
E-commerce reseller processing 110+ weekly orders across 3 vendor platforms — no public APIs, CAPTCHA-protected portals, race conditions causing duplicate deliveries. Rebuilt as a fully automated pipeline with atomic inventory operations, browser automation, and 5-level retry.
From dual-system management to a single CRM workspace
Sales team managed products in their CRM but had to separately log into the online store — data drift, orders invisible in CRM without manual entry. Built bidirectional sync with schema translation between incompatible APIs and CRM-controlled publish flags.
Production AI assistant: 12 n8n workflows, hybrid RAG, 9-service infrastructure
Proactive AI partner for SMB owners delivering briefings, deadline pushes, and voice commands via Telegram. Hybrid memory (Redis + PostgreSQL + Qdrant), multi-tenant RAG, AI agent with 10+ tools, queue-based notification system. Shipped in 12 weeks.
How It Works
How the architecture flows.
I design systems that handle the entire workflow, not just individual steps.
Instead of connecting tools randomly, I build structured systems where each step is defined, monitored, and automated.
- No lost data between steps
- No manual handoffs or bottlenecks
- Consistent execution at any volume
Who I Work With
Good fit
- Founders/CTOs designing a new operational system from scratch
- Operations leaders dealing with automation that accumulated past comprehension
- SaaS, e-commerce, or service businesses with defined ops at meaningful scale
- Teams ready to systematize, not just automate
Not a fit
- No defined process or workflow exists yet
- Looking for a quick fix, not a system
- Wanting a no-code tool operator, not an architect
FAQ
Common questions.
Do you take execution-only engagements (build to spec)?
No. If the architecture isn't decided yet, I work on that first. Pure execution-by-spec isn't my model — the trade-offs locked into a spec are usually the most expensive decisions, and they should be made deliberately, not inherited.
Can I hire you just for an audit?
Yes. A System Audit is a common entry point — map what's running, find failure modes, surface architectural debt. It's a standalone engagement; you don't need to commit to a build afterwards.
What if I'm not sure this is even an architecture problem?
That's a useful DM. I reply within 24h with a direct read — fit, not-fit, or what to figure out first. No pitch.
Do you guarantee outcomes?
No. Architecture is a set of trade-off decisions, and I won't guarantee the result of a process you partially control. What I will do: name the trade-offs explicitly, flag the risks I see, and make the architectural decisions you can defend.
How long does a typical project take?
Most automation projects run 2–4 weeks from kickoff to deployment. Complex multi-system builds or AI agent workflows can take 6–8 weeks. I'll give you a specific estimate after reviewing your current process.
What does it cost?
Projects are priced per scope, not per hour — typically $2,000–$10,000 depending on complexity. You'll know the full cost before any work begins. I'll provide a detailed quote after our discovery call.
Will I need technical knowledge to maintain it?
No. Every system is built for non-technical operators. Delivery includes full documentation, a handoff walkthrough, and 30 days of post-launch support to cover any edge cases.
What happens if something breaks after launch?
All systems include error handling and monitoring alerts. If something fails, you'll receive a notification before your team notices. The 30-day support window after launch covers any issues that come up.
What if my process isn't fully defined yet?
That's fine — process mapping is the first step of every engagement. If you can describe the problem, even roughly, that's enough to start. We'll work through the details in the Analyze phase.
Get In Touch
Not sure if it's an architecture problem yet?
That's also a useful DM. I reply within 24h with a direct read either way — fit, not-fit, or what to figure out first.