How we built the world's most experienced operational AI.
DBR77 Vector is a proprietary 120-billion parameter LLM trained on real factory transformation knowledge. Not internet text. Not synthetic data. Real diagnostics, real layouts, and real automation rollouts — structured into a domain-specific model that knows more about factories than any general-purpose AI.
DBR77 Vector 120B · real factory data · domain-specific training · industrial reasoning · GPU-backed deployment
120B
Model parameters
Real-world
Training data source
Domain-tuned
Model specialization
Production-ready
Deployment readiness
TRAINING PIPELINE
From raw factory data to operational intelligence.
Four stages. Each grounded in real engineering decisions, not marketing abstractions.
Real factory data, structured for training
The training corpus is not scraped from the internet. It is built from real factory transformation knowledge covering production flows, bottleneck analysis, layout optimization, automation sequencing, and Lean improvement outcomes. Real operational data, not synthetic benchmarks.
Structured for operational reasoning
Each case is organized into a structured training format that teaches the model how to interpret factory context, operational constraints, and expert recommendations. The goal is not generic chat fluency, but reliable industrial reasoning.
Fine-tuned into DBR77 Vector (120B)
Starting from a 120-billion parameter base architecture, we fine-tuned the model to absorb real factory knowledge and industrial decision logic. The result is not a thin wrapper on someone else's model — it is DBR77 Vector, a proprietary LLM built for operational reasoning in manufacturing environments.
Deployed through an automated pipeline
The trained model is packaged into a portable inference environment and deployed through an automated, versioned, and reproducible pipeline. Built for reliable availability, traceability, and secure rollout options.
ARCHITECTURE
From your question to an expert answer.
Every query follows the same secure, serverless path. No data stored. Designed for controlled, auditable inference.
Your App
Frontend / API client
HTTPS POST
Encrypted + API key
Serverless Inference Layer
GPU orchestration
Elastic GPU Runtime
Scales on demand
Containerized Runtime
Portable inference stack
DBR77 Vector 120B
Full model inference
Structured Response
Secure result delivery
Your App
Frontend / API client
HTTPS POST
Encrypted + API key
Serverless Inference Layer
GPU orchestration
Elastic GPU Runtime
Scales on demand
Containerized Runtime
Portable inference stack
DBR77 Vector 120B
Full model inference
Structured Response
Secure result delivery
COMPETENCIES
What Vector knows — and why it matters.
Think of Vector as the most experienced Lean specialist you have ever met. These are the competencies it brings to every conversation, every analysis, every recommendation.
Factory diagnosis
Identify bottlenecks, hidden waste, and the highest-value intervention areas.
- Production flow analysis and constraint identification
- OEE loss categorization and root-cause framing
- Prioritization of improvement opportunities by impact
Transformation roadmap
Turn fragmented findings into a sequenced, board-ready path from diagnosis to execution.
- Initiative sequencing with dependency logic
- CAPEX and timeline estimation
- Milestone-based rollout planning
Production decision support
Connect data, simulation, and operational context before investing in physical change.
- Simulation output interpretation and scenario comparison
- Layout and material flow reasoning
- What-if analysis for operational trade-offs
ROI reasoning
Frame initiatives with business cases, trade-offs, and measurable outcome logic.
- NPV, IRR, and payback period framing
- Sensitivity analysis for key assumptions
- Investment prioritization across competing initiatives
Automation strategy
Recommend where to automate, what to automate first, and how to reduce rollout risk.
- Process-level automation potential assessment
- Technology matching and integrator reasoning
- Phased rollout planning with risk mitigation
Lean and operational excellence
Apply world-class Lean thinking grounded in real factory experience, not textbook theory.
- Value stream mapping and waste identification
- Kaizen, 5S, SMED, and TPM reasoning
- Continuous improvement program design
READY TO SEE IT?
120B parameters. Industrial reasoning. Available on your infrastructure.
Deploy on-premise, through a private API, or try it instantly inside our products. The same model, the same reasoning depth — wherever you need it.