Forward-Deployed AI Engineering For SMEs

The AI engineering team your business doesn’t have to hire

A small senior team works inside your business, learns how the work actually runs, and builds the AI worth building. Then we keep it running and improving.

Book an Intro Call

We learn

How your work actually runs

We build

The AI worth building

We stay

And keep it improving
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01 / The gap

Your business doesn’t need another AI tool

Access to AI was never the problem. Making it work inside your real processes is, and that takes engineers most small and mid-sized companies do not have.

Tools stop at the box

ChatGPT and chatbot builders are easy to start and hard to fit. Someone still has to connect them to your offers, documents and systems, and keep them right as the business changes.

Hiring takes too long

An in-house AI team means scarce engineers, a long search and a budget line that most companies your size cannot justify for a first project.

Handoffs lose the details

When one firm designs the system and another builds it, the knowledge of how your business actually works gets lost in between.

02 / How it works

From first call to a system your team uses every day

You talk to the same engineers the whole way, from the first conversation to the system running in production.

  1. 01

    Intro call

    Free, with the founder. We map the problem, the systems involved and whether we are a fit.

  2. 02

    Discovery audit

    Like engaging an architect: we define the needs, design the solution and hand over an action plan with a cost estimate. The plan is yours.

  3. 03

    Build

    We build on our own platform and connect the system to the tools you already run.

  4. 04

    Run and improve

    We watch real use, fix weak cases and expand only where it pays off.

03 / What we build

AI that fits the work you already do

Four kinds of system, often combined. Each is built around your data and your people, and a person stays in charge of every decision that matters.

Customer assistants

When
A visitor asks about your offer at 11 pm.
The system
Answers from your real offers, prices and pages, and suggests concrete options.
Your team
Gets anything sensitive or unclear, with the conversation attached.

Internal knowledge assistants

When
An employee needs the procedure for an unusual case.
The system
Answers in plain language and shows the source document.
Your team
Keeps the documents current. The assistant only answers from them.

Workflow automations

When
A supplier sends a new price list.
The system
Applies your discount and margin rules and prepares the new prices.
Your team
Reviews and confirms, instead of recalculating by hand.

Integrations

When
Your CRM, booking tool and spreadsheets do not talk to each other.
The system
Connects them, so the data an assistant or automation needs is in one place.
Your team
Keeps the software it already runs. Access follows your permissions.

04 / Why WAI Systems

Senior engineers, without the hiring

A small team, on purpose. Three reasons it works better than the usual ways of buying AI.

01

Embedded, not handed off

The engineers who scope your system build it, launch it and stay with it. No account managers, and no handoff to a partner you have never met.

Forward-deployed engineering

02

Not starting from zero

90% of what we build on is our own code and tooling. Your budget goes into fitting the system to your business, not into reinventing the basics.

10,000+ development hours

03

Honest about AI

The discovery audit tells you what is worth building and where AI does not belong. The plan is yours, even if someone else builds it.

You own the action plan

05 / In production

Where this already runs

Guest assistants, travel advisors and product advisors, live in daily use.

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“Their understanding of our needs and expectations stood out.”

“Successfully deployed a 24/7 AI travel advisor connected to real offers and company knowledge. Key success indicators include faster customer guidance, consistent recommendations, reduced repetitive inquiries, higher engagement with relevant offers and improved support of the booking journey.”

CEO, Sonček Travel Agency
Verified 5.0 review on Clutch

Also live at

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06 / Best fit

Is this you?

We are not the cheapest way to buy AI. We are the right call when a few of these sound familiar.

A workflow eats hours every week, and everyone knows which one.

The answers your customers or staff need live in your own documents, systems and heads.

You have no AI engineers of your own, and hiring them is not realistic right now.

You cannot replace the software you run just to adopt AI.

You want someone to tell you honestly what is worth building first.

The biggest AI risk for a smaller company is not moving too slowly. It is paying for tools that never become part of how the business runs.

07 / FAQ

Frequently asked questions

If your question is more specific, ask us directly. We will tell you honestly whether it is a fit.

It means the engineers who design your system also build it, launch it and keep improving it in production. Instead of a handoff to an implementation partner, the same people work inside your business until the system holds up in daily use.

Yes. We work with small and mid-sized businesses across the EU that have no AI engineers of their own. You do not need a data team or an IT department to start, only a workflow that costs you time or revenue and someone who knows how it runs today.

We look at where revenue is lost, work slows down, people repeat the same decisions or important knowledge is hard to find. Then we weigh business value, feasibility, risk and adoption, and recommend one place to start. If AI is the wrong tool for it, we say so.

Pricing depends on project scope and expected usage. Ongoing costs typically cover lightweight maintenance and usage-based fees. The discovery audit ends with a cost estimate before anything is built, and an intro call is the fastest way to get a first idea.

Usually not. We design around the systems you already rely on and connect only what creates real value. Website assistants ship as a script or plugin, and larger systems connect to your existing CRM, ERP, booking tools, databases and APIs, so you keep the stack you already have.

We stay close to the system. We monitor real use, measure the business effect, fix weak points and expand only where it is justified, so you always have someone who knows the system inside out.

Data access, retention, hosting and escalation are defined during discovery. All processes follow EU standards and GDPR requirements, data is stored on EU servers, and conversations are retained for no longer than 60 days.

Answered by AI from what this site publishes. It is the same kind of assistant we build for clients.