Muza
Mechanica
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FACILITY ONLINE · ACCEPTING DIRECTIVES

Machines serve. People create.

Muza Mechanica is an engineering workshop for the age of AI. We design, build and run custom software, intelligent agents and automations that take the routine off your team. Your people get their hours back for the work only humans can do.

ANIMA EX MACHINA · EST. 2026
MANIFESTO

Anima
ex
machina

lat. "the soul from the machine"

Every company has a soul: its people. Every company also has a machine: its routine. Too often the soul spends its days feeding the machine.

We reverse that. We study how your company actually works, find the hours lost to copying, checking, reporting and answering the same questions, and build machines that do it for you, quietly and reliably, around the clock. What's left for people is judgement, creativity and care. That's the part worth keeping.

SERVICES · FIVE DIRECTIVES

What the
workshop builds

From a single automated report to a full AI-driven platform. One team, one standard, from first sketch to production.

SOFTWARE DEVELOPMENTCustom platforms, built to tolerance.

Web and mobile applications, internal tools, client portals and SaaS products. Architecture, design, code, testing, release. You own the code and the IP.

  • Web & mobile apps
  • Internal tools & admin panels
  • APIs & backend systems
  • MVP in 6–8 weeks

AI AGENTSColleagues that never sleep.

LLM-powered agents that read documents, answer customers, qualify leads and take real actions in your systems, with guardrails, audit logs and human sign-off where it matters.

  • Customer support agents
  • Sales & lead qualification
  • Document analysis & extraction
  • Knowledge assistants (RAG)

PROCESS AUTOMATIONRoutine, abolished.

We map the repetitive work (data entry, approvals, reconciliations, weekly reports) and hand it to machines that run 24/7 and never make the same mistake twice.

  • Workflow & approval automation
  • Reporting on autopilot
  • Document processing
  • RPA for legacy systems

INTEGRATIONS & DATAOne machine, not a hundred tools.

We connect CRM, ERP, accounting, messengers and spreadsheets into one working mechanism, and turn scattered data into live dashboards you can actually decide with.

  • CRM / ERP integrations
  • Data pipelines & warehouses
  • Dashboards & analytics
  • API design & gateways

IT OPERATIONSThe engine room.

Cloud infrastructure, DevOps, monitoring, security and support, so that everything we build (and everything you already run) keeps turning.

  • Cloud & DevOps
  • 24/7 monitoring & alerts
  • Security & backups
  • Support with SLA
DIRECTIVE Nº 00 · STANDING ORDER

Let the robots
do the routine

PROCESS

The five-step
plan

No five-year plans. Five steps, each with a clear result you can see, test and sign off on.

  1. 011 WEEK

    Diagnosis

    We sit with your team and log every repetitive task. You get a map of your routine and what it costs in hours and money.

  2. 021–2 WEEKS

    Blueprint

    Architecture, priorities and a fixed estimate. The automations with the highest return go first.

  3. 032–4 WEEKS

    Prototype

    A working machine on your real data. You test it in daily work, we tune it until it earns its place.

  4. 044–12 WEEKS

    Production

    Hardened, secured, integrated and documented. Your team is trained, and the old routine is switched off.

  5. 05ONGOING

    Maintenance

    We monitor, improve and extend. The machine keeps learning, and the list of things it handles keeps growing.

USE CASES

What the machines
take over

Every department has a routine. Here is what it looks like before and after the workshop.

SALES A-01

BEFORE · Managers copy leads into the CRM by hand and call them back hours later.

AFTER · An agent qualifies, enriches and routes every lead within a minute, with a summary for the manager.

SUPPORT A-02

BEFORE · The same fifty questions, every day, in every channel.

AFTER · An AI agent resolves first-line tickets and hands the rest to a human with full context.

FINANCE A-03

BEFORE · Invoices and acts retyped from PDFs into accounting.

AFTER · Documents are read, checked against contracts and posted automatically.

OPERATIONS A-04

BEFORE · The weekly report eats a whole day of an analyst's time.

AFTER · Reports assemble themselves overnight and land in your messenger by 9:00.

HR A-05

BEFORE · Onboarding is a pile of forms, accounts and forgotten access.

AFTER · New hires get accounts, documents and a personal guide on day one, automatically.

MANAGEMENT A-06

BEFORE · The numbers live in ten systems and nobody trusts any of them.

AFTER · One live dashboard, fed from every source, with an assistant you can ask in plain language.

FACTORY STANDARDS

Built to
tolerance

Four rules that every machine leaving the workshop must pass. Non-negotiable, written into every contract.

  • Python
  • TypeScript
  • Go
  • React
  • Node.js
  • PostgreSQL
  • Kubernetes
  • LLMs
  • RAG
  • On-prem models
  • n8n
  • Airflow
  • REST / GraphQL
  1. Your code, your IP

    Everything we build belongs to you: source, models, documentation. No lock-in, no hostage situations.

  2. Human in the loop

    Agents act within clear limits. Critical decisions always go to a person, and every action is logged.

  3. Security by default

    Your data stays in your perimeter. Need models that never leave your servers? We deploy them on-premise.

  4. Honest estimates

    Fixed scope per stage, measurable results, and a clear answer when something should not be automated at all.

CONTACT

Issue a
directive

Tell us what eats your team's time. We reply within one working day with questions, a first idea and an honest view of whether automation is worth it.

Directive form