SERVICE

AI Prototype Ready to Production

Today your team can use AI to build something in a matter of hours — but underneath those tools, no one really knows how they work. Muze helps everything your team builds work reliably across the organization, safely and in line with the IT Governance standards your company requires.

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The challenges most organizations face
when letting teams build AI tools themselves

The speed of building is great — but it tends to leave invisible gaps behind.

01

Built it. But only the builder uses it.

Employees use AI to build great Tools — but they only live on their own machine. No Infrastructure to support them, no Access Control, no way for the rest of the team to actually use them. Great tools end up as nothing more than a Demo.

02

Nobody knows if it's safe.

The tool the team built hasn't passed a Security Review. Nobody knows where Data flows or how the AI (LLM) handles company information. Leadership won't approve it. The team can't move forward. Everything stalls in limbo.

03

Training done. Nothing changed.

The company hires someone to teach AI — but after the Training Session, employees go back to working exactly as before. No right tools, no supporting process, and nowhere for what they built to actually go.

From Idea to a Tool the Whole Organization Can Actually Use

Nobody understands your business problems better than the people inside your organization. Muze designs the entire process so that what your team builds actually reaches everyone in the organization — safely and ready to use.

Training

Workshop Program

Hands-on workshops that get your team building real AI tools.

Build tools with AI
Learn by doing
Output: a real tool to use
Enablement

Agent Toolkit

Custom AI tooling so everyone builds to your standards.

UX/UI standardize
Frontend standardize
Backend standardize
Building

Built with any LLM

Works with any LLM — Claude, Codex, no lock-in.

Claude Code
Codex
Freedom to build any tool
Validation

IT Governance Pipeline

Security, stack and data checks before anything ships.

Security review
Right stack for the job
Data & Privacy compliance
Deploy

Internal App Portal

One hub where the whole org accesses every tool.

Org-wide access
Access management
Production-ready and extensible
RESULT

Your organization will have tools built by employees using AI — fully standards-approved and ready to use across the entire organization through an Internal App Portal.

Every step covered, from training to deploy

Each part connects to the next — Workshop builds people, Agent Toolkit gives them confidence to build, Governance Pipeline maintains standards, Internal App Portal makes it usable for the whole organization.

01
TRAINING

Workshop Program

The Workshop Program is designed to get employees building real AI tools — not just understanding AI. Every session is tailored to your company's context: the use cases your teams want to build, and the tech stack your organization already uses.

The output of a Workshop isn't just knowledge — it's an actual AI tool ready to use. Employees who complete the Workshop leave with the right workflow for building tools with AI from day one.

  • Build tools with AI — not just use AI, but create systems others can use
  • Learn by doing — build during the Workshop, not just listen
  • Output: a real tool to use — not a classroom exercise, a working tool
  • Tailored curriculum — built around your business context, not generic
02
ENABLEMENT

Agent Toolkit

The Agent Toolkit is a set of AI tools custom-built by Muze for your organization — designed so employees who completed the Workshop can keep building correctly. Think of it as a Technical advisor that already knows your company's standards, available at all times.

The Toolkit covers UX/UI, Frontend, and Backend — each standardized to your organization's requirements. No matter who builds what, the quality stays consistent.

  • UX/UI standardize — patterns and components aligned to your company's standards
  • Frontend standardize — maintainable and consistent code structure
  • Backend standardize — safe and scalable architecture and API patterns
03
BUILDING

Built with any LLM

Employees who've completed the Workshop and have the Agent Toolkit can start building right away — using whichever AI coding tool they prefer, whether that's Claude Code, Codex, or something else.

No vendor lock-in. Muze designs the Toolkit to work with any LLM, so your team has the freedom to choose the right tool for each job without changing their workflow.

  • Claude Code — build tools with Anthropic's coding AI
  • Codex — full support for OpenAI Codex
  • Freedom to build any tool — not locked to any single AI
04
VALIDATION

IT Governance Pipeline

Before any tool goes live, every piece goes through the IT Governance Pipeline — a review covering Security, Tech Stack, and Data & Privacy that confirms what gets built meets your organization's standards and carries no risk.

This is what closes the most important gap — giving leadership and IT the confidence that tools employees build are actually safe, not just "probably fine."

  • Security review — no vulnerabilities before deploy
  • Right stack for the job — verified tech that's appropriate and maintainable
  • Data & Privacy compliance — aligned with your organization's data standards
05
DEPLOY

Internal App Portal

Tools that pass the IT Governance Pipeline are deployed to the Internal App Portal — a central hub set up by Muze that brings all your organization's AI tools into one place, accessible to everyone right away.

This isn't just a tool repository — it's infrastructure your team owns, with access management that controls who can use which tools, and built to grow as your organization does.

  • Org-wide access — usable by the whole organization, not just whoever built it
  • Access management — control who sees and uses which tool
  • Production-ready and extensible — built to scale with your organization

If you're ready to move your organization into the AI era for real

Talk to the Muze team and let us help analyze where your organization should start.

Contact us