Frequently Asked Questions

What LumiMerse is, how it differs from a chat assistant or a generic automation tool, and how teams use it to build AI systems they can explain and govern.

The basics

What is LumiMerse?

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LumiMerse is a visual platform for building, governing and deploying AI-powered workflows and agentic systems.

Instead of relying on a single AI chat interface, LumiMerse lets teams connect AI models, data sources, tools, APIs, business logic, engineering applications, human approvals and domain-specific capabilities into reusable workflows.

The goal is simple: make sophisticated AI systems easier to build, understand, control and reuse.

Why use LumiMerse instead of just ChatGPT or Claude?

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ChatGPT and Claude provide powerful AI models and assistants. LumiMerse provides the system around the models — letting you visually combine AI with data, tools, code, rules and human decisions into reusable workflows.

ChatGPT / ClaudeLumiMerse
Primary roleAI assistant and reasoning modelVisual platform for building AI-powered systems
InteractionPrompt or chat with the AIDesign the complete workflow visually
Workflow visibilityMuch of the reasoning and execution happens inside the AIEach major step is visible and configurable
Tools & logicAI calls available tools when neededExplicitly combine AI, Python, APIs, calculations and business rules
Domain specialisationGeneral-purpose intelligenceBuild reusable domain-specific Blocks and workflows
RepeatabilityRepeat tasks through prompts, agents or instructionsTurn processes into reusable workflow templates
Control & validationReview the AI’s outputAdd validation, approvals and human review directly into the process
The key difference

With ChatGPT or Claude, you typically tell the AI what you want done. With LumiMerse, you design how the entire process should work. For example:

DataQuality ControlCalculationClaude / ChatGPTValidationHuman ReviewReport

ChatGPT, Claude and other AI models can therefore become components inside a LumiMerse workflow.

AI models provide the intelligence. LumiMerse provides the workflow, structure and control.

Is LumiMerse competing with Microsoft, Google or other large AI platforms?

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Not directly. LumiMerse is designed to work with the broader AI ecosystem rather than replace it. Organisations may already use models and services from OpenAI, Microsoft, Google, AWS, Anthropic, open-source providers, or their own internal systems.

LumiMerse provides a visual orchestration layer where these technologies can be combined into structured, reusable workflows.

The value is not simply access to an AI model. It is the ability to turn models, tools, data, APIs, rules and human expertise into a complete operational system.

How is LumiMerse different from generic AI workflow builders?

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Many workflow platforms focus primarily on connecting applications and automating general business processes. LumiMerse is being designed with more complex decision-making and domain workflows in mind, including engineering, scientific, technical and data-intensive applications.

The platform combines:

  • Visual workflow design
  • AI agents and LLMs
  • Data processing
  • Python and computational tools
  • APIs and external systems
  • Retrieval and knowledge sources
  • Human-in-the-loop decisions
  • Evaluation and validation
  • Scheduling and automation
  • Domain-specific reusable components

The long-term goal is not simply to create another automation tool, but to provide a platform for building reliable AI-enabled decision workflows.

How does LumiMerse compare to n8n?

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n8n is a capable automation tool with a large connector library and the option to self-host. If your problem is moving things between applications — a new form submission creates a CRM record, a status change posts to Slack — it does that job well.

LumiMerse starts from a different problem: workflows where the hard part is the decision rather than the plumbing. Reading engineering or scientific data, running calculations over it, having agents interpret the result, validating that interpretation, and putting it in front of a person before anything is published.

Both are visual and node-based, and both can call AI models. The difference is what each one makes easy:

n8nLumiMerse
Centre of gravityConnecting applications and automating business processesBuilding AI decision workflows over data
Typical unit of workA record, message or event moving between systemsA dataset, document or analysis being interpreted
ComputationJavaScript and Python in code nodesPython and computational tooling as a first-class step, with your own packages on Enterprise
Domain depthGeneral-purpose connectorsReusable domain-specific Blocks for engineering, energy, geoscience, finance and other specialisms
What you inspectWhich node ran and what it returnedThe reasoning behind a result, and the inputs and assumptions it rests on

The two are not mutually exclusive. If n8n already runs your integrations, it can call a LumiMerse workflow over a webhook and take the result back.

Why is the visual workflow important?

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AI systems can quickly become difficult to understand when they involve multiple agents, prompts, data sources, tools, conditions and external services. LumiMerse makes the workflow visible.

You can see how the system works, where information comes from, which components perform each task, and how outputs are passed between stages. That makes complex AI systems easier to design, explain, debug, review and improve.

A useful analogy is how visual analytics platforms made complex data analysis accessible to a much wider group of users. LumiMerse aims to bring similar accessibility to agentic AI workflows.

Do I need to be an AI developer to use LumiMerse?

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No. LumiMerse is designed so that domain experts, engineers, analysts, researchers and business users can understand and build workflows without needing to create every component from scratch.

At the same time, technical users can extend workflows with Python, APIs, custom tools, models and advanced integrations. The aim is to combine low-code simplicity with developer-level extensibility.

Blocks and domain workflows

What are LumiMerse Blocks?

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Blocks — the nodes you place on the canvas — are reusable components that each perform a specific function within a workflow. A block might:

  • Read a document
  • Query a database
  • Search the web
  • Call an AI model
  • Run Python code
  • Extract structured information
  • Analyse engineering data
  • Perform quality control
  • Calculate a domain-specific KPI
  • Call an external application
  • Generate a report
  • Request human approval
  • Publish an output to another system

Blocks can be combined visually to create much more sophisticated workflows.

Can LumiMerse support industry-specific or domain-specific workflows?

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Yes. This is one of the most important directions for LumiMerse. Different industries have very different workflows, data structures, terminology, validation requirements and software ecosystems.

LumiMerse can support domain-specific block libraries for areas such as engineering, energy, geoscience, manufacturing, finance, research, marketing and other specialist domains. An engineering workflow might look like:

Read DataQuality ControlRun CalculationApply AI AnalysisValidate ResultsHuman ReviewGenerate Report

Instead of forcing every organisation to build these capabilities from scratch, reusable domain blocks and templates can capture specialised knowledge directly within the platform.

Can organisations create their own custom Blocks?

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Yes. Organisations can extend LumiMerse with their own tools, APIs, algorithms, models, data sources and internal applications.

This means a company can gradually build a private library of reusable AI capabilities that reflects its own domain knowledge and operating processes. Over time, those components become an organisational AI toolkit rather than a collection of disconnected experiments.

Can workflows be reused?

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Yes. A major principle behind LumiMerse is build once, reuse many times.

A workflow can become a reusable template applied to different projects, datasets, customers, teams or business processes. Teams can also create standardised workflows for common activities instead of rebuilding prompts and AI processes every time.

Governance and direction

How does LumiMerse help with AI governance and control?

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When AI moves from experimentation into real business processes, organisations need greater visibility and control. LumiMerse is designed to make workflows explicit and inspectable, so teams can understand:

  • Which models are being used
  • Which data sources are accessed
  • Which tools are called
  • How decisions are made
  • Where human approval is required
  • What intermediate outputs were generated
  • How workflows are evaluated
  • How processes change over time

That makes AI systems easier to review, test, govern and improve.

Does LumiMerse replace human experts?

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No. LumiMerse is designed to combine AI automation with human expertise. Some tasks can be fully automated, while more important decisions may require review, validation or approval by a human expert.

Human-in-the-loop steps therefore become part of the workflow itself. The objective is not simply to automate everything, but to build better systems for human + AI collaboration.

What is the long-term vision for LumiMerse?

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We believe the future of AI is not just about better chatbots. It is about connecting AI reasoning with data, tools, software, domain knowledge, business rules and human expertise.

LumiMerse aims to become a visual environment where organisations can build these systems in a way that is understandable, reusable, extensible and governed.

From AI conversations to governed AI workflows — the visual workspace for building agentic systems around real-world work.

Looking for questions about plans and limits? Those are answered on the pricing page.

Still Have a Question?

Start free and see it for yourself, or talk to an engineer who has built these workflows before.