Turn drawings into structured data.
Build what's next.

BigMachine extracts every tag, symbol, process line, and note from engineering drawings into a structured data model that you can explore and act on.

"Going through P&IDs manually to create the tag list is the 1st step in creating a bid. That sucks, I can't tell you how bad that sucks. Until now, that's really the only way you can get an accurate count."
— Commissioning Manager
Global EPC
"Nothing can move forward without drawings so engineers will work through weekends reviewing changes. Cutting down review times allows us to move so much faster."
— Project Director
Private EPC
"We were spending 40+ hours per project just extracting equipment data from drawings. BigMachine AI has completely transformed our workflow - what used to take weeks now takes hours."
— Engineering Manager
Private EPC

From PDF to structured data in three steps.

No manual extraction. No re-keying data. Upload, extract, verify, and start working.

Upload

Upload a drawing PDF. Any authoring tool, any drawing standard.

Extract

Every valve, instrument, line, and connection is identified and mapped into a structured data model — components, attributes, and relationships.

Verify

Review results overlaid on the drawing with confidence scores. Correct where needed — nothing goes downstream until you approve it.

Upload a drawing PDF
Extracted components with bounding boxes
Verify and correct extraction results

Explore your data instantly.

Titan is our built-in AI that lets you query the structured data model in plain language — the moment extraction is complete.

"How many instruments are on this P&ID?"

"What is the set point on PSV-101?"

"List all ball valves with their line numbers."

"Highlight every temperature indicator."

No exports, no spreadsheets, no waiting. Ask a question, get an answer — directly from the drawing data.

See Titan in action →
Titan AI chat querying drawing data
Once you have the data, you decide what to do with it

An estimator builds a bid from 200 P&IDs — without reading one

Extract equipment and instrument counts across an entire bid package. Export directly to your estimating spreadsheet. Ask the data model "how many PRVs across all units?" and get an answer in seconds instead of days of manual counting.

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Estimation workflow showing exported bid data

A project engineer catches every change between Rev C and Rev D

Upload two revisions and get a precise diff of every addition, removal, and modification. No more printing two drawings and comparing by eye. Scope changes, new instruments, removed connections — all flagged automatically.

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Revision tracking showing diff between drawing versions

A QC lead runs checks across 500 drawings before IFC

Configure automated checks against your project standards via the API and run them across the full drawing set. Missing tags, inconsistent naming, orphaned connections — caught in minutes, resolved in context with marked-up outputs.

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Quality checks showing flagged issues on drawing

A commissioning manager builds instrument lists for startup

Extract every instrument, valve, and control element with associated tags and attributes. Export the lists you need for loop checks, pre-commissioning, and mechanical completion — directly from the drawings, in minutes instead of weeks.

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Commissioning workflow showing extracted instrument lists

A project controls lead feeds drawing data into existing systems

Export the structured data model as CSV or JSON, or connect via API. Build custom validations, feed your material management system, or push data directly into project controls tooling. Same extraction, any downstream workflow.

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Integration workflow showing structured data export

Built to Read Drawings Like Engineers Do.

A multi-modal system that utilizes custom OCR, vision models, and image processing algorithms caputres engineering intent with unmatched accuracy and reliability.

1

One-Shot Symbol Detection

A built-in library of ISA symbols covers most P&IDs out of the box. If something's missed, define it once and it's recognized everywhere — across any drawing, at any scale or rotation, regardless of overlapping text.

2

Semantic OCR & Text Association

A custom OCR engine reads every annotation, then associates text to the right component using spatial and semantic reasoning. "Set point 300 PSI" near an instrument bubble gets linked to that PRV — not the adjacent line.

3

Ontology Assembly

Symbols, text, and spatial relationships are assembled into a structured ontology — components, connections, attributes, and process flow. Not a list of detections. A data model that understands the drawing.

Validated in production.

Extraction accuracy and reliability proven across thousands of real-world engineering drawings.

10,000+ Drawings Processed

Extraction accuracy validated across thousands of drawing sheets in production.

Confidence Scores

Every extraction includes confidence scoring. Low-confidence items are flagged for human review. Deterministic, not probabilistic.

Human-in-the-Loop

Every extraction is reviewable before use. Flag and correct results directly on the drawing — nothing goes downstream until you approve it.

Standards Adaptation

Handles different tagging philosophies and symbology standards seamlessly. Custom dictionaries for project-specific work.

Structured Export

Export the data model in standard formats — CSV, JSON, API — for integration with existing tools and workflows.

Scalable Processing

Process thousands of drawings per month. Enterprise-grade infrastructure built for production workloads.

Enterprise-ready by design.

Built for security, scale, and deployment in production engineering environments.

100% Internally Developed AI

Our AI models are built entirely in-house, ensuring zero data leakage to third-party AI services.

Enterprise-Grade Security

Built with enterprise-grade security practices. Your sensitive engineering data is stored and protected with the highest standards.

Deploy in Your Environment

Run BigMachine entirely within your own infrastructure - ideal for strict security, compliance, and data residency requirements.

Get started today.