Industry playbooks · 3 min
AI for manufacturers and fabricators: the honest playbook.
Your margin lives in machine time, but it leaks in the office: RFQs answered on day three, quotes never chased, the phone ringing with questions your job board could answer. This playbook comes with a working demo — test the pattern before you believe a word.
Industry playbooks · Updated 24 September 2026
The manufacturer's admin week, typically
In many small fabrication and manufacturing firms, there's a common pattern. RFQs often arrive by email but sit unanswered because the person who can price them is busy running a machine. This means the quote goes out on day three, but the buyer has often decided by day two after emailing four shops. Quotes that don't get a yes are rarely followed up because chasing feels like pestering, so the pipeline quietly leaks. The phone rings with questions like 'where's my order?' or 'what's your lead time on X?'—questions a job board could answer if it could pick up the phone. Plus, the person with the pricing knowledge holds it all in one head, so quoting stops when they're on holiday.
The three highest-value AI jobs
The quote desk
An assistant grounded in your actual rate card that turns a description — material, thickness, quantity, finish — into an itemised estimate in seconds, any hour, with the firm price still coming from the drawing and a human eye. Buyers doing their costings at 10pm get a number while your competitors' inboxes sleep. This is the one we built the demo for; test it before believing us.
Polite, automatic quote chasing
Every estimate gets one well-timed follow-up in your voice — the batch-break mention, the quote-holds-for-30-days line — and then stops. Most fabricators lose more to silence than to lost bids; this is barely AI, mostly discipline, and usually the cheapest fix.
The status layer
Lead times and where-your-job-sits, answered from the real queue instead of by interrupting the shop floor. Customers stop ringing for updates when the website already knows.
What NOT to automate
The firm price on complex fabrication
The desk estimates from rates; the number that goes on the PO comes from a person reading the drawing. That line is load-bearing — keep it.
Tolerance and feasibility judgement
'can this actually be folded' is engineering, not lookup.
Anything safety-critical or certified
Coded welding sign-off, material cert decisions, the call on whether a job is outside your envelope. The demo's assistant says no to out-of-envelope work by policy; so should yours.
What it costs, honestly
The quote-chasing layer is mostly automated. It's affordable and sometimes uses what you already have. A tailored quote desk is based on your real rates and priced per job. Describe your firm to me in the chat, and I'll give you an honest estimate on the spot. Running costs are detailed in the quote. The £24.95 membership is the monitoring layer. It scores your public presence monthly, checks reviews and uptime, and flags tender matches. The free score shows how your firm looks to a buyer doing due diligence, which is useful for B2B work. If you have a full schedule with repeat customers and a two-week backlog, you might only need follow-up automation, and you'll get that answer.
Play with it before you buy any of it
Everything above is just claims until you've tried it. That's why we have a demo. Hartwell Fabrication is a made-up company with a real quote desk. It has a published rate card that can't be changed. The follow-up process is shown as a simulation. Describe a job and see the estimate form. Ask for something beyond the standard and watch it say no. This refusal — an assistant that only reads your rates and never invents them — is what sets it apart from the chatbots that disappointed everyone in 2023.
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We built Hartwell — a fictional fabricator with a completely real AI quote desk, grounded in a published rate card. Describe a job and watch it estimate; try to catch it inventing a price. That's the audition.
Try the demo quote desk →Prefer to just ask? Chat with Katalis · More from the blog