Labeled, graph-first P&ID datasets for teams training detection and extraction models — no source drawings required, no manual annotation pass afterward.
Every valve, line, and instrument tag is pre-labeled because the drawing is built from a graph, not guessed at from pixels. Dial in realism from clean CAD to worst-case scan.
Training a detection or extraction model on real drawings means clearing data-sharing hurdles and paying for manual annotation — before you've trained anything.
Nothing to license, redact, or wait on a client to share. Generate what you need, when you need it.
Every drawing is built from its own connectivity graph, so bounding boxes and tags come out exact — not guessed at afterward.
Dial from clean CAD-native output to sub-200 dpi worst-case scans, so your model sees what production actually looks like.
Generate in bulk across nine industry profiles instead of waiting on a handful of real examples.
Choose an industry — wastewater, oil & gas, chemical, and six more — each with its own real symbol vocabulary.
Clean CAD, office scan, aged copy, or worst case. Set how many drawings you need.
The engine builds a connectivity graph first, then renders the drawing and its degradation from that graph.
Images, bounding boxes, and the connectivity graph — zipped and ready for your training pipeline.
No separate annotation step — every output is derived from the same graph the drawing was built from.
Rendered PNG drawings at your chosen realism level — from crisp vector to degraded scan.
Every symbol labeled and localized, exported as a COCO-format file ready for a detection pipeline.
The pure graph each drawing was rendered from — every line, valve, and instrument's true connections.
A model trained only on clean CAD output breaks the first time it sees a photocopied, skewed field scan. Generate both ends deliberately, from the same underlying drawing.
Sharp lines, no noise, no skew — the best case, for validating that a model can learn the vocabulary at all.
Blur, speckle, skew, and fade stacked together — the drawings that actually break production pipelines, generated on purpose.
Each profile carries its own industry-accurate symbol set and layout conventions.
10 free drawings, no credit card. Pick a profile, dial in realism, and download.
Sign up — 10 free drawings →