Engineering & CAD analysis · P&ID Intelligence Platform

P&ID Intelligence

Every P&ID already contains its material take-off. We read it.

Spec-driven MTOs from native CAD and vector PDF P&IDs — generated in minutes, reviewed by exception, with a traceable path from every output row back to the sheet that produced it.

Measured on a 120-sheet P&ID package — Case Study 01
99.4%

inline components auto-assigned to the correct pipeline line number

8 min

material take-off across 120 P&ID sheets — down from three weeks manual

18,000+

mechanical joints derived without manual intervention

85%

less downstream procurement reconciliation effort

Critical Problem Statement

A P&ID is not a page of text with a diagram on it

Meaning lives in topology: which line a valve sits on, which header a branch belongs to, where one line number stops and the next begins. Fragmented CAD exports break those paths into disconnected segments. Intersecting utility headers invite line-hijacking, where a component is silently attributed to the wrong pipeline. OCR reads the tags; it cannot resolve any of this.

That is why a manual take-off still takes weeks — and why a confident wrong answer from a vision model is more expensive than no answer at all when the result feeds procurement on a capital project.

Methodology & Architecture

From sheet to spec-driven take-off in four steps

STEP 01

READ THE GEOMETRY EXACTLY

Native CAD and vector PDF layers are parsed directly — every line segment, curve and coordinate — so baseline geometry is exact, not inferred.

Under the hood: non-raster vector primitive parsing at sub-point precision; no GPU-bound inference for geometry.
STEP 02

RESOLVE EVERY LINE, ACROSS EVERY CROSSING

Fragmented paths are traced back to their line-number tags and each inline component is bound to its parent pipeline, even where utility headers cross the run.

Under the hood: axis-locked topological ray marching with deterministic gap-bridging; off-axis headers are excluded by corridor casting.
STEP 03

CLASSIFY THE SYMBOLS

Gate, globe and ball valves; concentric and eccentric reducers; spectacle blinds, spacers, vent and drain tap-offs — recognised dynamically against ISA-5.1 descriptors.

Under the hood: invariant symbol matching on normalised mask grids, aspect ratios, convex hulls and moment descriptors.
STEP 04

DERIVE THE JOINTS AND BUILD THE MTO

Line sizes and material classes are cross-referenced against project thickness tables, and every flanged component gets its mating flanges, gaskets and stud-bolt sets added automatically. The result is a spec-driven MTO in your SAP schema.

Under the hood: ASME B16.5 flange and thickness matrices; schedule and wall-thickness assignment; automatic joint derivation.
Figure ASheet to Spec-Driven Take-Off
ASME B16.5 Joint Derivation
P&ID Sheet (Vector PDF)Vector Geometry
Geometry & connectivity parsed directly from vector layers Sub-point precision
OUTPUT — SPEC-DRIVEN MTOASME B16.5
Line NumberComponentSizeQty
6"-P-1201-A1AGate valve6"1
6"-P-1201-A1ABall valve6"1
6"-P-1201-A1AControl valve4"1
6"-P-1201-A1AReducer, conc.6×4"1
6"-P-1201-A1AFlange, WN6"6
6"-P-1201-A1AGasket, spiral6"3
4"-P-1202-A1AGate valve4"1
4"-P-1202-A1ASpectacle blind4"1
4"-P-1202-A1AVent tap-off1"1
4"-P-1202-A1AStud bolt setM208
Derived joints added automatically — 17 of 27 rowsSAP Ready
Figure BHow Module 02 Defeats Line-Hijacking
Axis-Corridor Spatial Casting & Gap-Bridging
AFRAGMENTED EXPORT

Segments disconnected; header crosses the run.

2"-U-00446"-P-1201
Unlinked segments & crossing header
BAXIS-CORRIDOR CAST

Off-axis header excluded; gaps bridged deterministically.

Deterministic corridor ray-marching
CRESOLVED TOPOLOGY

Every component bound to its parent line number.

6"-P-1201
99.4% components mapped
Measured Impact

What changes for the engineering team

✕
Before iCaptur

Manual symbol identification, line routing and take-off generation take weeks and surface errors late as schedule overruns.

✓
After with P&ID Intelligence

A complete, spec-driven MTO for a 120-sheet package in eight minutes — reviewed by exception rather than re-checked sheet by sheet.

✕
Before iCaptur

Intersecting utility headers and fragmented CAD lines misallocate components to the wrong pipeline.

✓
After with P&ID Intelligence

Axis-locked topological resolution assigned 99.4% of inline components to the correct parent line; the remainder are flagged, never defaulted.

✕
Before iCaptur

Omitted inline components and uncounted joint hardware force weeks of procurement reconciliation.

✓
After with P&ID Intelligence

ASME B16.5 rules derive matching flanges, gaskets and bolt sets on every sheet — 18,000+ joints on the reference project, 85% less reconciliation effort.

Enterprise Deliverables

Output an auditor will accept, in the systems you already run

Extraction is only half the job. What comes back has to land in a shape procurement, QA and finance can use without rebuilding it — and every number in it has to be traceable to the sheet it came from.

STRUCTURED MULTI-SHEET WORKBOOK

  • •Raw extraction audit — every component with sheet, line number, size, schedule and source coordinate
  • •Pipe class specification — the thickness and flange tables applied, per line class
  • •Discipline roll-up — quantities consolidated by commodity for ordering
  • •Exception review — the handful of ambiguous cases, each with its sheet and coordinates, so a reviewer goes straight to the element

ERP / SAP MTO PAYLOAD

  • •Commodity grouping (e.g. VALVE-GATE), commodity shortcode (e.g. VG-CS-150), size arrays and a traceability remark naming the source sheet and the rule applied
  • •Derived rows are labelled as derived and name the rule that created them, so a reviewer can distinguish what was read from what was calculated

ALSO AVAILABLE

  • •Enterprise destinations: PLM, EAM and digital-twin destinations alongside SAP
  • •Ingestion options: batch folder ingestion for whole packages or API submission per document
Deliverable ArchitectureAudit-Traceable Schema & ERP Mapping
Strict Schema Separation
Raw extraction auditPipe class specDiscipline roll-upException review
SheetLine NumberComponentSizeSchedSource Coordinate
PID-0146"-P-1201-A1AGate valve6"40(1284, 662)
PID-0146"-P-1201-A1AFlange, WN6"40derived · joint rule
PID-0144"-P-1202-A1ASpectacle blind4"80(2106, 940)
PID-0218"-P-1310-B2CReducer, ecc.8×6"40(742, 1188)
PID-0218"-P-1310-B2CGasket, spiral8"—derived · joint rule
Audit-traceable workbook · strict schema separation per tab
ERP / SAP MTO SCHEMA
Commodity groupingVALVE-GATE
Commodity shortcodeVG-CS-150
Size arrays[6, 8, 10]
Traceability remarksPID-014 · rule B16.5
Auditability & Human-In-The-Loop

Deterministic first. Inference second. Nothing silently defaulted.

Where geometry can be resolved exactly from the vector layer, it is — with sub-point precision and no model in the loop. Language and vision models are reserved for the judgement calls: symbol semantics and classification. That boundary is what makes the output auditable.

Every output row carries its source sheet, its coordinates on that sheet, the classifier decision and the specification rule applied. Exceptions are surfaced rather than defaulted, so review effort concentrates on the few genuinely ambiguous cases. On the reference project, reviewers worked a short exception queue and a sampled spot-check was enough to sign the package off.

Prerequisites & Setup

Inputs

1

Native CAD exports or non-raster (vector) PDF P&IDs

The platform reads the vector layer directly, so this is where accuracy is highest.

2

Scanned or flattened P&IDs routing

Scanned drawings are routed through the Engineering Drawing Digitisation module first; results then carry a per-field confidence and go to review where the read is uncertain.

3

Your pipe class / specification tables

(Or ASME B16.5 defaults) so the joint derivation follows your project rules.

4

Title-block exclusion zones

Configured once so drawing borders never contaminate the extraction.

Real-World Use Cases

Where it is used

Material take-off for procurement

Compile a complete, spec-driven, audit-traceable MTO from a multi-sheet P&ID package — joints included — so bulk orders are placed against a reconciled list, not a rebuilt one.

ERP and SAP harmonisation

Map line sizes, material classes and commodity codes straight into the enterprise MTO schema; no re-keying between engineering and purchasing.

Engineering-to-procurement handover

Give EPC contractors and suppliers one reconciled list at handover, with the exceptions already identified, and remove the bill-of-materials disputes that follow.

Multi-vendor package consolidation

Bring thousands of sub-vendor P&ID packages, in every format the supply chain uses, into a single material list — the same engine behind our EPC BOM-consolidation work.

Target Industries

Industries and operations that benefit

Purpose-built for capital-project environments where a take-off error becomes a procurement shortfall, a rush order or a budget deviation.

EPC & industrial plant engineeringOil & gas processing and refiningChemical & petrochemicalEnergy & power generationWater & wastewaterOffshore & marine engineering
Synergy & Composability

How this works with other iCaptur.AI modules

Comprehensive plant digitisation
P&ID IntelligenceEngineering Drawing Digitisation & OCRMaterial List Extraction
Procurement & compliance verification
P&ID IntelligenceDrawing SearchabilityAutomated Compliance Verification
Integrated quality & maintenance
P&ID IntelligenceChecklist GenerationGD&T Extraction
Compliance & Data Protection

Enterprise-Grade Security

Engineering drawings are among the most sensitive documents an organisation holds. iCaptur.AI is built to be deployed against them — aligned to ISO/IEC 27001 and ISO/IEC 27701, with GDPR and HIPAA obligations supported and confidentiality designed into the pipeline rather than added at the perimeter.

ISO 27001
ISO 27701
SSAE 21
GDPR
HIPAA
Case Study 01 · Energy & EPC · Upstream hydrocarbon processing

A 120-sheet multi-train facility take-off, executed in a single automated run

An international EPC contractor deployed the P&ID Intelligence Platform to produce a complete material take-off for a multi-train hydrocarbon processing facility. The package featured fragmented CAD vector exports, intersecting utility headers and dense instrumentation clusters — the exact conditions that break conventional extraction.

All 120 sheets ingested concurrently and parsed in under four minutes
4,500+ inline components mapped to their parent pipeline line numbers — 99.4% automatically
18,000+ derived mechanical joints — mating flanges, gaskets and bolt sets — from ASME B16.5 thickness tables
MTO generation in 8 minutes, down from three weeks of manual engineering labour
85% reduction in downstream procurement reconciliation effort
Frequently Asked Questions

Frequently Asked Questions

Deterministic extraction, line-tracing algorithms, joint derivation standards, and enterprise pilots.

A spec-driven material take-off for the whole package: a structured workbook (raw extraction audit, pipe class specification, discipline roll-up and exception review as separate sheets) plus an SAP-compatible MTO payload with commodity grouping, shortcodes, size arrays and a traceability remark on every row. Derived joints — flanges, gaskets, bolt sets — are included and labelled as derived.
Start with your drawings, not a demo

Bring us a hard package

The interesting test is not a clean, born-digital sheet. It is the P&ID where the utility header crosses six process lines, the package with three title-block conventions, the export that arrives as ten thousand disconnected segments. Send us 20 to 30 of those and get the take-off back — with a like-for-like comparison against your manual result.

Share your package and specification and receive a custom pipeline proposal within 24 hours.