Start with the paperwork around the steel, not the steel itself. AI is already useful for reading bid packages and drawings, drafting estimates and quotes, tracking RFIs, submittals and schedules, and drafting safety documents. Treat it as a fast assistant your estimators, project managers and detailers check, and begin with one repetitive, document-heavy task.
If you run a steel fabrication shop, you have probably been told that AI will change everything. Maybe you have tried ChatGPT once or twice. What most owners want to know is simpler: where does AI actually save my team time this year, and where is it still hype?
This guide answers that in plain language, using the work that fills a fabricator’s week.
What can AI actually do for a steel fabricator?
The AI tools that matter right now are large language models, the technology behind ChatGPT, Claude and Gemini. They read and write. They can now also read PDFs, scanned documents and images. That makes them good at four things:
- Reading long documents quickly, like specs, addenda, contracts and emails.
- Pulling out the details you care about, like member sizes, coatings, due dates and exclusions.
- Drafting routine writing, like quote letters, RFIs, status updates and toolbox talks.
- Following a checklist the same way every time.
They are not good at being right without someone checking, and they don’t carry responsibility. Your people still make the calls.
Canadian businesses are starting to use it. Statistics Canada reports that 12.2% of businesses used AI to produce goods or deliver services in the year before its spring 2025 survey, up from 6.1% a year earlier. In manufacturing, 16.2% of businesses said they planned to adopt AI software within the next 12 months (Statistics Canada, 2025). Most shops are still early, which is an opportunity.
Can AI help with steel estimating and quoting?
Yes, and this is often the best place to start. Most of an estimator’s time goes into reading bid packages before any pricing happens.
An AI assistant can read a bid package the day it arrives and give your estimator a one-page summary:
- What’s in the steel scope (usually Division 05 Metals), and what isn’t
- Coating requirements: shop primer, galvanizing, intumescent paint
- Who is responsible for connection design
- Addenda that changed the scope, and the bid due date and bonding requirements
It can also draft your quote letter from your standard inclusions and exclusions, so nothing gets missed at 4:30 on bid day. Your estimator still prices the job. The AI just gets them to the pricing faster, and makes bid/no-bid decisions easier because the summary is in front of them the same day.
You don’t need to replace your estimating software for this. The AI sits in front of it, turning a messy inbox into clean information your team can use.
Can AI read structural drawings and do takeoffs?
Partly, and it’s getting better quickly. Today, AI does well at:
- Reading drawing sheets and pulling out member schedules, notes and revision clouds
- Comparing two revisions of a drawing set and listing what changed
- Flagging missing information that should become an RFI
Fully automatic takeoffs are improving, and there are “AI takeoff” products on the market. Be careful here. Before you trust any tool with tonnage, run it on three finished jobs where you already know the real numbers, and compare. If it can’t match your past jobs, it won’t match your next bid.
How can AI help with mill certs, material and nesting?
Mill certs are one of the most underrated uses. AI can read mill test reports (MTRs), pull out heat numbers, grades and dimensions, and match them to purchase orders and pieces. That makes traceability much less painful when a customer or inspector asks for it.
Nesting is a different story. Good nesting software already uses optimization math to fit parts onto plate and bar, and it doesn’t need a chatbot. Where AI helps is around it: cleaning up part lists, keeping your remnant inventory accurate, and catching data-entry mistakes before they reach the machine.
Can AI keep jobs on schedule?
This is where AI employees earn their keep. Project managers on steel jobs spend a lot of their day on follow-up: RFIs, submittals, shop drawing approvals, change orders and delivery updates to general contractors.
An AI employee can keep the RFI and submittal logs current, remind the right person when an approval is overdue, draft the weekly status email to the GC, and tell your PM when something needs a decision. Your PM keeps the judgment calls and the relationships.
We’ve seen this work. At Brassex, a custom furniture maker, an AI employee now handles every order from the first email to final delivery and saves the team 20 hours a week. Read the Brassex case study, or see how an AI project manager fits into a steel PM team.
Can AI write safety documents?
It can draft them, which saves real time. Good uses include:
- Drafting job hazard analyses and toolbox talks from your templates
- Summarizing safety data sheets in plain language
- Translating safety material into the languages your crew speaks
- Tracking welder qualification and certification renewal dates, such as for shops certified by the Canadian Welding Bureau
A competent person must still review and sign off. AI supports your safety program. It does not replace it.
What should you not hand to AI yet?
Keep these with your people:
- Final prices and bid decisions. AI can prepare them. A person signs off.
- Engineering. Connection design and anything that gets stamped stays with qualified engineers.
- Unreviewed messages to customers about money, schedule changes or problems.
- Confidential drawings in consumer tools. Check the data-use terms first, and use a business plan where you can turn off training on your data.
How do you get started with AI in your shop?
You don’t need a big strategy. You need one good first project:
- Pick one painful task that is repetitive and document-heavy. Bid intake, RFI tracking and mill cert matching are common picks.
- Measure it today. How many hours a week does it take? How long is the turnaround?
- Test on past jobs where you already know the right answer.
- Keep a person in the loop. AI drafts, your team approves.
- Expand once it saves real time.
Expect your workflows to change more than your headcount. Among Canadian businesses using AI, 40.1% developed new workflows after adopting it, and 89.4% reported no change in their number of employees (Statistics Canada, 2025).
Want help finding your first AI project?
Embedding AI works with mid-market fabricators and manufacturers. Our team pairs AI engineers with people who know steel fabrication, so what we build fits how your shop actually runs. Book a free 30-minute consultation and we’ll walk through your operation and show you where AI would save your team the most time. Prefer email? Write to info@embeddingai.ca.
Sources
- Statistics Canada, Analysis on artificial intelligence use by businesses in Canada, second quarter of 2025 (June 16, 2025).
Frequently asked questions
Will AI replace my estimators or detailers?
No. Today's AI is good at reading, sorting and drafting, which frees your estimators and detailers from the paperwork so they can spend more time on pricing, judgment and solving problems. Statistics Canada found that 89.4% of Canadian businesses that used AI reported no change in their number of employees.
Do I have to replace my estimating or fabrication management software to use AI?
Usually not. AI can sit in front of the tools you already use: it reads the emails, PDFs and spreadsheets coming in, and hands clean information to your estimating or production system. Replacing software is a separate decision you can make later, based on cost and fit.
Is it safe to put our drawings and bids into an AI tool?
It depends on the tool and the plan. Before uploading customer drawings or pricing, read the provider's data-use terms, use a business plan where you can turn off training on your data, and follow any confidentiality terms in your contracts. If in doubt, ask before you upload.
What is an AI employee?
An AI employee is software that does a defined job the way a team member would: it works from your inbox and files, follows your checklist, drafts and sends routine updates, and hands anything that needs judgment to a person. Examples in a fab shop are bid intake, RFI and submittal tracking, and delivery updates.
How do I start using AI in my fabrication business?
Pick one repetitive, document-heavy task, measure how long it takes today, test AI on past jobs where you already know the right answer, and keep a person reviewing the output. Once it saves real time, move on to the next task.