Built for Engineering Teams

Physics-Aware AI Agents
for Decisions You Can Trust

Connect AI agents to your simulations, tools, and engineering data. They surface uncertainty, reason through the results, and deliver recommendations your team can stand behind.

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SOC 2 Certified On-premise or cloud Full audit trail
Trusted Worldwide
See It In Action

The Visual Reasoning Canvas, On Your Data

Wire specialist agents to your tools, watch every step execute, and inspect the reasoning behind each recommendation.

app.lumimerse.com
The LumiMerse visual reasoning canvas — agents wired from data sources through reasoning to a validated result
The LumiMerse node and integration library
A rich node & integration library
Schedule a flow to run automatically on the server
Schedule & run on your server
Built for Engineering Teams

AI Agents That Reason Over Engineering Problems

Connect simulation tools, engineering data, and domain models. Inspect every reasoning step. Keep engineers in the loop.

Data Source SOURCE
Simulation outputs · Engineering data · APIs
AI Analysis AGENT
Any LLM · Multi-model
running...
Insights OUTPUT
Validated decisions · Traceable recommendations
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Connects to the engineering stack you already use — no rip-and-replace

Python MATLAB Jupyter Reservoir Simulators Grid & Power Models PostgreSQL REST APIs Any LLM

Logos are illustrative — bring your own tools and models.

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Faster Engineering Scenario Analysis
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Traceable Agent Decisions
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Engineering Data Leaving Your Boundary
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Free Trial, No Card Needed

Illustrative figures — verified benchmarks available on request.

Why LumiMerse

Built for Engineering Reasoning, Not Generic Automation

Most AI tools connect prompts and APIs. LumiMerse goes deeper — helping technical teams build agents that reason over simulations, constraints, uncertainty, and domain-specific tools.

REASON

Multi-Agent Reasoning

Specialist agents break a problem down, compare scenarios, weigh trade-offs, and decide what deserves an engineer's attention.

PHYSICS

Physics-Aware Tool Use

Agents run your simulators, engineering calculations, and Python tools — then reason over the real numbers they return, not just text.

VALIDATE

Traceable Validation

Every step is inspectable, uncertainty is quantified, and a human approves the call — so each recommendation carries its own evidence.

Not a Chat Wrapper

How It Stays Grounded in the Physics

A language model guesses. LumiMerse agents are wired to real tools and real outputs, so recommendations trace back to evidence — not to a confident-sounding sentence.

01

Runs your real tools

Agents execute your simulators, Python calculations, and domain models — and reason over the actual numbers they return.

02

Quantifies uncertainty

Outputs are compared across scenarios with explicit uncertainty ranges, not collapsed into a single unverifiable answer.

03

Checks the constraints

Physical limits and engineering assumptions are validated; anything that violates them is flagged for review, not hidden.

04

Keeps a human gate

Every high-impact decision passes an engineer-controlled approval step, with the full reasoning chain attached.

How It Works

From Engineering Data to Traceable Decisions

Connect your engineering environment, build specialist reasoning agents on the visual canvas, and produce validated, explainable technical outputs.

01
Connect

Connect Engineering Data

Link simulation outputs, engineering datasets, Python tools, domain-specific software, databases, and APIs. No data leaves your boundary.

02
Build

Build Reasoning Agents

Use the visual canvas to wire together specialist agents — for data preparation, simulation review, uncertainty analysis, scenario ranking, and reporting.

03
Validate

Validate & Deploy

Inspect every agent step, assumption, and output. Approve with human-in-the-loop gates. Deploy with confidence that every recommendation is traceable.

Industries

Built for Engineering Teams Working with Complex Models

LumiMerse supports teams that rely on simulations, uncertainty analysis, technical workflows, and expert judgment.

Energy & Subsurface Engineering

Simulation interpretation, reservoir decisions, CCS monitoring, critical minerals, and uncertainty-aware scenario analysis.

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Power & Infrastructure Systems

Grid simulation, scenario planning, resilience analysis, operational risk reasoning, and power system decision support.

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Advanced Engineering & Simulation Teams

Any team using models, simulations, constraints, and technical decision workflows — where AI must be explainable and auditable.

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Explore All Industries
Get Started

Build Your First Engineering AI Workflow

Start for free or talk to our team about a physics-aware agent workflow tailored to your engineering environment.

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The Outcome

When the Stakes Are High, Trust Is the Product

Teams adopt LumiMerse to move faster on engineering decisions without losing the audit trail that lets them defend the call.

“
We were running dozens of grid scenarios and still second-guessing the call. LumiMerse compares the cases, shows its reasoning, and flags what needs a human — we move faster, and we can defend every decision we put on the network.
Lead Power Systems EngineerGrid & infrastructure operator
Security & Deployment

Your Engineering Data Never Has to Leave

Run LumiMerse where your data already lives, with the controls regulated, high-stakes engineering work demands.

On-prem / VPC

Deploy in your environment

Run fully on-premise or in your private cloud — no engineering data needs to cross your boundary.

SOC 2

Audited & compliant

SOC 2 compliant infrastructure with end-to-end encryption and a complete, exportable audit trail of every agent action.

Zero egress

Bring your own model

Point agents at your own LLM keys or self-hosted models. Your prompts and data stay under your control.

Access

SSO & role control

Enterprise SSO and role-based access keep the right engineers in the loop — and everyone else out.

FAQ

Frequently Asked Questions

What makes LumiMerse different from tools like n8n, Flowise, or Dify?

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LumiMerse is built specifically for engineering reasoning — not generic automation. Agents can connect to simulation models, interpret technical outputs, evaluate uncertainty, and produce traceable engineering recommendations. Most workflow tools move data between APIs; LumiMerse moves engineering judgment.

Can agents connect to our existing simulation tools and Python scripts?

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Yes. LumiMerse supports native Python tool nodes, REST API connections, and domain-specific integrations. Agents can call your simulation software, engineering calculations, and databases directly within the workflow.

How does LumiMerse handle uncertainty in engineering decisions?

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Specialist agents can be configured to evaluate uncertainty ranges, compare scenarios, rank options, and flag assumptions that require expert review — keeping engineers in control of high-stakes decisions.

Can we deploy on-premise or in our own cloud environment?

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Yes. LumiMerse supports on-premise, cloud, and hybrid deployments. No engineering data needs to leave your boundary. SOC 2 compliant infrastructure with end-to-end encryption.

Do you offer consultancy for building the first workflows?

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Yes. Our consultancy team specializes in engineering AI workflow design, simulation intelligence prototypes, and domain-specific agent development. We can help you design, build, and validate your first engineering reasoning workflow.

Build your first intelligent engineering workflow.

Start your 14-day free trial today. No credit card required.

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