Your AI Infrastructure,
Ready in Days — Not Months.
MacuoGPT is the enterprise RAG platform that turns your data into production AI — without the 12-month build cycle. Deploy custom enterprise assistants, intelligent knowledge bases, and RAG pipelines on infrastructure that already runs at scale.
Building AI In-House Takes Everything You Don't Have
Most enterprises spend 12–18 months and €500K+ trying to build custom AI infrastructure from scratch. They hire ML engineers, buy GPU clusters, integrate vector databases, and still end up with something fragile, expensive to maintain, and not quite right.
Too Slow
Your competition ships AI features while you're still writing architecture docs. Time-to-production kills the business case before it starts.
Too Complex
RAG pipelines, vector stores, knowledge graphs, LLM orchestration, multi-tenancy — each layer is a specialization. You need a full team just to stand something up.
Too Risky
Sending your documents to third-party AI APIs means your proprietary data lives on someone else's infrastructure. Compliance, privacy, and sovereignty matter.
MacuoGPT: Enterprise RAG Infrastructure You Deploy Today
We built the platform so you don't have to. MacuoGPT is a production-proven, self-hosted RAG infrastructure stack with a modular architecture, enterprise connectors, and multi-tenant support — ready to run on your infrastructure or ours.
Your Data
Data Sources & Connectors
Connect your existing data sources with native connectors. No migration, no duplication.
MacuoGPT Core
Storage & Infrastructure Layer
Production-hardened storage infrastructure. Vector search, knowledge graph, object store, and document store in one coherent system.
Intelligence
RAG Pipeline & Orchestration
LLM routing, retrieval pipeline, and async job processing. Query classification, reranking, and response synthesis at enterprise scale.
Your Product
Application Layer
Surface intelligence anywhere in your organisation — as an enterprise assistant, knowledge base UI, or embedded chatbot on your product.
Key specs
Three Ways Enterprises Deploy MacuoGPT
Custom Enterprise Assistant
Build a private AI assistant that knows everything about your company — trained on your internal documentation, processes, and institutional knowledge. No hallucinations from public data. No data leaving your infrastructure.
Intelligent Knowledge Base
Transform thousands of static documents, tickets, and SOPs into a conversational search interface. Your team finds answers in seconds instead of digging through folders for hours.
RAG Pipeline Infrastructure
If you're building an AI product and need the underlying RAG infrastructure — vector storage, retrieval, orchestration, monitoring — MacuoGPT is the platform layer your product runs on. Multi-tenant from day one.
From Contract to Production in 30 Days
Discovery
We map your data sources, use cases, and infrastructure requirements. You get a clear architecture blueprint and implementation plan — no surprises.
Deploy
MacuoGPT is deployed on your infrastructure or our managed cloud. Your data stays where you need it. We configure connectors, tune retrieval, and validate performance.
Integrate
Your team gets API access, documentation, and a working interface. We run knowledge ingestion, test query quality, and iterate until the answers are production-grade.
Scale
Add new data sources, new departments, new use cases — without rebuilding. The multi-tenant architecture means MacuoGPT grows with your organization.
Choose How Deep You Go
Every engagement starts with discovery. We don't propose until we understand your infrastructure, your data, and your actual use case.
Discovery
The right starting point for any enterprise AI project.
- Requirements workshop & data audit
- Architecture blueprint for your use case
- Infrastructure readiness assessment
- Proof of concept on your data
- Implementation roadmap with clear milestones
Scale
Full MacuoGPT deployment with everything you need to go live.
- Everything in Discovery, plus:
- Full platform deployment (self-hosted or managed)
- 3 enterprise data source connectors
- Custom RAG pipeline tuning
- Knowledge base ingestion & validation
- API documentation & developer handoff
- 90-day post-launch support
Enterprise
For organizations that want MacuoGPT as permanent infrastructure.
- Everything in Scale, plus:
- Multi-tenant deployment (serve multiple business units or clients)
- Unlimited connectors
- Dedicated infrastructure & SLA
- Monthly strategy & architecture reviews
- Priority engineering support
- Custom LLM routing & model management
All engagements include a discovery phase. Pricing provided after scoping call.
Already Running in Production
"We spent 18 months and significant engineering resources trying to bolt AI features onto our enterprise learning platform. Every approach either produced hallucinations our compliance team couldn't accept, or required infrastructure we couldn't justify. MacuoGPT deployed a production-grade RAG system in weeks. What we couldn't solve in a year and a half, they solved properly — the first time."
CTO
Enterprise Learning Management Platform
"I've worked with a lot of vendors. Nobody moves like this team. We described our risk management challenge on Monday. By Friday we had a working prototype our entire team was actively using through our internal communication channels. Five days. That's not typical — that's exceptional."
CEO
Factoring & Risk Capital Firm
"In legal, data privacy isn't a checkbox — it's the foundation of client trust. We evaluated every major AI solution on the market and none could guarantee our data stayed within our own infrastructure. MacuoGPT built us a fully customized environment in 8 weeks: zero-hallucination RAG, complete data sovereignty, our own private knowledge base. For the first time, we can look our clients in the eye and guarantee it."
Managing Partner
Legal Technology Practice
Built by Engineers Who've Done This Before
MacuoGPT is a product of Freecoders.
Leonid Blokhin
CEO & Lead Architect
CEO and principal architect behind MacuoGPT. Deep expertise in RAG systems, vector infrastructure, and distributed AI pipelines. Designed the platform from the ground up for enterprise multi-tenancy.
Milos Milic
Business Partner & CEO of Spawn Solutions
CEO of Spawn Solutions, the US-based AI venture studio behind MacuoGPT. 20+ years in enterprise software and product. Focused on partnerships, growth strategy, and bringing enterprise-grade AI infrastructure to global markets.
Ready to Skip the 12-Month Build Cycle?
Book a 30-minute call with us. We'll tell you within the first 15 minutes whether MacuoGPT is the right fit for your use case — and what it would take to get you to production.
No pitch deck. No sales process. Just a technical conversation.