Industrial & Manufacturing
AI-Powered Plant Design Automation
AI-Powered Plant Design Automation
We configure script packs and an agent that orchestrates them to turn P&IDs, studies, standards, and asset data into reliable model updates, checklists, and handover packages—so engineers keep control while repetition disappears.

What teams can use ArchiLabs for
Flagship workflows that demonstrate how deterministic scripts and agent orchestration can streamline high-leverage industrial tasks.
P&ID → 3D Tag & Spec Sync
Keep equipment, line numbers, specs, and services synchronized between P&ID exports and the 3D plant/BIM model.
Instrument Index & Loop Sheet Orchestration
Generate and maintain an ISA-5.1-compliant instrument index and loop sheet stubs from tagged P&IDs.
Arc-Flash Label & Study Round-Trip
Import short-circuit/arc-flash results and programmatically generate panel labels and schedules aligned to NFPA 70E.
Hazardous Area Classification & Device Suitability
Draft classification volumes and device suitability lists (Class/Division or Zone) using structured rules and source data.
ISA-95 Equipment & Operations Export (MES/MOM)
Publish consistent equipment/work-center payloads from the model to MES per ISA-95 object structures.
EAM/CMMS Handover Packager (Maximo/SAP PM)
Convert tagged assets in the model into EAM import files with PM templates, documents, and locations.
How it works
Script Packs (deterministic)
Reusable scripts that automate structured industrial tasks—syncing P&ID data, generating loop sheets, drafting hazardous-area volumes, exporting one-line study files, or assembling EAM imports. Each script is precise, reviewable, and built around your standards.
Agentic Chat (natural-language orchestration)
Ask in plain English (“Update the instrument index,” “Regenerate arc-flash labels,” “Create Div 2 zones for this skid”), and the agent chains together your script packs with your rules and data sources. Multi-step tasks run reliably without manual coordination.
Your data, your stack
We integrate with your existing tools—Plant 3D/OpenPlant/E3D, ETAP/SKM, Ignition/Kepware, PI System, MES, Maximo/SAP PM—so your model and databases remain the source of truth. All updates and exports stay synchronized across systems.
Built around the way plant teams actually work.
Process, power, safety, and handover workflows captured as deterministic scripts your team can orchestrate.
Process, mechanical, and utility systems—from line lists to constructible models.
Line List Governance
Validate service/spec/size across line lists and the 3D model; flag missing insulation or test pressure fields; emit a structured delta report for leads.
Nozzle & Tie-In Register
Read vendor datasheets to auto-populate nozzle tables, check coordinate consistency, and update connection points for layout teams.
Spec Conformance Checks
Apply ASME B31.3 fields to highlight out-of-class components and missing pressure/temp ratings for review.
Utilities Metadata Writer
Assign compressed air class (ISO 8573-1) and steam quality codes; generate dryer/filter checklists for mechanical review.
Model Publishing Orchestrator
Automate IFC/NWC exports, naming conventions, and change logs for coordination teams.
Start a conversation about the tasks your team shouldn’t have to do by hand.
We’ll help map your process—from P&IDs and studies to labeling, compliance, MES, and handover—then co‑design script packs that eliminate repetition. Our AI agent orchestrates those scripts (imports, checks, exports, labels) on command or on a schedule, while your engineers stay in control. Together we’ll prioritize high‑leverage tasks, build data contracts, and pilot the automations inside your existing toolchain.