AI Engineering That Actually Works
We rescue failed RAG PoCs and replace brittle ETL with production-grade infrastructure. Specialized expertise, defined outcomes, no scope creep.
Schedule a ConsultationEngineering Principles We Live By
Both services share the same foundation: state-of-the-art technology, obsessive data quality, maintainable code, and intelligent orchestration.
State-of-the-Art Technology
We use cutting-edge tools—Neo4j, Dagster, Polars, LangGraph—not legacy frameworks. Our stack is what leading engineering teams are adopting, not what they're migrating away from.
Data Quality First
Every pipeline includes validation gates. Pydantic schemas catch errors at parse time. Asset checks verify business rules post-load. Bad data gets blocked, not propagated.
Maintainable Code
Type-safe Python with strict separation of concerns. Business logic stays clean; infrastructure is injected. Your team can extend and debug our code without reverse-engineering it.
Intelligent Orchestration
Whether it's LangGraph routing queries or Dagster managing asset dependencies, our systems make smart decisions automatically—with full observability into why.
Choose Your Starting Point
🕸️ GraphRAG
When you need intelligent answers from your documents
- Knowledge graph from unstructured data
- Three-tier retrieval (graph + metadata + vector)
- Hallucination guards and explainable answers
- Entity resolution across thousands of documents
- LLM integration (OpenAI, Anthropic, or local)
- RESTful API for your applications
⚙️ Data Pipelines
When you need reliable data infrastructure
- Asset-centric architecture with Dagster
- Full lineage and dependency tracking
- Partitioned processing for scale
- Custom I/O managers (Parquet, DB, APIs)
- Data quality checks at every stage
- Docker deployment ready
The Surgeon, Not the General Practitioner
We don't build "AI MVPs." We rescue failed RAG proofs-of-concept by re-engineering the data layer with knowledge graphs and Dagster. If your current system hallucinates, breaks silently, or can't scale—that's exactly where we start.
Every engagement has defined scope and deliverables. You're not buying hours of coding; you're buying the absence of risk. We've done this enough times to know exactly where the problems hide.
About NodesAIHow We Work Together
Diagnosis
We analyze your data and deliver a technical roadmap. This is a paid product, not a free sales call.
Implementation
We build the system with defined scope, fixed price, and clear deliverables. No surprises.
Handoff
Documentation, training, and 30 days of support. Your team can maintain and extend the system.
Maintenance
Optional retainer for ongoing optimization, updates, and priority support.
Industries We Serve
🏭 Manufacturing
Technical documentation search, maintenance records analysis, and sensor data pipelines for predictive insights.
💊 Pharmaceutical
Clinical trial knowledge graphs, regulatory document retrieval, and audit-ready data pipelines with full lineage.
⛏️ Mining & Energy
Geological survey analysis, operational report search, and IoT sensor data processing at scale.
🏦 Financial Services
Compliance document retrieval, contract analysis, and data pipelines with complete audit trails.
Ready to Solve Your Data Challenge?
Let's discuss which service fits your needs—or whether you need both working together.
Schedule a Free Consultation