Custom AI Systems Engineering

When the system doesnt exist, we build it.

Some problems cannot be solved by another SaaS subscription. Arvanord architects and engineers custom AI systems around complex workflows, proprietary knowledge, business software, documents, data and operational requirements.

Engagement
From $15,000

Typical starting point. Enterprise projects are significantly larger.

Typical duration
620 weeks
Method
The Forge Method
After launch
Arvanord Ops (optional)
The reality of custom work

Some problems cannot be solved by another SaaS subscription. When the workflow is specific, the knowledge is proprietary, the software is unusual and the requirements are operational rather than generic — the system has to be engineered from the ground up.

Arvanord works from the first workflow map to production deployment: understanding how the organization actually operates, then architecting AI, software, data and human decision-making into a single functioning system.

Custom engagements are scoped from discovery. Typical projects run from $15,000 and upwards; enterprise systems are significantly larger. There are no artificial upper limits.

Custom work is right for you if
  • The workflow is specific to how your company operates
  • Knowledge is proprietary or lives in unusual documents
  • Your software landscape includes niche or legacy systems
  • An existing product solves 60% — and the last 40% is the value
  • The process is technically complex: drawings, models, calculations
  • Compliance or data boundaries rule out generic SaaS
Project types

What custom systems typically are.

Not a menu — a range. Technology follows the problem; every project is architected from discovery.

  • Custom AI platforms
  • Internal AI applications
  • AI copilots
  • Multi-agent systems
  • Engineering automation
  • Document-processing infrastructure
  • Company knowledge systems
  • Custom operational software
  • AI-enabled business applications
  • CAD/BIM intelligence
  • Computer vision systems
  • Decision-support systems
  • Custom workflow engines
  • AI integrations
  • Large-scale company AI infrastructure
The Forge Method

How custom engagements run.

Seven phases, from first conversation to continuous evolution. The same method behind every Arvanord system.

Systems integration visualisation
Discover · Map · Architect · Forge · Validate · Deploy · Evolve
01
Discover

Understand the company.

02
Map

Map the work exactly as it happens.

03
Architect

Design the system before building it.

04
Forge

Build the production system.

05
Validate

Test against reality, not optimism.

06
Deploy

Introduce the system into the real operational environment.

07
Evolve

Monitor and improve continuously.

Questions

About custom engagements.

How does a custom engagement start?

With a system brief and a conversation. If the problem is real, we run discovery: understanding the workflow, constraints, systems and people involved. Discovery ends with an architecture and a scoped proposal — not an open-ended commitment.

What does "from $15,000" mean?

It is a typical starting point for a scoped custom system, including architecture, build, integration and validation. Enterprise systems with multiple integrations and departments are significantly larger. We do not put artificial upper limits on projects.

What if our problem is genuinely unusual?

That is the point of this page. The more unusual the environment — proprietary tools, physical constraints, domain rules, legacy systems — the more custom engineering replaces off-the-shelf anything.

Who owns the system?

You do. Custom systems are built for your organisation, deployed into your environment and documented for your team. Operational coverage is available through Arvanord Ops if you want it.

Next step

Bring us the problem nobody has solved.

Custom engineering starts with a system brief. Describe the work; we will architect the system.