# LabSource OnPrem

Canonical: https://phoenix-unifiedsystems.com/labsource.html

LabSource OnPrem builds context from product, asset health, maintenance, logistics, engineering history and approved plant data to support planning, coding and industrial intelligence.

LabSource OnPrem | Contextual AI for Production, Maintenance & Engineering PHOENIX Asset Sensors Long-Range BLE PHOENIX CIP LabSource OnPrem PHOENIX UI Industries Examples of Excellence Request a Demo ← Back to Main LabSource OnPrem — Private AI Factory LabSource OnPrem Multiple local LLMs, AgentSWARMS, contextual memory, reporting and coding tools inside the customer environment — built to turn plant context into capacity intelligence. Private AI Factory Contextual AI for Production, Maintenance and Engineering LabSource OnPrem is the contextual AI environment where PHOENIX brings together product demand, asset health, maintenance, operations, logistics, engineering history and prior AI work around the question being asked. It gives reliability, operations, maintenance, planning and engineering teams a controlled workspace for analysis, reporting, coding and decision support focused on protecting reliable capacity. Multiple Local LLMs Run private models on customer-controlled GPU infrastructure and avoid ongoing external per-token inference charges when local models are used. AgentSWARMS Routing Select the model or specialist agent best suited to coding, retrieval, engineering reasoning, SQL, documents or analysis. Independent Verification Hand critical results to a second model or specialist agent for cross-checking before they become recommendations. Contextual Memory Retain chats, model requests, retrieved evidence, project history, expert corrections and outcomes against the relevant domain and asset. Build & Report Locally Create Python / HTML apps, dashboards, calculations and drag-and-drop reports inside the local environment. AI Suggestions & Prompts Use the growing contextual database to suggest next questions, evidence to retrieve, report blocks and context-driven prompts. What makes it different LabSource OnPrem is not just a chatbot. It can reason across machine evidence and the wider plant context. High-resolution sensor evidence Operating state and controls data Maintenance history and work orders Drawings, manuals, SOPs and BOMs Production, recipe and process context Local coding, reporting and prompt tools for building plant-specific intelligence Persistent expert knowledge, conversations and verified AI work that strengthen future decisions LabSource OnPrem is where plant context becomes reusable intelligence. PHOENIX CIP governs what agents can access. LabSource OnPrem selects the right local model, assembles the relevant context, retains the reasoning history, verifies important results and turns that intelligence into explanations, reports, code, applications and capacity decisions. Context Around the Work LabSource OnPrem builds the right context before the model is called. Instead of sending an isolated prompt to one LLM, LabSource OnPrem organizes the work around the domain, project, asset, requirement and history, retrieves the approved data that matters, and then uses the appropriate model or agent for the task. Product & Capacity What is scheduled, what throughput is required, which product or grade is running, and where capacity is constrained. Asset Health Condition evidence, operating history and reliability risk from PHOENIX and other approved sources. PM & Maintenance Planned maintenance, work orders, backlog, inspections, repair history and recommended work. Logistics & Resources Parts, inventory, labor, contractors, access, outage windows and execution dependencies. Project & Engineering History Requirements, documents, code, calculations, prior decisions, conversations and previous AI work. Model Routing & Verification Use the model or specialist agent best suited to the task, then route critical conclusions to an independent model or agent for verification. Build Your Own Intelligence Provides a controlled platform for building new internal AI applications, agents and modules — allowing domain experts to embed their real-world experience, operational insight and tribal knowledge into reusable intelligence that can be applied across the organization. Build local apps and reports from the same context used to make capacity decisions. Teams can create Python / HTML applications, agents, drag-and-drop reports, dashboards, calculations and workflows while retaining the production requirement, asset context, expert knowledge, prior conversations and approved plant data around the work. Requirement What problem must be solved? Context Which product, asset, history and plant data matter? Model / Agent Which intelligence is best for this step? Build & Test Create code, analytics, workflows and applications. Retain Keep results and history attached to the project. Back to Top ↑ PHOENIX PHOENIX connects machine evidence, plant context, local AI and domain knowledge to help industrial teams protect reliable capacity, execute the production plan and reduce revenue at risk. Contact Made in the USA 336-763-2882 sales@phoenix-unifiedsystems.com Quick Links AI Server Deployment PHOENIX CIP LabSource Industries Start a Pilot Examples of Excellence Hardware Options About About Us Leadership Join Our Team SpaceSense Corporation Proudly Represents PHOENIX Unified Systems — for Industrial AI, asset intelligence and Critical Infrastructure Protection for production environments. © 2026 PHOENIX. All Rights Reserved.