Skip to content
Digitwai

AI Engineering

Build AI systems that run in your business, not just in a demo.

We design, develop and integrate custom AI — agents, knowledge retrieval, integrations and complete applications — and deliver working systems with the code, integrations and support to operate them.

Discuss Your AI ProjectWhat we do

The challenge

Where organizations get stuck

The problems we hear most often before an engagement starts.

  • Promising prototypes that never make it to production.
  • AI that can't reach the data and systems the business actually runs on.
  • Answers that aren't grounded in company knowledge, so teams can't trust them.
  • No clear ownership of reliability, security and cost once the system is live.

Our services

From a focused agent to a complete AI platform.

Agentic AI applications

Task-oriented agents and multi-agent workflows that act on your tools and data, with human oversight where it matters.

Enterprise knowledge & RAG

Retrieval over your documents and data, knowledge graphs and permission-aware search that keeps answers grounded.

MCP & API integration

Connect models and agents to your systems through MCP servers, APIs and secure connectors.

Workflow automation

Automate multi-step business processes end to end, with clear checkpoints and audit trails.

AI platforms

Shared foundations for model access, agent orchestration, observability and governance across teams.

Custom applications

Web and mobile applications with AI at the core, built to your product and brand requirements.

How we work

Engineering discipline from first workshop to operations.

  1. 01

    Discover

    Business goals, users, data and existing systems.

  2. 02

    Architect

    Solution design, model choices, security and data boundaries.

  3. 03

    Build

    Short iterations with working software at every review.

  4. 04

    Integrate

    Connect to your systems, test with real users and data.

  5. 05

    Operate

    Deployment, monitoring, improvement and support.

Deliverables

What you receive

  • A running solution, deployed to your agreed environment
  • Source code and technical documentation
  • Integrations with your systems and data sources
  • Testing, evaluation and observability set-up
  • Operations and maintenance support options

Relevant experience

We build what we recommend.

Our engineering team designs and operates the Digitwai Training Platform in production — so the patterns we deliver to clients are ones we run ourselves.

  • Multi-agent orchestration with tool governance
  • Retrieval over organization knowledge with scoped data permissions
  • MCP and API integration with existing business systems
  • Usage, cost and quality observability in production

Get started

Discuss Your AI Project

Share your goals and current systems. We'll come back with questions, an initial approach and a proposed scope.

  • An initial technical approach for your use case
  • Options from proof of concept to production
  • A clear view of scope, timeline and responsibilities

We use these details only to respond to your request.

Explore our other services

Many engagements combine services. See how the rest of our team can help.

AI Training

Upgrade your training programs with AI tutoring, training workflows and your own expert knowledge.

Request a Training Demo

AI Consulting

Clear answers on where AI creates value, how to architect it and how to govern it.

Book a Consultation