Forward-Deployed AI Engineering

Custom AI employees, built inside your business

Our engineers work inside your operations, turning complex business problems into AI systems that keep improving in production.

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Level 1

AI assistants

Level 2

AI agents & employees

Level 3

AI management layer

Field Of Work

Who are we?

Wai Systems is a US-based AI technology company specializing in advanced automation for large enterprises.

Dashboard showing an overview of client chatbot usage in the WAI Systems interface

What do we do?

We design and build AI systems that automate communication, streamline processes, and support mission-critical operations.

Our solutions range from customer-facing AI assistants to fully customized enterprise tools — all tailored to your workflows, integrated with your existing systems, and built to scale.

Why should you choose us?

Because we deliver more than software, we deliver measurable impact.

With 10,000+ development hours, a team of proven experts, and deep experience in complex integrations, we create solutions that consistently improve revenue, reduce operational costs, and enhance customer satisfaction.

More About Us

What We Build

From conversation to coordinated action

Most companies do not need more AI tools. They need the right system in the right workflow. Every WAI system sits on a spectrum, and most clients start at one level and grow into the next as the system earns trust.

Level 1

AI assistants

Answer, guide, recommend and qualify through a natural conversation.

Level 2

AI agents and employees

Use company data and connected tools to prepare outputs and complete defined tasks.

Level 3

AI management layer

Monitor work, spot exceptions, coordinate follow-ups and surface decisions to your managers.

An AI manager does not replace human leadership. It reduces management load by tracking routine signals, routing work and escalating anything that needs judgment or approval.

Product

Let’s look at what we offer

Every engagement is tailor-made, but the work lands in one of four shapes.

Each is built around your data, your tools and your tone, integrated with the systems you already run.

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Chatbot conversation interface with client messages blurred

Customer-Facing Assistants

Website and messaging assistants that answer, advise, qualify and escalate 24/7 in your brand’s tone.

AI shopping advisor comparing products and asking about budget in a retail chat

Sales & Shopping Advisors

Use real offers, catalog data, pricing and availability to recommend, compare, overcome hesitation and support conversion.

Guided assistant qualifying an operator through structured questions

Internal Knowledge & Operations

Help employees find trusted answers, follow procedures, work with documents and make faster, more consistent decisions.

Enterprise AI Applications

Custom systems that connect to CRM, ERP, databases and APIs, with role-based access, workflow logic and human control.

In Production

Where this already runs

Live systems in daily use, grouped by industry.

Travel & Hospitality

Retail & E-commerce

Mobility & Enterprise

Travel advisors and guest assistants

Systems that understand the trip, present real offers and guide visitors toward a confident booking. In hotels they handle recurring guest questions, support direct booking and keep staff free for service that needs a human.

Shopping advisors

Advisors that use your real catalog, pricing and availability to compare products, explain fit, handle hesitation and support upsell in context.

Internal knowledge and operations

Deployments that connect trusted knowledge and internal systems, so employees and managers find answers, follow procedures and act consistently.

Testimonials

What our clients think

“At the beginning of our cooperation, we were very skeptical, as we had several negative experiences in the past and had often been let down by previous partners. Working with Wai Systems, however, has been completely different.

They helped us increase both sales and customer satisfaction. Many of our customers specifically mention how helpful the assistant is and how it strongly highlights the quality of our brand.

I would recommend working with Wai Systems to anyone who wants to improve their customer experience and provide better customer support.”

“I met the CEO at an industry event, where he immediately impressed me with his ambitious ideas. As a company with a large team and many internal processes, we quickly identified strong opportunities for collaboration.

We have been extremely satisfied with the results, as they delivered more than initially agreed and in a shorter timeframe. Their internal solution has since been serving us very well.

I highly recommend working with them.”

“Before we started working with Wai Systems, we faced major challenges with our internal system. After the first meeting, they quickly designed a solution and delivered it in a very short time.

The solution now saves us several hours of work every week, giving us more time to focus on other important priorities.”

Two people shaking hands to symbolize a business agreement

“When we first heard about the AI assistant, we knew it was something we needed. After implementing it in the spring, we immediately felt the difference — and so did our guests.

There were fewer repetitive questions and more direct bookings. In short, exactly what every hotel wants."

“The AI assistant added the final touch to our website. It may seem like a small detail, but it is a reliable assistant that helps our customers get quick answers to their questions.

As a result, we have seen increased satisfaction among our guests."

“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

Best Fit

Is this you?

Forward-deployed engineering is not the cheapest way to buy AI. It is the right way when any of these are true.

The workflow crosses several systems, teams or data sources.

Answers depend on company-specific knowledge rather than public information.

Reliability, permissions, human approval and escalation are important.

The business cannot replace its current stack just to adopt AI.

The use case will evolve as real users reveal edge cases and new opportunities.

The biggest AI risk is not moving too slowly. It is investing in tools and pilots that never become part of the business.

Core Principle

The model is only one component.

The real solution is the combination of company knowledge, integrations, workflow logic, user experience, permissions, analytics and ongoing improvement.

FAQ

Frequently asked questions

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

What is forward-deployed engineering?

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

What kind of company is a good fit?

We are most useful when a valuable workflow directly affects revenue, speed, customer experience or operational risk, but knowledge is fragmented, decisions are repetitive or generic software cannot handle the reality of the process.

How do you find the highest-impact AI opportunity?

We look at where revenue is lost, work slows down, employees repeat the same decisions or important knowledge is hard to access. We then weigh business value, feasibility, risk and adoption before recommending what should be built first.

How is pricing structured?

Pricing depends on project scope, company size and expected traffic. Ongoing costs typically cover lightweight maintenance and usage-based fees. A consultation call is the fastest way to get an accurate estimate.

Do we need to replace the software we already run?

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, databases and APIs, so you keep the stack you already have.

What happens after launch?

We stay close to the system. We monitor real use, measure the business effect, improve weak points and expand only where it is justified, so your team has a clear path for support and governance.

How do you handle GDPR and data protection?

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.