AI for manufacturing, grounded in your own drawings, quotes, and SOPs.
AI for manufacturing is grounded, auditable software that RMAI builds on your own drawings, RFQs, SOPs, and supplier invoices — so quoting, order intake, three-way invoice matching, and shop-floor troubleshooting are drafted, checked, and cited in minutes, with a person signing off every job.
What actually slows a manufacturing business down.
The binding constraints in a 30–80 person manufacturer are rarely the craft — they are operational: every quote rebuilt by hand, orders re-keyed between systems that don’t talk, invoices matched line by line, and the one expert everyone queues for. Each is a documents-and-data problem, which is exactly where grounded AI pays back. Run over disconnected data it amplifies the mess — so the process work often comes first.
Estimators rebuild every quote from scratch
Most of an estimator's day goes on reading PDFs and drawings, pulling part numbers, and cross-referencing material prices by hand — not on the engineering judgement only they can give. The quote arrives days late, and slow quotes lose deals to faster competitors.
People are the integration layer between systems
ERP, CRM, and a hundred spreadsheets never designed to share data, so staff re-key the same order across them. Manual data entry runs a 1–3% error rate, and each slip costs real money downstream in reconciliation and rework.
You can't hire the capacity you've lost
Australian manufacturing left 45% of advertised vacancies unfilled — rising to 61% for technical and trades roles. As experienced people retire, decades of quoting and fault-finding knowledge walk out with them, because it lives in heads, not systems.
Supplier invoices are matched by hand, line by line
Three-way matching of purchase order, goods receipt, and invoice is rules-based and document-heavy, yet done manually at $12–30 per invoice. Price mismatches and missing credits slip through, quietly leaking margin every month.
What changes once the work is grounded in your own drawings and data.
Manufacturers working with RMAI recover scarce skilled-staff hours and tighten the audit trail at the same time. The outcomes below are illustrative of shipped patterns; every one keeps a person on the final call — nothing finalises a quote or posts an invoice on its own.
The questions leaders ask first.
The questions below are the ones RMAI hears in the first call — on safety, staffing, compliance, cost, and feasibility.
What the time recovered is worth.
Move the sliders for your own volumes; the benchmark shows where shipped builds have landed.
| Task | Before | After |
|---|---|---|
| RFQ turnaround (extract + draft quote) | 3–5 days | < 8 hr (review) |
| Supplier invoice (three-way match) | $12–30/invoice | $1–5/invoice |
| Order intake from email / PDF | re-keyed by hand | exceptions only |
| Troubleshooting / SOP lookup | ask the one expert | cited answer in minutes |
What RMAI has built for this sector.
The applications below are grounded, human-in-the-loop tools RMAI has built or scoped for this sector — illustrative of the patterns we ship.
RFQ-to-Quote Copilot
Dramatised RFQ-to-Quote Copilot demo for manufacturing (fake data) — shows the pattern; a person approves each output.
Shop-Floor SOP Copilot
Answers shop-floor SOP, machine-setup and troubleshooting questions from your own approved manuals, work instructions and fault history — citing the source document and section on every step, and refusing when the documents don't cover it, so new starters stop queueing for the one veteran fitter.
Supplier-Invoice Reconciler
Matches each supplier invoice against its purchase order and goods-receipt note, flags price variances, quantity mismatches, and missing credits, and routes the exceptions for a person to clear — never posting to the ledger itself.
Quote from Engineering Drawings
Dramatised Quote from Engineering Drawings demo for manufacturing (fake data) — shows the pattern; a person approves each output.
Order Intake Sorter
Reads inbound customer orders arriving as email text and varied PDFs, extracts them into ERP-ready fields, and flags any mismatch against your item master — landing a clean, reviewable record instead of a re-keyed one.
RFI Triage Desk
Reads each incoming RFI, finds the relevant spec and drawing, drafts a first-pass answer with source links, flags duplicates and overdue items, and routes it to the right person — who reviews and approves before anything goes back.
Service-Knowledge Concierge
Answers a technician or advisor's question from your own repair manuals, SOPs and right-to-repair data, with a citation for every answer — and says so when the answer isn't in the library rather than guessing.
Warranty-Claim Drafter
Reads the repair order and technician notes, drafts the OEM warranty claim with failure, defect and labour codes, and flags missing information — for a warranty clerk to check and submit.
Contract Clause Review
First-pass triage of an inbound contract against your firm's playbook — every clause classified, the risky ones flagged with a suggested redline, before a lawyer opens the document.
Quote from Architectural Plans
Dramatised Quote from Architectural Plans demo for construction (fake data) — shows the pattern; a person approves each output.
Recall War Room
Dramatised Recall War Room demo for food-bev (fake data) — shows the pattern; a person approves each output.
Order Inbox Drafter
Reads orders arriving by email, PDF, voicemail, and text, extracts the line items, matches each to your SKU master, and produces a structured draft sales order — flagging anything ambiguous for a person to approve, never posting an order on its own.
Parts-Invoice Reconciler
Matches each vendor parts invoice against the repair order and core-return log, flags price variances, missing credits and uncredited cores, and routes the exceptions for a person to clear — never adjusting the ledger itself.
Project Knowledge Assistant
Ask a question and get the answer straight from the firm's own specs, head contract, ITPs, and standards — with the source passage, a link, and a confidence flag — instead of interrupting whoever last touched the file.
Prompts you can use today, for free.
Sector-specific prompts RMAI uses as starting points. Copy one, run it against your own documents in any assistant, and see the shape of the answer before you talk to us.
How RMAI would work with you.
Every engagement starts with the diagnostic and scales from there. These link through to how RMAI works.
What a defensible result looks like.
These are published third-party results in comparable manufacturers — illustrative of the target RMAI builds toward, with a human in the loop throughout. They are not RMAI client claims. iOrthotics is an automation and additive-manufacturing case (the closest measured Australian SME proxy), not a generative-AI deployment.
Considering AI for your manufacturing operation?
The two-week diagnostic is the right place to start. Fixed scope, fixed price. We’ll tell you whether the pattern fits and what the build would look like.