Bruce is the end-to-end agentic AI platform for industrial operations - connecting your data, ontology, and rules to run human expertise at scale, responsibly.
One platform to capture how your experts think, run it across every site and shift, and govern every decision end to end.
Why it's needed.
Industrial expertise is trapped in people, documents, and disconnected systems. Your best operators can't be everywhere. SOPs sit unread. Tribal knowledge walks out the door when people retire. Decisions get made inconsistently across shifts, sites, and teams. AI alone doesn't fix this. It needs structure, rules, and domain knowledge to be useful. Bruce provides that.
The Bruce Stack.
Seven layers that work together to turn industrial expertise into autonomous, governed operations.
Ontology Builder. Ingest data from databases, sensors, documents, APIs, and the web. Structure it into a connected knowledge graph with data vectoring, correlations, and context enrichment. Built-in security and role-based access control. This is how Bruce understands your operation.
Model Foundry. Bring your own LLM keys, use your own models, or connect to AWS Bedrock. One unified layer to manage every AI model your agents need.
Skills. Teach once, run forever. Expert decisions encoded into reusable, governed workflows. Process orchestration, agent studio, data orchestration, dynamic data collection, and domain expert simulation.
AURA. Voice-first AI agents for floor teams. Multilingual. Hands-free access to your operations, knowledge, and workflows.
Integrations. Inward and outward. Databases, ERPs, SCADA, PLCs, MCP servers, LLM providers, AgentKit, n8n, Teams, Zoom, and third-party tools. Bruce connects to what you have and exposes what you build.
Responsible AI and Validator Engine. Safe connectors, safe agents, no data oversharing. Hallucination management, maker-checker validation, memory for continuous learning. Every agent output is verified before it reaches your operations.
Bruce Can. The workspace where it all comes together. Connect MCP servers, configure agents, and orchestrate outcomes the way your people need them delivered.
Teach. Run. Trust.
Teach it. Show Bruce how your expert handles a situation. SOPs, decision trees, rules, tribal knowledge. If you can describe how the work gets done, you can build the agent that does it.
Run it. Agents run 24/7 across every site and every shift. They monitor conditions, make decisions, trigger actions, and escalate when something needs a human.
Trust it. Every decision is explainable. Every action has an audit trail. Maker-checker validation is built in. Hallucinations are caught before they reach operations.
Works with your existing SCADA, PLCs, sensors, ERPs, and documents. Deploys in weeks, not months. No rip-and-replace.
Highlights
Teach Once, Run Forever - Build reusable AI skills that simulate your domain experts. Your best operator's knowledge, running 24/7 across every site. No retraining.
Model Foundry + Ontology Builder - Unified LLM repository with BYO keys, custom models, knowledge management, graph structuring, and data vectoring. All your AI, one control plane.
Responsible AI, Not Optional - Maker-checker validation, hallucination management, MCP-based privacy architecture. Your AI explains itself, stays in its lane, and never shares company data.
AWS Marketplace now accepts line of credit payments through the PNC Vendor Finance program. This program is available to select AWS customers in the US, excluding NV, NC, ND, TN, & VT.
Pricing is based on the duration and terms of your contract with the vendor. This entitles you to a specified quantity of use for the contract duration. If you choose not to renew or replace your contract before it ends, access to these entitlements will expire.
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Bruce is the end-to-end agentic AI platform for industrial operations - connecting your data, ontology, and rules to run human expertise at scale, responsibly.
This listing has one pricing dimension, billed under a contract. You purchase Bruce in Units, so your cost scales with the number of Units you commit to. Bruce is an agentic AI platform for industrial operations. It connects your data, ontology, and rules to run human expertise at scale. Because there is a single dimension, pricing is not split into tiers or instance sizes. You adjust your total commitment by changing the quantity of Units. To size the right number of Units for your operations, contact the vendor.
Top-of-mind questions for buyers
What counts as one Unit for billing purposes?
The listing bills by Unit under a contract, but the pricing table does not define what one Unit maps to in concrete terms, such as a connected asset, user, or data source. To size the right number of Units for your operations, contact the vendor.
How does my cost change if I add more industrial assets or users to Bruce?
Your cost scales with the number of Units you commit to. Adding capacity means committing to more Units, which raises your total contract cost. The listing does not publish per-Unit thresholds or automatic scaling rules, so confirm how added assets map to Units with the vendor.
What capabilities does a Bruce contract include?
Bruce is an agentic AI platform for industrial operations. It includes conversational Q&A on plant data, a knowledge graph that reasons over asset ontologies and manuals, and workflow tooling that automates report generation, anomaly summaries, and work order creation. Insights can feed control workflows or dashboards.
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Support
Vendor support
Every Bruce customer gets hands-on support from a team that understands industrial operations.
Hours: 9:00 AM - 5:00 PM EST, Monday - Friday
Channels: Email, phone, and live chat
Coverage: Technical guidance, onboarding, integrations, bug fixes, and platform performance
Critical incidents: Emergency support available outside business hours
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IO Sense by Faclon Labs is a no-code industrial decision-intelligence platform that unifies IT, OT, IoT, and manual data into a single source of truth to unlock operational excellence at scale. IO Sense delivers value through integrated modules: I/O Connect for edge-to-cloud connectivity and ingestion, a Unified Data Fabric (MuSTO) for a governed single source of truth, I/O Sense for no-code analytics, dashboards, and 100+ plug-and-play apps, DeepSense for ML Ops and computer vision, and Bruce for agentic contextual AI - governed by the Foundry control plane and secured by Forge. Built on a scalable, cloud-agnostic architecture, IO Sense accelerates deployment and measurable ROI across manufacturing, energy, utilities, and oil & gas.
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