D-LIGN
DEVIATION INTELLIGENCE
D-LIGN Technologies · Deviation Intelligence Platform

Construction
knows what's
off-plan.

We deploy LiDAR scanning, compare every installed element against the BIM model, and return deviation intelligence — scored, graded, and ready to act on — within days.

Total Elements
16
Analysed 31 May 2026
Stable
9
56% within tolerance
Shifted
1
6% action required
Uncertain
5
31% re-survey
Check / Flag
1
6% manual inspection
Action Items — Elements Requiring Attention
HSS-219 #940779
33.5mm ±25mm
CHECK
Manual inspection →
SF-21 #903265
15.4mm ±12mm
SHIFTED UNCERTAIN
Re-survey →
SF-21 #906204
14.4mm ±12mm
SHIFTED UNCERTAIN
Re-survey →
HSS-219 #916517
11.4mm ±2mm
SHIFTED
Action required →
Installation Progress
100%
16 of 16 elements detected
Confirmed
69%
Marginal
31%
Live D-LIGN Deviation Intelligence Report — Pipe Rack Level B2, 16 elements
What makes us differentWe grade every measurement before you see it.
TurnaroundDays from site capture
FormatWeb-based · No install
01 — The Problem

Construction teams fly blind
— until it's too late.

9%
of total project cost lost to rework on complex MEP. Preventable with early detection.
10×
Cost to rectify post-installation vs. catching it before the next trade builds around it.
0
Tools that tell you whether a deviation measurement is reliable enough to act on. Until now.
Deviations detected too late
Manual QA checks are infrequent and miss what accumulates across a complex structure. By the time something is flagged, the downstream trade has built around it.
BIM vs. reality drift
As-built conditions diverge from the design model without anyone noticing. Coordination clashes emerge late, consuming programme and budget.
Measurement without trust
Even when deviation data exists, teams cannot tell which readings are reliable. Acting on low-quality measurements generates false rework — a cost nobody tracks but everyone pays.
Cascading schedule impact
One undetected structural deviation can hold up MEP, cladding, and fitout simultaneously. The compounding effect is rarely visible until it hits the programme.
02 — Our Approach

Capture. Compare. Act.
Four steps. Results within days of site capture.

D-LIGN Report 3D Overview Floor Plan
Distribution Charts
Plan Shift (mm)
33.5mm
0mm18mm36mm
Vertical Tz (mm)
+3.9mm
-3mm+5mm+12mm
Pipes & Ducts — Deviation
9 stable 1 shifted 5 uncertain 1 check
IDPlan mm±UncTz mmConfStatus
HSS-219 #940779 33.5±25mm+3.90.98 CHECK
SF-21 #90326515.4±12mm-1.80.74UNCERTAIN
SF-21 #90620414.4±12mm-1.20.71UNCERTAIN
SF-26 #9904624.2±3mm+0.80.91STABLE
Interactive report — 3D scene, floor plan, charts and element tables all linked. Click any element, everything highlights.
Reliability Audit
Every measurement graded. RELIABLE / CAUTION / UNRELIABLE. You know what to act on.
Installation Progress
BIM elements cross-checked against scan. Confirmed, marginal, not found.
No software install
Single HTML file. Any browser. Share with the full project team immediately.
03 — The Intelligence Layer

The reliability audit.
No other scan-to-BIM service does this.

The problem with deviation data: you can't tell which numbers to trust.
A 14mm plan shift might be a reliable measurement demanding immediate action — or measurement noise from poor scan coverage. Acting on both wastes money. Missing either creates risk. Our engine grades every measurement before you see it.
RELIABLE
Act on it
High confidence fit, sufficient scan coverage, ICP inlier rate above threshold. Deviation values are accurate and actionable.
CAUTION
Verify first
Marginal confidence or elevated uncertainty. Confirm with targeted re-survey before committing to rework.
UNRELIABLE
Re-survey required
Poor scan coverage or low ICP convergence. Do not issue rework instructions. Re-scan this element.
11 reliable 3 caution 2 unreliable
IDConfICP %Unc mmValid PtsT-ReliableReliabilityAction
HSS-219 #9165170.9288.42.14,431YesRELIABLEAct on deviation values
SF-21 #9032650.7471.212.03,794YesCAUTIONVerify before acting
HSS-219 #9407790.5158.324.81,006NoUNRELIABLERe-survey required
SF-26 #9904620.8885.13.44,267YesRELIABLEAct on deviation values
Reliability Audit tab — six quality metrics per element, graded and action-recommended
04 — Risk & Financial Value

What deviation intelligence
is worth to your project.

SGD 10M–25M
Avoidable rework exposure on a SGD 130M projectA single significant deviation undetected until downstream trades have built around it can cascade into weeks of schedule loss and multi-million correction costs. Early detection is risk management.
ScenarioWithout D-LIGNWith D-LIGNValue protected
Shifted pipe spool detected late
After downstream connection
SGD 12,000–40,000SGD 800–3,000Up to SGD 37,000
Unreliable measurement acted on
False positive rework instruction
SGD 5,000–15,000SGD 0 — flagged UNRELIABLEUp to SGD 15,000
Traditional dimensional survey
Total station, manual inspection
SGD 1,500–3,500/day
5–20 elements/day
One scan session
50–500+ elements
10–25× faster
Handover dispute — as-built recordNo defensible recordFull audit trailDispute avoidance
The engagement economics · On a typical MEP pipe rack with 50–200 elements, one scan session costs a fraction of a single rework event. The breakeven is preventing one deviation from becoming post-installation rework.
05 — Track Record

Delivered on the projects
that can't afford mistakes.

CSCEC · Singapore
Canninghill Piers — Steel Structure Deviation
LiDAR scanning and BIM comparison for complex high-rise steel framing. Early detection of tolerance exceedances before downstream trades were affected.
Structural SteelHigh-RiseTier 1
DSTA · Singapore
Scan-to-BIM — 2,000+ Facilities Nationwide
Large-scale facilities documentation programme requiring consistent methodology and turnaround across diverse building types nationwide.
GovernmentLarge ScaleNationwide
T235 · Malaysia/Singapore
RTS Link — Fabrication LiDAR Scanning
Precision fabrication verification on a critical cross-border infrastructure project. Tight tolerances, high-stakes delivery.
InfrastructureCross-BorderFabrication
International
BIM Projects — Dubai & Taiwan
International delivery across different regulatory environments, demonstrating consistent methodology and output quality across jurisdictions.
DubaiTaiwanMulti-Jurisdiction
2000+
Facilities scanned
4
Countries delivered
Tier 1
Contractor experience
Days
Not weeks to delivery
Interpol · Singapore
ICGI Experience Centre — Full Digital Delivery & Scan-to-BIM
Working with design consultant Stoked Associates for full-scope digital delivery across Interior Design, Architecture, Structure and MEP. Kicked off the design process with accurate Scan-to-BIM as-built capture, then delivered LOD 350 design models ready for construction.
Scan-to-BIMA&A WorksLead BIM
06 — Who We Are

The people behind
the intelligence.

Founder · Technical Lead
Yik Fei
Built the deviation intelligence engine from the ground up — ICP alignment, confidence scoring, reliability audit, and the full report pipeline. Operates the LiDAR scanner paired with total station on every project. Background spans construction BIM, LiDAR processing, and software development.
Our approach
We scan, process, and deliver. No outsourcing the intelligence layer. Every reliability grade comes from our engine running on our scan data. We own the full stack — from scanner to report.
Scanner
LiDAR scanner SLAM + Total Station
High-density point cloud with survey-grade georeferencing. Multiple control points per session for tight registration to BIM coordinate system.
Engine
Proprietary ICP-based deviation engine
Built specifically for construction tolerances. Confidence scoring, uncertainty quantification, and reliability grading per element. Not a generic point cloud tool.
Based in
Singapore · d-lign.io
Serving construction projects across Singapore and Southeast Asia. Turnaround within days of site capture.
07 — vs. Alternatives

Why D-LIGN.
An honest comparison.

D-LIGN Traditional Survey
Total Station / Manual
Generic Scan-to-BIM
Cyclone / PointSense
Rework cost estimates based on Singapore industrial rates for certified welding and NDT work. Traditional survey rates from Singapore market data 2024–25. Individual project costs will vary.
08 — Before / After

What you had.
What you get now.

The same project data. A completely different level of intelligence.

Before — Traditional Survey Output
DIMENSIONAL CONTROL REPORT — REV A
ELEMENTΔXΔYΔZ
P-001+12mm-3mm+1mm
P-002+8mm+5mm-2mm
P-003+33mm+2mm+4mm
P-004+15mm-8mm0mm
............
Surveyor: — Date: — Sheet 1 of 4
Numbers only — no spatial context
No indication of measurement reliability
5–15 elements per day, weeks of fieldwork
Engineer must interpret — no recommended action
Static PDF — cannot be explored or filtered
After — D-LIGN Intelligence Report
Shifted
1
Stable
9
Uncertain
5
Action Items
HSS-219 #916517 SHIFTED Act now →
SF-21 #903265 CAUTION Re-survey →
Interactive 3D scene — click any element
Every measurement graded RELIABLE / CAUTION / UNRELIABLE
50–500+ elements per scan session, days not weeks
Plain-English action for every element
Web-based — share with entire team instantly
09 — Start Here

Begin with a pilot.
Lowest risk. Fastest evidence of value.

A focused pilot on a defined area delivers clear, actionable deviation intelligence before you commit to anything larger.

01
Defined Scope
A pipe rack, a structural bay, or a single MEP riser — whatever carries the most risk right now. No full-project commitment required.
02
Fast Turnaround
Deviation intelligence report and 3D viewer delivered within days of site capture. Results before your next coordination meeting.
03
Clear Outcome
Tangible deviation data you can act on. A reliability grade for every measurement. Installation progress verified against your BIM.
What the pilot delivers
A complete D-LIGN Deviation Intelligence Report for your pilot area:
Element-by-element deviation data — plan shift, vertical deviation, RMS, tolerance status
Reliability Audit — every measurement graded RELIABLE / CAUTION / UNRELIABLE with recommended action
Installation Progress — BIM elements cross-checked against scan, confirmed vs. not found
Interactive 3D viewer — heatmap point cloud + BIM mesh, shareable with your full team
Executive Dashboard — status summary, action items, and key metrics for project management
A focused scan session with full deviation intelligence report for a defined zone or element package. No full-project commitment required.
REQUEST PILOT →
Ideal for
Oil & Gas · Pipe Racks Data Centre MEP Pharmaceutical Cleanrooms High-Rise Structural Steel Critical Infrastructure Pre-Handover Verification
REQUEST A PILOT →
DeliveryDays from site capture
FormatWeb-based · No install