Alina Marchenko.
Founder · Production Architect · Based in Hanalei, Kauai
Alina spent the last decade building the production systems behind avatar-compatible digital content at scale — workflow architecture, vendor coordination, QA gates, and the operating layer that turns brand and platform requirements into shippable assets, week after week.
ProdLayer comes out of a pattern I kept seeing across creative-tech production environments: scaling teams break their own pipelines.
Documentation lives in heads. AI gets adopted ad-hoc and slows things down. Vendors interpret platform specs differently. Hiring isn't solving throughput because the underlying production system is the bottleneck, not the headcount.
ProdLayer is being built to convert those recurring production problems into AI tooling — informed by operator-built judgment, validated through ongoing customer discovery via Prod Architect, my consulting practice and market-discovery engine.
The goal is not to replace producers or artists. The goal is to give modern digital content teams an AI-supported operating layer for planning, managing, and scaling complex production workflows.
Ten years of building production systems where the work actually happens.
My background spans enterprise creative-tech production, founder-led brand building, and mobile gaming. I have led large-scale avatar and digital asset production systems across multiple creative-tech environments, including high-volume digital fashion programs and platform-based digital goods production workflows.
The recurring through-line is the operating layer: the workflow architecture, team structure, documentation, vendor systems, QA gates, capacity planning, and AI-assisted optimization that determines whether a team holds together at volume.
That decade of operator experience is what gives me founder-market fit for ProdLayer. The product thesis is not a recombination of prior employer systems — it is the pattern recognition that comes from seeing the same workflow failures repeat across different teams, platforms, and content categories.
Five rules ProdLayer is being built on.
- 01 Production complexity, made visible. Before automation comes visibility. AI is most useful when the system already knows what it is looking at.
- 02 Humans stay in the loop. Human review is the feature, not the friction. ProdLayer is built to support producers and artists, not replace them.
- 03 Pattern-validated, not founder-asserted. Every wedge feature comes out of repeated customer-discovery conversations, not whiteboard speculation.
- 04 AI is production intelligence, not hype. AI that helps a team plan, classify, estimate, and route — not AI that promises end-to-end automation.
- 05 Build the layer, not the studio. ProdLayer is infrastructure for production teams. The teams stay in control of the creative work.
If you run production, I'd love to hear about your stack.
A 30-minute conversation about your production layer, your AI adoption questions, and where ProdLayer might fit.
Book a conversation