Code 8

AI Engineering

We design and deploy semi-autonomous AI systems for companies that need more than a chatbot.

Concrete solutions,
not generic consulting.

We design and deploy semi-autonomous AI systems that help companies and individuals work faster, make better use of internal data and automate repetitive decision-making processes.

We build AI agents deployed in your environment, connected to your data, processes and tools.

What we deliver

We deliver AI agents as standalone systems ready for real business use.

Hermes
OpenAI
Anthropic
Qdrant
Hugging Face
Ollama
LangChain
n8n

Agent and interface

  • AI agent configured for a specific task
  • web interface for users
  • Docker deployment
  • integration with documents, databases or APIs

Operations and security

  • permissions, roles and audit trail
  • human oversight on important decisions
  • security settings
  • operational documentation

The goal is not to replace experts. The goal is to give them a tool that can read, sort, compare, summarise and prepare materials significantly faster than a person.

Use cases

Medical practice assistant

Preliminary triage of patient requests, questionnaires and admin work before a doctor visit.

  • structured problem description
  • summary for the doctor
  • urgent cases by pre-approved rules
  • less phone calls and transcription

Does not diagnose. Works with clearly defined boundaries.

BI for e-commerce expansion

Continuous analysis of competition, segments and marketing opportunities in new markets.

  • competition and price levels
  • reviews and trends
  • sales channels and partners
  • content ideas for campaigns

Output is reports, tables and materials for decision-making.

Accounting and tax support

Navigating documents, research and routine checks for accountants and tax advisors.

  • sorting enquiries
  • searching internal guidelines
  • drafting client responses
  • flagging missing documentation

The final professional opinion remains with a human.

Our process

1. We pick the right process

Choosing a process

We do not start with technology, but with a concrete problem. Together we find a process where an AI agent can quickly deliver measurable impact - typically reading text, sorting requests, comparing documents or doing research.

2. We design a secure architecture

Secure architecture

We define where the agent will run, what data it will use and who will have access. We emphasise data separation, auditability, access rights and the option to run in your own environment.

3. We deliver a working prototype

Working prototype

Instead of long workshops, we quickly deliver a first working version. On real data we verify whether the agent saves time and makes sense to users.

4. We deploy and improve

After the prototype we refine the solution, add integrations to other systems and prepare an operational mode. The agent can gradually expand to new scenarios.

Why Code8

We combine web application development, automation, security and practical deployment of AI tools.

More than replies

We focus not only on making the agent reply nicely, but on ensuring it works securely with company data and is usable for a specific team.

Ready for production

The agent must be operable, maintainable and expandable. It needs clear boundaries of responsibility, connections to existing systems and economic sense.

Who this is for and where to start

An AI agent makes sense where a company already spends hours on manual work with information. The first project does not have to be large - often one well-chosen agent is enough.

It typically helps

professional services firmspractices and clinicsaccounting and advisory officese-commerce businessesB2B companiescustomer support teamsinternal administrative teamscompanies preparing for expansion

A first deliverable could be

processing client enquiriesmarket researchinternal knowledge basepreparing sales materialsdocument reviewsummarising meetings and taskscustomer care support

Ready to explore where AI can help your business?

Get in touch. Together we will pick one concrete process and design a first AI solution that can be quickly validated in practice.

Book an introductory consultation