Physics-Aware AI Agents
for Decisions You Can Trust

A visual platform for building AI agents that plug into your simulations, scripts, and engineering data — automating the scenario analysis and reporting that used to take weeks. Build it once, your team runs it, and every result stays traceable.

SOC 2 compliant On-premise or cloud Full audit trail
Trusted Worldwide

Automate the Analysis That Eats Your Week

If you’ve ever spent days hand-comparing simulation runs, cross-checking constraints, and assembling a report someone can defend — that’s the work LumiMerse automates. Think n8n or Zapier, but the agents reason over your engineering data instead of just moving it between APIs.

Example — a reservoir workflow:
  • Agent reads your sim outputs
  • Ranks the P10 / P50 / P90 cases
  • Flags assumptions for a human
  • Drafts a defensible summary

Stop the manual grind

The agents do the cross-checking, ranking, and first-draft reporting. Work that took a week becomes a review-and-sign-off.

Ship work you can defend

Every recommendation carries its reasoning and a full audit trail — ready for a manager, a reviewer, or a regulator.

No ML team required

Build it visually and point it at your own tools and models. Power users build the workflows; the wider team just runs them.

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

Reason Over Engineering Problems

Build the workflow visually, call your real tools and models, and keep engineers in control at every gate.

Data Source SOURCE
Simulation outputs · Engineering data · APIs
AI Analysis AGENT
Any LLM · Multi-model
Insights OUTPUT
Validated decisions · Traceable recommendations

Connects to the engineering stack you already use — no rip-and-replace

Python MATLAB Jupyter Reservoir Simulators Grid & Power Models PostgreSQL REST APIs
Visual canvas
Build agent workflows on a drag-and-drop canvas
Multi-agent reasoning
Specialist agents break problems down, compare, and rank
Uncertainty-aware
Compare P10 / P50 / P90 — not one unverifiable answer
Any LLM
Bring your own model — Claude, GPT, Llama, or local

From Engineering Data to Traceable Decisions

Most AI tools just connect prompts and APIs. LumiMerse goes deeper: connect your engineering environment, build specialist agents that reason over simulations and uncertainty, and produce validated, explainable outputs — not generic automation.

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.

Not a chat wrapper — every output is grounded:
  • Runs your real tools
  • Quantifies uncertainty
  • Checks the constraints
  • Human approval gate

Purpose-Built for Complex Engineering 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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Three Ways to Work with LumiMerse

Start with the platform and build it yourself — or bring us in to design your first workflows and upskill your engineers. Most teams use all three together.

The Platform

Build and run physics-aware AI agents on the visual canvas. Self-serve, deploy in your own environment, and start free.

Start Free Trial

Consulting

We design and build your first engineering AI workflows with you — from connecting your tools to validated, traceable outputs.

Explore Consulting

AI Training

Hands-on training that gets your engineers building agentic, physics-aware workflows with confidence — tailored to your domain.

Explore AI Training

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.

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.

Grid compliance work used to mean weeks of manual assembly just to produce something defensible. LumiMerse cut that down and kept the audit trail intact. That’s the part that actually matters when the regulator asks questions.
Dr Yousef PipelzadehFounder & CEO, Velon Energy

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.

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.

Stay Updated

Engineering-AI insights on simulation reasoning, uncertainty, and trustworthy agents — straight to your inbox.