For teams tired of AI pilots that stall

AI Implementation Support:Get Your AI Project Into Production

Designed for the IT leader handed an AI mandate, and the CEO who wants results in the plant. Thunai manages the implementation end to end, bridging your team and technology partners, with governance built in.

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No pitch deck. A direct conversation about your project.

THE PROBLEM

Most AI projects never make it past the pilot.

Most AI projects in manufacturing never make it past the pilot stage. A vendor runs a demo, everyone nods, and six months later nothing has changed on the floor.

A few reasons this keeps happening:

Pilots get "approved" but never get a real deployment plan

Vendors deliver slides and promises, not working systems

No one on the internal team owns getting it to production

Rollouts skip governance, so IT can't answer for what the AI actually does

The digital foundation isn't there, so the AI has nothing solid to run on

If any of this sounds familiar, the issue isn't the AI. It's the implementation.

WHAT THIS IS AND WHAT YOU GET

Project-based. End to end. Accountable.

Implementation Support is a project-based engagement for manufacturers who are ready to actually deploy AI, not just evaluate it. Thunai sits between your team and your technology vendors, managing the work so it lands.

✓

Scope and vendor management

Clear project scope, vendor coordination, and accountability for what gets delivered

✓

Deployment oversight

Hands-on management of the rollout, not a status report from the sidelines

✓

Governance and auditability

Controls in place so you can explain what the AI does, why, and who's responsible

✓

Team adoption

Your people trained and comfortable using what gets deployed

✓

Handover

A documented, working system your team can run and maintain after Thunai steps back

HOW IT WORKS

Three steps. No surprises.

Define the use case and the foundation

We start with the specific business problem, not the technology. If your data or systems aren't ready to support AI, we build that foundation first.

Run a controlled deployment

We manage a phased rollout with your team and vendors, watching for risk at each step instead of pushing everything live at once.

Prove it and hand it over

Once the deployment holds up under real conditions, we document it, train your team, and hand it over so it's yours to run.

“This isn't advisory from the outside looking in.”

A sitting CIO with 20 years inside ETO manufacturing.

Thunai AI Advisors is led by a sitting CIO with 20 years inside engineer-to-order manufacturing. This is not theory.

Agents deployed in real manufacturing environments.

AP invoice processing agent, ERP interaction agent, OSHA safety agent, proposal and spec review agent, customer analysis agent. These are working systems in production, not concepts on a whiteboard.

Grounded in how manufacturers actually operate.

Every recommendation comes from direct experience with the constraints and realities of engineer-to-order manufacturing, not from general AI consulting frameworks.

WHO THIS IS FOR

A fit if you are…

✓You're an IT leader who's been told to "figure out AI" and need the rollout to hold up under scrutiny

✓You're a CEO who wants AI running in the business, not sitting in a slide deck

✓Your last AI pilot stalled and no one could say why

✓You need a digital foundation in place before AI can actually work

✓You want a partner managing vendors and outcomes, not just introducing you to more vendors

FAQ

Common questions.

How long does an AI implementation typically take?

It depends on the use case and how ready your systems and data are going in. A well-scoped project with a solid digital foundation moves faster than one where that foundation still needs to be built. We'll give you a realistic timeline after scoping the specific use case.

Do we need our data ready first?

Usually, yes, to some degree. Part of digitalization-first is making sure your systems and data can actually support the AI you want to deploy. If they're not ready, we address that as part of the engagement rather than deploying on a shaky foundation.

What if our team has no AI skills?

That's common, and it's fine. Implementation Support includes team adoption, so your people are trained on what gets deployed. You don't need existing AI expertise to start.

How is this different from hiring a systems integrator?

A systems integrator typically executes a defined scope. Thunai manages the full picture, including your vendors, your internal team, and the governance needed to keep the deployment accountable, drawing on direct experience running AI inside an ETO manufacturing operation.

Book a Call

No commitment. Just a conversation about what it would take to get your project live.

No commitment. No pitch deck. Just a conversation.