For machinery and plant engineering

AI for machinery and plant engineering: project knowledge your sales team puts to work

Design calculations, trial reports and application developments sit in project folders and in the heads of your best engineers. demi turns them into a digital knowledge twin: sourced answers to feasibility requests, qualified leads by end market, and publication-ready content. In seconds, not days.

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Example product · Continuous inline mixer

  • Feasible at 1,200 mPa·s?
  • Trial report with a comparable medium on file
  • Past-project designs reusable

3 days → 3 min

response time on technical inquiries

12 target accounts

researched overnight, in a real lead report

~1 day

setup until the knowledge twin is ready to work

Reference values from real projects and starts, not guaranteed deadlines.

All industries

Every project is one of a kind. And every time, someone starts from zero.

Technical depth is your competitive edge. But that knowledge sits scattered across project folders, your ERP and a few key people. Four patterns we see again and again in machinery and plant engineering:

Project knowledge drains away

The design calculation from 2019, the trial report on the critical medium, the application development for the medtech part: it all exists, but scattered across project folders, ERP and PDFs. The next similar inquiry still starts from zero.

Feasibility requests stall your sales team

"Can your machine handle medium X? Can material Y be joined?" Exactly one experienced engineer knows the answer, and he is buried in a project. The quote waits.

Knowledge retires with your experts

Thirty years of process and trial knowledge hang on a handful of people. When they leave, the knowledge leaves with them.

New business by end market is manual work

Finding series manufacturers in food, pharma, automotive or medical technology with the right process needs means days of manual research on top of the day job.

What demi takes over in machinery and plant engineering

demiBrain · Engineering & sales

Reuse project knowledge instead of reworking it

demiBrain builds the digital twin of your commercial knowledge: products, reference projects, trial reports, competitor positioning, set up from the materials you already have. Your reference plants belong in it too, so retrofit, spare-part and service opportunities across the plants you have already delivered stay findable instead of forgotten.

demiAsk · Technical sales

Pre-qualify feasibility requests in minutes

"Will this run on your machine?" demiAsk answers from your own specifications, trial reports and reference cases, every answer backed by a source. Requests that used to take three days take three minutes. Your best engineer stays in the project, and your sales team stays able to respond.

demiLeads · Sales & business development

Find and qualify leads by end market

demiLeads identifies target companies with matching process needs in your end markets, from food to medical technology, along with the right decision-makers: engineering managers, technical buyers, plant managers. You get contact-ready briefings instead of bare name lists, and demi states why each company fits. A CRM stores what you did; demi delivers what comes next.

demiContent · Marketing & technical documentation

Deep technical content from real specifications

demiContent creates technical articles, product descriptions, one-pagers and outreach letters straight from your real specifications, no marketing fluff. Multilingual from day one, including your export markets. Nobody can seriously guarantee zero errors, but every line can be verified in seconds.

Common questions from machinery and plant engineering

Every project we build is one of a kind. What is AI supposed to reuse?

One-of-a-kind machines are built from recurring knowledge: design logic, trial reports, reference cases, application developments. That is exactly what the digital knowledge twin makes findable, and every answer comes with sources. demi replaces the habit of pinging your most experienced engineer on Slack, not your engineers.

What happens to our design and trial data?

Production databases run in data centers in the EU, the EEA or Switzerland, including OVHcloud. AI inference runs on leading AI models in EU regions. No training on identifiable customer data without explicit opt-in. The data processing agreement (DPA) is automatically part of the contract.

How fast are we up and running, and what if it does not deliver?

Setup takes about a day. The standard order form: a 12-month term with a 6-month pilot phase and a one-time exit option (30 days). These are guide values from real launches, not guaranteed deadlines.

What demi saves you per month

No per-seat price, no plan comparison: this calculator shows which working hours demi frees up in your processes and what those hours are worth at your hourly rate. Every assumption is visible and directly adjustable.

Your company

Employees
201003007502,000
Fully loaded hourly rate (net)€/hCustomer calculations use 50 to 80 €/h, please enter your own value.

Your savings

frees up 45 hrs per month

2,729€ / month

32,742 € per year

Target-customer research and lead qualification720 € · 26 %
Internal information search630 € · 23 %
Technical customer and service inquiries563 € · 21 %
Tender and requirements matching384 € · 14 %
Personalized first outreach270 € · 10 %
Technical content and newsletters162 € · 6 %

All amounts net. Non-binding reference values based on your inputs, not guaranteed outcomes.

Walk through the math in a call20 minutes. We plug in your own numbers and you keep the calculation.

Ready to put your project knowledge to work in sales?

Bring a real feasibility request from your inbox. We will show you how demi answers it.

Book a demo

Other industries