AI Guidance Grounded in Real Deployments
Most AI advice comes from consultants who have never run a shop floor. Thunai works with ETO manufacturers to clarify what is real, what matters, and where to start.
No pitch. No pressure. A straightforward conversation about where AI fits your operations.
THE PROBLEM
You are hearing about AI from every direction: software vendors, industry associations, your board, your competitors. Some of it sounds promising. Most of it sounds like hype.
The real challenge is that almost no one giving you AI advice has actually operated inside an ETO manufacturing business. They do not know what your quoting process looks like. They have never dealt with job-based costing, OSHA recordkeeping, or a customer who expects custom specs on short notice.
So you end up in one of three places:
That is not a technology problem. It is an advisory problem.
WHAT AI CAN ACTUALLY DO FOR YOUR BUSINESS
They are outcome areas where AI has been deployed inside ETO manufacturing operations.
Proposal and spec review takes significant time and introduces inconsistency. AI can assist estimators by flagging scope gaps, surfacing similar past jobs, and reducing the manual burden on your most experienced people.
Invoice processing is repetitive, error-prone, and slow. AI agents can match invoices to POs, route exceptions, and reduce the time your team spends on manual data entry, all while keeping a clear audit trail.
Understanding which customers, job types, and product lines are actually profitable requires pulling data from multiple places. AI can surface patterns in your historical data that are difficult to see job by job.
OSHA recordkeeping and safety documentation carry real liability. AI can assist with documentation review, flag incomplete records, and reduce the administrative burden on supervisors without removing human judgment from safety decisions.
HOW WE WORK
We start by understanding how your business actually runs: your ERP, your quoting process, your current data state. No assumptions, no templates built for a different industry.
Not every process is ready for AI, and not every AI application is worth the effort. We identify the two or three areas where digitalization and data quality are strong enough to support a real deployment, and where the business case is clear.
We stay with you through implementation. That means working with your team, your ERP vendor, and any AI tools involved to make sure the first deployment actually delivers what it promised.
“Most AI consultants skip the hard part. We don’t.”
WHO THIS IS FOR
FAQ
Start with your business, not with AI. We look at the processes already draining your team's time, like AP invoicing, proposal review, or customer analysis, and identify where AI can realistically help. You do not need in house AI expertise to begin: our founder has spent 20 years as a CIO inside ETO manufacturing and has personally deployed AI agents for exactly these kinds of workflows.
You do not need to build an internal AI team to get started. Thunai AI Advisors works alongside your existing staff, providing the AI expertise you are missing rather than asking you to hire for it. The goal is to put working AI agents into your operations, not to stand up a new department.
The right way to evaluate AI is by looking at specific, high friction processes, not AI in the abstract. If a task involves repetitive document review, data entry, or checking information against rules (like AP invoices, safety compliance, or spec review), it is worth examining. We help you assess those processes honestly before recommending anything.
In practice, AI agents can handle tasks like processing AP invoices, interacting with your ERP system, reviewing proposals and specs against requirements, monitoring OSHA safety data, and analyzing customer information. These are not theoretical use cases: our founder has personally deployed AI agents for each of them inside an ETO manufacturing environment. We also make sure your underlying systems and data are ready to support AI, since digitalization comes first.
WHERE TO START
Not sure where to begin? Two ways to get moving without hiring a full-time AI leader.
Ready to Find Out Where AI Fits?
No commitment required. We will walk through your operations, identify where a real AI deployment could pay, and give you a straight answer about what is ready and what is not.
No commitment. No pitch deck. Just a conversation.