Research & Product IP: Industrial AI Foundation

ZetaForge™ Industrial AI Foundation & Domain SLMs

A versatile industrial AI foundation engineered to combine the flexibility of modern language models with the efficiency, control, and sovereign customization that heavy engineering and manufacturing demand.

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Senior Indian CTO and Technology Director Reviewing Sovereign On-Premises Industrial AI Architecture
Air-Gapped Local Inference Zero Egress
The ZetaForge™ Foundation

Bringing Intelligence Closer to Industrial Decisions

Engineered from first principles to bridge language models with physical manufacturing reality.

Versatile Industrial AI Foundation

ZetaForge is being developed as a versatile industrial AI foundation that can power a new generation of intelligent applications across engineering and manufacturing. Through secure API integration, enterprises can build AI-powered solutions for engineering knowledge retrieval, project monitoring, quality intelligence, operational decision support, and workflow automation. With domain-specific learning and enhanced reasoning capabilities on its development roadmap.

Efficiency, Control & Sovereign Deployment

ZetaForge aims to combine the flexibility of modern language models with the efficiency, control, and customization that industrial environments demand. Our ambition is to make enterprise AI more accessible, affordable, and deployable - bringing intelligence closer to where engineering and manufacturing decisions are made.

Secure API Capabilities

Intelligent Applications Powered by ZetaForge

Through sovereign, high-speed API endpoints, ZetaForge powers five core enterprise capabilities across plants, engineering offices, and boardrooms.

Engineering Knowledge Retrieval

Semantic indexing across standard engineering codes (ASME Section VIII, API 560, ASTM, IS), internal fabrication standard operating procedures, vendor documentation, and legacy drawing archives.

Project Monitoring & Milestone Audits

Synthesize shop-floor production telemetry, subcontractor dispatch logs, and fabrication milestones to flag progress variances and critical-path delays before schedule slippage occurs.

Quality Intelligence & Codal Compliance

Optical inspection and automated verification of mill test certificates (EN 10204 Type 3.1 & 3.2), chemical composition heat values, weld NDT reports, and dimensional tolerance adherence.

Operational Decision Support

Context-aware reasoning co-processors that evaluate complex engineering trade-offs: pre-bid fabrication costs, scrap and remnant plate nesting optimization, and metallurgy grade substitutions.

Deterministic Workflow Automation

End-to-end automation bridging 2D tender drawings to 3D parametric CAD models, automated Bill of Materials (BOM) creation, and seamless bi-directional ERP and CRM data synchronization.

Development Roadmap

Domain Learning & Enhanced Reasoning Roadmap

Continuous development milestones delivering specialized reasoning, deterministic accuracy, and seamless industrial deployment.

Phase 01

Domain-Specific Learning

Fine-tuning on engineering standards (ASME, ASTM, IS), material science, and manufacturing vocabulary.

Phase 02

Enhanced Geometric Reasoning

Deep spatial-geometric parsing of multi-layer vector CAD drawings, nozzle schedules, and weld symbols.

Phase 03

Physics-Guided Verification

Zero hallucination guarantee by anchoring SLM outputs to deterministic thermal, structural, and ASME solvers.

Phase 04

Sovereign Air-Gapped SDK

Containerized on-premises runtimes with high-throughput vLLM for plug-and-play internal enterprise GPU clusters.

The Model Family

ZetaForge™ Specialized Small Language Models (SLMs)

Purpose-engineered Small Language Models and neural parsers built for specific heavy manufacturing workflows.

ZetaForge-CAD™ CAD Cognition

Trained on multi-layer 2D engineering drawings, vector DXF topologies, and CAD geometric primitives. Automatically decomposes customer assembly schematics, extracts nozzle schedules, and constructs parametric 3D CAD feature trees.

  • 2D DXF/DWG vector layer classification
  • Automatic geometric boundary recognition
  • Parametric CAD script generation (FreeCAD/OpenCASCADE)
ZetaForge-Thermal™ Physics Solvers

Fine-tuned on thermal conduction curves, hot-face boundary conditions, and refractory lining material libraries. Computes deterministic multi-layer temperature gradients and verifies skin temperatures remain safely below 80°C.

  • ASTM C155 & API 560 refractory standard compliance
  • Multi-layer thermal conduction calculations
  • Automated anchor pattern & expansion joint layout
ZetaForge-Cost™ Tendering & BOM

Connects extracted part geometries to historical fabrication machine hours, welding cycle times, cutting scrap factors, and current raw material indices to generate accurate pre-bid estimates in minutes.

  • Automatic fabrication routing & weld time estimation
  • Structured Bill of Materials (BOM) takeoff generation
  • Integration with ERP tendering and procurement modules
ZetaForge-Inspect™ Quality Audit

An optical cognition model that audits scanned mill test certificates (MTC), ultrasonic NDT reports, and welding procedure specifications (WPS) against project ASTM/IS specifications with 99.8% extraction accuracy.

  • Chemical composition & mechanical heat value verification
  • Automated EN 10204 Type 3.1 & 3.2 compliance checks
  • Immediate quarantine alerts on out-of-spec incoming steel
Security & Deployment

Engineered for On-Premises Air-Gapped Clusters

Zero Cloud Egress

Models run locally on your internal servers. Customer CAD drawings, formulations, and production data never leave your physical enterprise firewall.

High-Throughput vLLM

Packaged with optimized vLLM / TensorRT-LLM runtimes for lightning-fast sub-second token generation on standard workstation enterprise GPUs.

Fixed Task Economics

No metered API charges or per-token surprises. Predictable software licensing that scales with your manufacturing throughput.

Private Technical Briefing

Discuss Your Sovereign Model Requirements

Schedule a private 30-minute architecture discussion with our engineering team to review on-premises model weights, hardware sizing, and proof-of-concept pipelines.

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