Questions business owners ask before working with Wallai.

Probably, but not the way the pitches make it sound. I don't start with AI. I start with where your week actually leaks: the quote that takes days, the report someone rebuilds every Monday, the customers who stopped ordering and nobody noticed. Some of those are AI problems and some are plain plumbing, and I'll tell you which is which. You find out on a free 15-minute call, before you spend a dollar.

Manufacturing and industrial companies make up much of my public work, but the method also applies elsewhere. I've used it with a construction and trades company and a six-department engineering firm. I also work in healthcare and life sciences. The fit depends on the business question, the records available and who will use the result. You can read about my healthcare and life-sciences work. If a recurring process consumes your team's time, it's worth a 15-minute conversation.

Company size is only one part of fit. What matters is whether there is a specific business question, usable data, and someone who can review and use the result. Some teams need a focused Assessment; others are ready for a Build or ongoing guidance. On the free call, we can decide whether the problem and scope justify the investment.

The first 15-minute call is free. The Assessment, a fixed-scope Build, Concierge guidance, and a Fractional AI Partner engagement are each scoped and quoted for the work you need. Deliverables, fees, capacity, timeline and support are agreed in writing before work starts. Request a quote through the free call.

You see the first working proof in 14 days: something real you can put your hands on, not a slide deck. Full adoption takes longer, because getting a team to actually run a new tool is the slow part, and it's the part most consultants skip. That's the trade I make on purpose: fast proof so you know it works, then I stay at your side until your people run it without me.

No. The one fixed number you agree to before work starts covers the build and me staying until your team runs it, not just the install, so a longer adoption never costs you more. There's no meter and no monthly fee unless you choose to keep me on afterward as the Fractional AI Partner, which I'd quote separately before you commit.

It's yours. The build runs on your own data, your team is trained on it, and it's documented, so it keeps working after I leave. There's no subscription to feed and no platform you're renting from me. If you'd rather keep me on to own the AI side as the tools change, that's the Fractional AI Partner option, but it's a choice, not a requirement. Most builds are done, handed over, and running on their own.

We check the tools, data and permissions for your project before choosing how to work. A read-only connection may be appropriate, but its availability depends on your system. Please keep sensitive information out of public chatbots during the free call. Safeguards for paid work are agreed in writing before access begins.

Usually, no. In my documented VISUAL work, the ERP stayed in place while a read-only API supplied reporting. Your version, access and permissions determine what is feasible, so I check those before proposing an integration. Sometimes an export or a simpler report is enough.

Yes, gladly, and before you share anything sensitive. Your records, your pricing, and your customer list are yours, and they stay that way. We agree on what I can touch and what stays off-limits, in writing, up front. If you can't share any operational data, even under an NDA with guardrails we set together, I'm honestly not the right fit, and I'll tell you so on the call.

You own it. The build is made on your data, for your business, and it stays yours to run. I don't recycle one client's data, models, or playbooks into another client's work. What I learn inside your operation doesn't leave your project. That's part of what the NDA and the guardrails are for.

Fifteen minutes, no prep needed. You tell me where your week goes and where the money feels stuck, and I tell you the one thing I'd look at first. It's a working session, not a sales pitch: you leave with one fix you can make this week, whether or not we ever talk again. If it's worth going further I'll say so, and if it isn't I'll tell you that too.

Less than you'd fear, and that's on purpose. I know your best people already cover two jobs. I need a few hours up front to learn how you work and confirm approved access to relevant records, then my engineers do the building. Your team's real time comes at the end, during training, and I keep it light, because a tool nobody has time to learn is a tool that dies.

That's the real risk, and it's why most tools die on the shelf. Nobody stays past the install, so the system nobody logged into becomes the reason not to try again. I work the opposite way: I build into how your people already work, not around them, and I stay and train them until running it is just part of the job. I don't count a build as done until your team is using it without me.

Me, with an in-house engineering bench behind me. I run every engagement personally, from the first call to the handover, and my engineers build the APIs and systems on your data. You're not handed to a junior after you sign. I spent 16 years in the corporate world, 10 of them at Pfizer, one of the most data-heavy companies there is, where the job was turning messy operational data into decisions people actually trusted. That's the same job in your business, just a different building.

Yes, once we're both serious. I keep clients de-identified in public, but privately I'll connect you with a reference close to your size and setup, including work I've done inside an older ERP like the one you're probably running. Owner to owner, you hear it straight. I'd want the same before I signed anything.

Some, but it's mostly financing and tax measures now, not the old adoption grants. BDC's LIFT program, launched in April 2026, offers loans and advisory support for Canadian businesses adopting AI, generally for companies with at least $1M in revenue for a software or AI build like this; its equipment and robotics financing starts higher, at $5M in revenue. Tax credits like SR&ED reward genuinely novel R&D, not routine adoption of tools that already exist, so a straightforward build usually won't qualify on its own. I'm not your accountant and this isn't tax advice, but I'll point you toward the right program for what you're building so you can confirm it with your advisor.