AI Agents for the Factory Floor.

3D CAD generation, automated ERP data entry, real-time MES analytics, predictive maintenance — all driven by open-source LLMs running on your hardware. Your IP, your machines, your data — fully on-premise.

cad-agent / transmission-shaft.v2.4 · llama-4 on-prem generating
↕ 220 mm
↔ 220 mm
⌀ Bore: 60 H7
Material 42CrMo4
Tol ISO 2768-mK
Mass 12.4 kg
CAD Agent
90%
Design Time Saved
3.5h
Vs 40h Manual Drafting
24/7
Automated QC
100%
On-Prem · Air-Gap

What AI Agents Do on the Shop Floor

From the design office to the press. Six agent capabilities trained on your standards, your part library, your ERP.

3D & 2D Modelling

Parametric CAD models, assembly trees, ISO-compliant 2D drawings — generated from a written or spoken brief. Outputs to STEP, DWG, PDF.

Structural & Stress Analysis

FEA setup, mesh generation, load case execution, fatigue assessment. Eurocode and EN/ČSN standards baked in.

Production Documentation

Auto-generated routings, BOMs, material certificates, work instructions, deviation reports. Pushes directly to SAP, Helios, IFS.

Automated Quality Control

Tolerance-chain validation, dimensional checking from CMM data, certificate cross-reference, real-time deviation alerting.

Material Optimisation

Strength × cost × availability search across thousands of grades. Suggests substitutes when stock is low.

CNC & Process Automation

G-code generation from CAD, tool-path optimisation, predictive maintenance from machine telemetry, downtime prevention.

From Brief to Production Drawing

One spoken sentence triggers the whole chain. Every step is auditable, replayable, on-prem.

01 / IN

Brief

Voice or text spec

02 / AI

Analyse

Standards + tolerances

03 / CAD

Model

Parametric 3D

04 / FEA

Calculate

Strength, fatigue

05 / DOC

Document

BOM, routing, drawings

06 / OUT

Push to ERP

SAP / Helios / IFS

Where Amplitica Solves Real Problems on the Factory Floor

Six concrete patterns we know how to ship for European manufacturing & engineering.

Repeat-Order CAD Generation

One spoken sentence — “new shaft like the GHB-2200 but 240 mm long, M30 thread” — produces a parametric 3D model, a 2D drawing, an FEA report, and an ERP-ready BOM. Engineers review, not redraw.

−87% drafting time 100% standards compliance

Number-Series & Material Code Auto-Fill

Article-master agent reads new part briefs, generates ERP-compliant codes, validates against your numbering rules, and writes back to SAP/Helios — eliminating the most boring data-entry job in the building.

≈ 6h/day reclaimed 0 typos

Real-Time Order & Bottleneck Tracking

Agents pull machine telemetry, MES events, and quality data into a unified live dashboard. Spot bottlenecks the moment they form — before they become missed deadlines.

+11% line utilisation −4 day order lag

Predictive Machine Maintenance

Vibration, current, and temperature streams analysed by an on-prem agent. Anomaly > threshold → auto-create maintenance task with the most likely failure mode and recommended part.

−42% unplanned downtime

Automated Capacity Planning

Pipeline of orders + machine calendars + staff roster fed to a planning agent. Outputs daily/weekly schedule, flags overload, suggests outsourcing candidates.

−6h/wk planner workload

Inbound Material Cert Verification

Agent OCRs supplier material certs at goods-in, cross-references batch numbers against orders, flags out-of-spec lots before they hit the line.

100% cert traceability ~ €40k/yr scrap avoided

Your Drawings Never Leave the Building.

Manufacturing IP is the company. Outsourcing CAD generation to a US cloud LLM is not on the table for serious engineering shops — and it doesn’t need to be.

Amplitica runs LLaMA 4, Mistral Large 3, or Qwen3 on your own GPU box. Every prompt, every drawing, every FEA result stays inside your perimeter. Air-gapped deployment is the default, not a bolt-on.

  • Open-weights models — fork, audit, fine-tune freely
  • Air-gap-ready: zero internet egress required
  • Bring-your-own STEP/DWG kernel (FreeCAD, BRL-CAD, OnShape API)
  • Integrates with Solidworks PDM, Teamcenter, Helios PLM
Plant LAN
No external egress
air-gap
CAD Agent
llama 4 on-prem
SAP / Helios
internal API
MES
OPC-UA
PLM
Teamcenter

One Brief, One Pipeline, One Reviewable Output

The CAD generation pipeline at a glance: spoken brief, parametric model, drawing pack, FEA report, ERP-ready BOM. Every step replayable, every artefact pinned to the run.

workflows / runs · cad-generation · run #2,418 /workflows/runs/2418

CAD Generation Pipeline · Run #2,418

Triggered 11:42 · Voice brief from Engineering Lead
Completed
Voice Brief12s
Parametric Model1m 04s
2D Drawing Pack38s
FEA Report2m 11s
ERP BOM Syncrunning…
Generated Artefacts 5 files · ready for review
⌀ 42 240 mm M30
model · transmission-shaft.v2.4.step drawing · transmission-shaft.v2.4.dwg
part_id · GHB-2240-M30 length · 240 mm diameter · 42 mm thread · M30 × 1.5 material · 42CrMo4 quenched tolerance_class · ISO 2768-mK fea_max_stress · 384 MPa fea_safety_factor · 2.4 erp_bom_lines · 7
Agent Activity
11:42:01trigger voice.brief — “new shaft like GHB-2200, 240 mm, M30” 11:42:13retrieve qdrant.parts · top_k=8 · score=0.94 11:42:14tool_call cad.parametric.generate 11:43:18ok step file produced · 412 KB 11:43:19tool_call cad.drawing.export · 3 views 11:43:57ok dwg pack ready 11:43:58tool_call fea.simulate · static · 8 load cases 11:46:09notice stress concentration at fillet — within spec 11:46:10ok fea report written 11:46:11tool_call erp.sap.bom.upsert
Run Details
Agentcad-engineer.v3
Modelllama-4-70b · on-prem
GPUA6000 · plant-1
Egress0 B
Reviewerawaiting · Eng. Lead

All run data shown is illustrative.

Built For Plants That Can’t Use The Cloud

Defense suppliers. Automotive Tier-1s. Aerospace machining. Industries where IP leakage is a board-level risk.

Air-Gap Native

Runs disconnected. We ship pre-loaded model weights on signed media for clean-room deployments.

ITAR / EAR Compatible

No data crosses borders. Deployment patterns reviewed for export-controlled environments.

Edge GPU Sufficient

Single A6000 or H100 covers a mid-size plant. We size the box with you, no over-provisioning.

Bring One Engineering Process. Leave With a Working Agent.

We do half-day on-site discovery in Czech Republic, Germany, Slovakia, and Austria. POC running on your data within 2 weeks.