The Connected Six-Layer Private AI & Supply Chain Stack
We present our capabilities as an integrated, interconnected stack, not an à la carte menu. From foundational industrial data architecture all the way to air-gapped on-premise inference, each layer builds directly upon the last.
Data Architecture & Readiness
Data Foundation & Governance for Regulated Environments
Most industrial facilities suffer from fragmented data trapped across proprietary SAP silos, legacy MES relational databases, isolated quality spreadsheets, and unindexed network drives with zero unified audit trails.
WHAT WE DELIVER
- •Comprehensive industrial data maturity & schema audit
- •Non-disruptive CDC replication pipelines off live production systems
- •Interface connectors for ERP (SAP, Oracle, Dynamics), MES, WMS, and LIMS
- •Strict document taxonomies aligned with GxP and regulatory record guidelines
- •Role-based access control (RBAC) and cryptographic data governance schemas
WHAT THE CLIENT GETS AT THE END
A clean, normalized, version-controlled relational and document lake living on your internal network, ready for agentic execution with zero risk to live production systems.
Private Document Intelligence
Vast PDF Library Ingestion with Deterministic Page Citations
Standard commercial RAG systems chunk documents blindly, destroying relational tables in batch records and generating generic summaries that hallucinate critical parameters or fail to cite the exact source page and paragraph required by regulatory auditors.
WHAT WE DELIVER
- •High-throughput multi-scale ingestion engine for 50,000+ industrial PDFs
- •Local 300 DPI computer-vision OCR for legacy scanned archives and stamps
- •Spatial coordinate tracking and tabular geometry reconstruction for CoAs
- •Dual-channel hybrid search (BM25 for SKUs/lot numbers + fine-tuned domain embeddings)
- •Strict provenance contract: ungrounded assertions are programmatically blocked
WHAT THE CLIENT GETS AT THE END
An ultra-fast on-premise document search engine where operators retrieve exact clauses across decades of SOPs and batch records in under 2 seconds, with split-screen PDF highlighting of source sentences.
Agentic AI Systems
Tool-Using Multi-Agent Workflows Acting Inside Systems
Generic conversational chatbots are passive and useless for industrial operations. They cannot verify inventory thresholds, reconcile price variances across contracts, or execute validated actions inside enterprise software.
WHAT WE DELIVER
- •Orchestrated multi-agent swarms with single-purpose specialized roles
- •Hardened internal tool-calling interfaces with strict JSON-Schema validation
- •Parameterized read-only database bridges preventing SQL injection
- •Isolated local cgroup execution sandboxes for analytical code execution
- •Cryptographic human-in-the-loop authorization gates for financial & release commits
WHAT THE CLIENT GETS AT THE END
Production software agents executing 95% of manual cross-referencing, specification matching, and PO drafting—condensing 14-hour human workflows into a 90-second executive review and sign-off.
Supply Chain Consulting
Operational Process Engineering That Makes the AI Worth Building
Automating an inefficient, broken process only produces non-compliant results faster. Without direct operational experience in manufacturing and contract packaging, AI agents are architected on flawed operational assumptions.
WHAT WE DELIVER
- •End-to-end manufacturing, procurement, and QA process mapping
- •Safety stock, reorder point, and lead-time optimization models
- •Contract manufacturing & tolling operational workflow engineering
- •Approval matrix redesign and regulatory workflow streamlining
- •Cost of Goods Sold (COGS) reduction models and supplier performance scorecards
WHAT THE CLIENT GETS AT THE END
A streamlined, compliance-hardened supply chain operation with documented standard operating procedures that maximize the operational ROI of the autonomous agent layer.
On-Premise Deployment
Dedicated On-Site Silicon Running Open-Weight Models with Zero Cloud Egress
Transmitting confidential formulations, clinical trial data, or proprietary batch records to third-party public cloud endpoints creates immediate regulatory violations and unpredictable per-token cost escalations.
WHAT WE DELIVER
- •Dedicated GPU server sizing, procurement, and thermal/power rack design
- •Optimized FP8 / INT4 AWQ quantization of open-weight models (Llama 3.3, Qwen 2.5, DeepSeek)
- •Physical dual-NIC network segregation with zero default gateway configured
- •Source-tree compilation of vLLM / TensorRT-LLM with all external telemetry stripped
- •Formal Computer Systems Validation (CSV) protocols (IQ/OQ/PQ) for GxP environments
WHAT THE CLIENT GETS AT THE END
A turnkey, datacenter-grade AI inference appliance operating inside your physical walls, fully air-gapped, running perpetually without internet connection and with zero recurring per-token fees.
Managed Operations
Lifecycle Model Evaluation, Local Retraining, and Production Retainers
AI models and multi-agent workflows require disciplined engineering oversight as new SOP revisions are approved, supplier matrices evolve, and new product formulations are introduced into production.
WHAT WE DELIVER
- •Continuous model accuracy evaluation against regulated golden benchmark datasets
- •Scheduled periodic local re-indexing and retraining on newly approved SOP revisions
- •Agent drift monitoring and proactive misalignment detection
- •Offline cryptographic model checkpoint updates as new foundation models emerge
- •Dedicated engineering support retainers with guaranteed 4-hour hot-swap SLA
WHAT THE CLIENT GETS AT THE END
Complete operational peace of mind that your private AI infrastructure remains accurate, inspection-ready, and fully maintained without internal engineering overhead.
Ready to Audit Your Data Architecture?
We begin with a 3-week engineering assessment to audit your data readiness and size your on-premise hardware.