Plan new manufacturing lines with AI-assisted machine selection
Enter a component’s parameters, describe the process in plain English, and get a scored, explainable equipment recommendation for every stage — from raw material to packaged part. Visualize the line, simulate a digital twin, and export a report before you commit capital.
The live demo runs in-memory with a pre-seeded sample project — nothing to configure.
How it works
One workflow, from raw part parameters to a defensible line plan
Upload CAD & parameters
Attach a CAD reference and enter material and mechanical parameters for the part.
Describe process in plain English
Type how you intend to manufacture it; the parser turns it into ordered process stages.
Get scored machine recommendations
Every stage is matched against a seeded equipment catalog with a weighted 0-100% applicability score.
Visualize the line
See the end-to-end process flow as a connected diagram of stages and selected machines.
Plan line layout & station KPIs
Set the layout type and buffer sizing, then review throughput, headcount, and WIP per station.
Save & compare iterations
Watch simulated digital-twin telemetry, then save, iterate, and compare planning runs.
Export reports
Generate a printable / PDF report summarizing the recommended line configuration.
What’s inside
Built for real planning decisions, not slideware
Plain-English process parsing
Describe your process in a sentence — "cut the blank, CNC mill the pockets, deburr, then anodize" — and a deterministic, rule-based parser turns it into ordered, editable stages. No LLM calls, fully offline and reproducible.
Weighted machine scoring
Every candidate machine is scored 0-100% against hardness, tensile strength, tolerance, work envelope, and surface finish requirements — a transparent, explainable breakdown per factor, not a black box.
Digital thread, component to report
Trace the full lineage from a component's CAD reference and parameters through its process stages, selected machines, and final report — one connected record per iteration.
Simulated digital twin
Watch live-style telemetry — utilization, cycle time, machine status — for every machine selected in an iteration, so you can spot bottlenecks before the line exists.
Iteration history & comparison
Save multiple line configurations per component and compare them side by side on score, cycle time, and cost to arrive at a recommended configuration.
Printable / exportable reports
Generate a clean report of the recommended line — stages, machines, scores, and estimates — ready to print or export as a PDF for stakeholders.
Get in touch
Planning a new line? Let’s talk.
Tell us what you’re building and we’ll follow up — or just jump into the live demo above, no form required.