Connected Engineering Model Platform

Turn legacy drawings into a connected plant model.

Novek transforms flat P&IDs into a queryable topological graph — connecting equipment, piping lines, valves, and instruments for CAD migration, AI agents, and project registers.

Legacy Drawings

📐Scanned P&ID Drawings (PDF/TIFF)
Parsing...
🖥️Legacy CAD (DWG/DGN)
📋Process & Equipment Datasheets
📏Piping Line Specifications
🏷️Custom Legend & Symbol Sheets
Scanned PDFs, TIFFs & raster CAD.

Connected Model Graph

01Multi-sheet visual ingestion
02Symbology & tag detection
03Topological graph assembly
04Off-page connector resolution
05Human-in-the-loop review
06Multi-outcome generation
Audited with 100% source traceability

Multiple Outcomes

DEXPI XML / ISO 15926
Standard
SmartPlant P&ID (SPPID)
CAD
AI Topology Graph API
Context
Line Lists & Tag Registers
Tabular
Cross-Document QA Audits
Quality
DEXPI, CAD, AI Context & Registers.

End-to-end model pipeline

From legacy drawing to verified engineering model

Five steps. No proprietary lock-in. Preserves 100% of spatial, attribute, and connectivity context for engineering software and AI.

01

Ingest drawing packages

Drop in scanned P&IDs, PDFs, TIFFs, or raster CAD files. Novek automatically identifies sheet boundaries, title blocks, symbology legends, and drawing grids.

02

Detect symbols & piping topology

Vision-AI models detect equipment, inline valves, instruments, piping segments, line numbers, and flow direction arrows matching standard or client legend sheets.

03

Construct connected engineering graph

Novek stitches together process lines, cross-drawing connectors (OPCs), instrument loops, and asset hierarchies into a unified topological model.

04

Engineer-in-the-loop review

Every extracted tag, connection, and attribute is highlighted on the original drawing with confidence scores. Engineers verify and sign off with complete audit trails.

05

Export to multiple downstream destinations

Deliver DEXPI XML (ISO 15926), SmartPlant P&ID imports, line lists, instrument indexes, or query the model directly via the Novek Context API.

Document Ingestion

Feed it your entire document package

Novek is built for the messy reality of engineering projects — mixed formats, vendor templates, scanned drawings, and project-specific conventions. Upload what you have, define how you want it processed.

P&ID Drawings

Upload scanned or digital P&ID drawings. Novek uses visual AI to read symbols, tags, line numbers, and instrument connections directly from the diagram.

PDFImageCAD Export

Datasheets

Process equipment datasheets, instrument data sheets, and vendor-supplied technical specs. Extract structured field data across hundreds of pages automatically.

PDFXLSXWord

Custom Instructions

Define extraction rules, naming conventions, and validation logic in plain language. Tell Novek exactly how to interpret your project's standards and terminology.

Plain textProject-specificCustom schema

Standards & Specifications

Upload project specifications, codes of practice, and engineering standards. Novek uses them as context to validate extracted data against project requirements.

Process specsCodesStandards

Vendor Document Packages

Ingest complete vendor document packages with mixed formats. Novek normalizes data across different vendor templates into a consistent project output.

Mixed formatsMulti-vendorBulk upload

Existing Deliverable Templates

Upload your existing line list or taglist Excel templates. Novek populates them directly, preserving your project's column structure and formatting conventions.

Excel templatesCustom columnsProject format

Custom Instructions Engine

Every project has its own naming conventions, tag formats, and validation rules. Write plain-language instructions — "always use the instrument tag in the format {P-####}", "flag any line without a pipe spec assigned" — and Novek applies them consistently across every document in the package.

Example instruction

Tag format: PT-XXXX
Flag if missing: pipe class
Cross-check: P&ID vs datasheet
Output: project_linelist.xlsx

Agentic Extraction Engine

AI that reads engineering documents like an engineer

Not generic AI. Not OCR plus pattern matching. A purpose-built extraction engine trained to understand the structure, symbology, and conventions of engineering documentation.

Extraction pipeline

Parse→Understand→Structure

Visual AI for P&ID Drawings

Novek's vision models read P&ID drawings the way a trained engineer would — identifying instrument symbols, tag labels, line numbers, connections, and process flows without needing clean vector data.

Works on scanned PDFs, TIFFs, low-quality blueprints, and legacy CAD.

Topology & Connectivity Modeling

The extraction engine doesn't just read text — it traces lines from nozzle to nozzle, identifying upstream/downstream relationships, inline components, flow direction arrows, and branch reducers.

Builds a complete, queryable process flow graph.

Instrument Loops & Control Logic

Detects primary sensors, transmitters, signal lines (pneumatic, electrical, software), controllers, and final control elements, grouping them into functional control and safety loops.

Preserves DCS/PLC tags and interlock associations.

Cross-Drawing Continuation (OPCs)

Automatically matches off-page connectors across drawing sheets, maintaining process line continuity across an entire plant unit or facility.

Resolves cross-sheet line continuity automatically.

Multi-Outcome Generator

From one unified engineering model, generate DEXPI XML, SmartPlant P&ID imports, verified tabular line lists, equipment registers, and AI context embeddings.

One model serves CAD, EPC deliverables, and AI agents.

Confidence Scoring & Source Anchoring

Every extracted tag, connection, and attribute retains its exact pixel coordinates on the source drawing with a statistical confidence score.

100% auditable down to the drawing pixel.

P&IDs

Read visually, not as text

Multi-agent

Parallel specialized processing

100%

Accuracy achievable with HITL

< minutes

To process a full drawing package

Human-in-the-Loop Review

The review layer that makes 100% accuracy achievable

AI alone can't guarantee 100% accuracy on complex technical drawings. Novek's HITL layer is designed to make human review so fast and precise that catching and correcting every edge case becomes practical — not theoretical.

P&ID-001-Rev3.pdf|Live HITL Review
47 / 52 reviewed

Source Drawing

PT
101
FT
102
10"-P-1023-A1A
↑ Source highlighted

Extracted Data

TagPT-101
ServiceProcess Pressure
Line No.10"-P-1023-A1A
Design Press.
⚠ Low confidence
Pipe ClassA1A
1 field needs review

Source Overlay View

Every AI-extracted component is localized back to its exact location on the original drawing. Click any row in your line list and the system jumps to the precise region of the P&ID where that data was found — with a visual overlay highlighting the source.

No more hunting through 50-page P&ID packages to verify a single tag number.

Why HITL changes everything

Pure AI extraction can get you to 90–95% accuracy on complex drawings. The last 5–10% requires human judgment. Without a proper review interface, that last mile takes as long as doing everything manually. Novek's HITL layer collapses that time.

Re-read full P&ID to verify one tag

Click the row → source is highlighted on the drawing

Can't tell where the AI got a value from

Every value traced to its exact source location

Manual checking takes as long as extraction

Review focuses only on flagged low-confidence items

No record of what was changed or why

Full audit trail of every AI extraction and human correction

Downstream Model Outputs

Derived deliverables, powered by the connected model

Because Novek builds a true engineering graph, project registers and line lists are not isolated OCR scrapes — they are deterministic, fully verified views of the connected plant model.

DEXPI XMLSPPID ImportExcel / CSVGraphQL API

Line List

Complete pipe line registers with fluid service, pipe class, design conditions, insulation, and tracing data extracted from P&IDs and specifications.

SCHEMA FIELDS
Line NumberFluid ServicePipe ClassDesign TempDesign PressInsulationP&ID Ref

Tag Register / Instrument Index

Full instrument and tag registers from P&ID drawings with tag number, instrument type, service description, loop reference, and associated P&ID sheet.

SCHEMA FIELDS
Tag NumberInstrument TypeServiceLoop RefP&ID SheetCalibration Range

Equipment List

Structured equipment registers with tag, equipment type, service, design conditions, and datasheet references drawn from datasheets and P&IDs.

SCHEMA FIELDS
Equipment TagTypeServiceDesign PressureDesign TempDatasheet Ref

Valve List

Valve registers including tag, type, size, rating, body material, and actuation type extracted from P&IDs and valve datasheets.

SCHEMA FIELDS
Valve TagTypeSizeRatingBody MaterialActuator

Nozzle Schedule

Equipment nozzle schedules with nozzle designation, size, rating, facing, and service extracted from vendor drawings and datasheets.

SCHEMA FIELDS
Nozzle No.SizeRatingFacingServiceConnected Line

Material Take-off (MTO)

Preliminary MTO tables and bulk material summaries compiled from P&ID line data, pipe class, and specification documents.

SCHEMA FIELDS
ItemDescriptionSizeMaterialQuantityLine Ref

Privacy and control

Built for secure, high-stakes engineering environments

Speed alone is not enough. Engineering teams need reviewability, controlled access, deployment flexibility, and confidence in how technical data is handled.

Why it matters

Novek is designed so document automation fits real enterprise and project conditions, not just ideal demo scenarios.

Enterprise-ready privacy

Built for teams handling proprietary technical documentation, sensitive client files, and delivery environments where data control matters.

Role-based access and control

Support controlled access to project data, workflows, and outputs so only the right users can review or export information.

Flexible deployment options

Cloud, private, or controlled environments can be aligned to client and project requirements where deployment boundaries matter.

Audit-friendly review

Traceable outputs help support internal QA, engineering review, and client-facing validation with clearer evidence.

Novek vs manual process

What changes when you use Novek

The shift isn't just speed. It's the quality of work engineers can focus on when the extraction, checking, and tracing is handled.

Manual process today

With Novek

Read P&ID, manually list every tag

AI reads P&ID visually, extracts all tags automatically

Copy values from datasheets into Excel row by row

Datasheets processed in parallel, fields populate structured output

Check tag numbers against line list manually

Cross-document validation runs automatically during extraction

Re-read full drawing to verify one value

Click any row → source location highlighted on the drawing

No record of what was changed or where it came from

Full audit trail: AI extraction + all human corrections logged

Ready to see it on your documents?

Book a demo with a real P&ID package. We'll run extraction, show you the HITL review interface, and export a sample line list — so you can see exactly what Novek produces for your project type.

Book a demo
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