← Selected workSAAS · AI PRODUCTS / 2023–2025

From an idea to AI in production.

A customer-support SaaS built from zero to paying clients in eight months.

01 / THE CHALLENGE

A problem worth solving.

Build a useful AI support product, establish a paying customer base, and keep operating costs sustainable as usage grows.

02 / THE APPROACH

Connecting strategy to execution.

Defined the technology strategy and product roadmap, built a multi-tenant platform with multiple LLM providers and semantic search, and introduced CI/CD and security scanning. Used K3s with a hybrid Hetzner/AWS architecture.

03 / THE OUTCOME

What changed.

Reached 7+ enterprise clients and more than 10,000 monthly customer interactions. Infrastructure costs fell by 70% compared with the prior single-cloud approach, with a reported 99.7% uptime SLA.

The cost comparison refers to the architecture described in the career record, not an industry-wide benchmark.

A CONVERSATION IS A GOOD START

Working through a similar challenge?

Bring the ambition. Let’s find the path from complexity to impact.

Let’s talk