What does AI-integrated BIM actually change on a construction project?

BIM centralises a project's information in an intelligent 3D model so conflicts between architecture, structure and MEP are found before construction rather than on site. Adding AI changes where the effort goes: automated rule checking and clash triage handle the repetitive passes, so review time is spent on the conflicts that genuinely matter. Every automated result is verified manually before handover — the automation accelerates the work, it does not sign it off.

What BIM and AI services does Amine Souilah offer?

Six services: (1) AI-driven BIM integration, using Python, Dynamo and API add-ins to automate repetitive modelling and run intelligent quality checks; (2) core 3D BIM modeling across architecture, structure and MEP from LOD 100 to LOD 400; (3) model QA/QC and auditing, including clash detection in Navisworks and Solibri and standards and metadata audits; (4) scan-to-BIM point cloud conversion from LiDAR surveys into editable Revit models; (5) 4D and 5D virtual construction linking the model to Primavera P6 or MS Project schedules and extracting quantities for cost estimates; (6) facility management and COBie (7D BIM) for operations and maintenance handover.

Where does Amine Souilah work from, and how are mandates delivered?

Based in Montréal, he delivers mandates entirely remotely across western North America — California, Washington, Oregon and British Columbia — as well as Québec. Work runs over Teams or Zoom with a cloud-based common data environment on Autodesk Construction Cloud or Revizto, with a written update each week and a virtual coordination session twice a month. He works in English, French and Arabic.

Which software and standards does Amine Souilah work with?

Revit (architecture, structure, MEP), Navisworks Manage, Revizto, Solibri Model Checker, Autodesk Construction Cloud, BIM 360, Procore, AutoCAD, plus Dynamo, Grasshopper and Python for automation. Processes follow ISO 19650-1 and 19650-2 for information management and align with the North American references teams already use: the BIMForum LOD Specification, NBIMS-US, and AIA E203 and G202 protocols.

What level of detail (LOD) are models delivered at?

From LOD 100 to LOD 400, set at the start of the mandate. LOD 100 to 200 covers conceptual masses and schematic layouts that establish footprint and volume. LOD 300 delivers accurate geometry with real dimensions and spatial locations for architectural walls, structural steel and MEP ductwork and piping. LOD 400 adds exact manufacturer data, connection details and assembly specifications so trades can fabricate components directly from the model. An LOD matrix by discipline is agreed in the BIM execution plan before production starts.

How do engagements work and what does a project cost?

Three models: fixed price for a defined one-off scope such as a scan-to-BIM conversion, a model QA/QC audit or a defined 3D modelling package; a monthly retainer for work running over months, such as QA/QC and coordination cycles through preconstruction or overflow modelling capacity; and time and material for embedded remote work such as wiring AI and Dynamo automation into existing Revit workflows or standing up a 7D digital twin. Cost depends on scope, which is set after a free 30 to 60 minute discovery call. A free BIM maturity diagnostic is available at aminesouilah.com/diagnostic-bim.

Methodology

A proven method,in four clear steps.

Every mandate follows the same framework: understand, structure, execute, optimise. Processes rest on ISO 19650-1 and 19650-2 for information management, and on the references your teams already apply — the BIMForum LOD Specification, NBIMS-US, AIA E203 and G202 protocols. The same framework governs every service, from AI-driven automation through to 7D handover.

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Framework

Four steps, from first call to operations.

Understand

A 30 to 60 minute call to establish the context, the design stage reached and the project's real technical objectives.

Structure

A firm, detailed proposal: technical scope, execution environment, milestones and pricing model.

Execute

Production, with an established communication rhythm and permanent access to the common data environment.

Optimise

Thirty days of support included after delivery, so the work actually gets used.

Each step in detail.

The deliverables below are common to every mandate, then tailored to the service selected.

Technical and methodological detail of each collaboration phase.

Step 01

Discovery and analysis

Estimated duration1 day to 2 weeks

Understand the context before proposing anything

It starts with a 30 to 60 minute call on Teams or Zoom. I assess the design stage reached, the health of your existing models and file structure, the level of detail the project actually needs, and the real technical bottlenecks. This step also exists to confirm the need is what everyone assumes it is, which of the six services fits it, and that I am the right person for it.

What you receive

Discovery call report
Health check of existing models and files
Workflow and bottleneck map across disciplines
Indicative scope and target level of detail

Step 02

Strategic development

Estimated duration3 to 10 days

Define what will be delivered, how and when

From the discovery phase I draft a firm, detailed proposal. It sets out the technical scope, execution environment, milestones, custom script configuration and pricing model. The BIM execution plan rests on ISO 19650-2 protocols and on the conventions your teams already use, including the BIMForum LOD matrix. Delivery is planned the way the standard intends: a master information delivery plan sets the milestones, and task information delivery plans assign who produces what, by when, and at which level of detail.

Documents produced

Firm proposal: scope, milestones, pricing
BIM execution plan (BEP), MIDP and responsibility matrix
LOD matrix by discipline
Specification of planned scripts and automation
Common data environment (CDE) setup

Step 03

Implementation

Estimated duration2 weeks to several months

Execute with rigour, communicate continuously

The production phase, with an established communication rhythm: a written update every week, a virtual coordination session twice a month, and permanent access to the common data environment on Autodesk Construction Cloud or Revizto. Information moves through the four ISO 19650 states — work in progress, shared, published, archived — so at any moment you can tell what is still being worked on and what has been formally issued. Any technical discrepancy is reported as soon as it is found, not at delivery, and every automated output is checked by hand before it is handed over.

Production deliverables

Technical deliverables for the selected service
Weekly written updates
Twice-monthly coordination sessions
BCF issue tracking in the CDE
Immediate reporting of any technical discrepancy

Step 04

Optimisation and support

Estimated duration30 days included, then ongoing support

Make sure the delivered work actually gets used

A successful BIM delivery does not end when the files are transferred. I stay available for thirty days after delivery to support contractor handoff, integration into your own standards, or the load into operations. For recurring mandates, a quarterly review confirms the standards are still being applied. Documentation accompanies every deliverable, so your teams remain autonomous after I step away.

Support included

Thirty days of post-delivery support
Support for contractor handoff and operations integration
Usage documentation for every deliverable
Handover session to the relevant teams
Quarterly review for recurring mandates

My commitments

Five principles that apply to every mandate, without exception.

Full transparency

You work with someone you never see on site, so visibility has to replace presence. You know where the project stands at all times: what is done, what remains, and what could become a problem. Difficulties are raised the week they appear, not at delivery.

Tool neutrality

No reseller commission or vendor incentive shapes my technical recommendations. I work across Revit, Navisworks, Revizto, Solibri, ACC, BIM 360 and Procore, so the tool I put forward is the one that serves the project — including when it is one you already own and I earn nothing from.

Systematic documentation

Every deliverable comes with its documentation: why this choice, how to use it. Teaching Revit at university and running BIM training programmes taught me that a model nobody can maintain is a model that dies at handover. Your teams stay autonomous after I step away.

Standards alignment

Processes rest on ISO 19650-1 and 19650-2 for information management, and align with the North American references your teams already apply: the BIMForum LOD Specification, NBIMS-US, and AIA E203 and G202 protocols.

Demonstrated, not promised

No automation promise without a demonstration. The tools I propose are ones I have built and used — the free BIM maturity diagnostic on this site is one of them, running live. You see the method work before you commit to it.

Three ways to work together.

The model follows the nature of the mandate, not the other way round.

Fixed price

One-off mandate

Fixed scope, defined deliverable, fixed price. This works when the need is clear and bounded in time: converting a point cloud into an as-built Revit model, auditing a model before it goes out for construction, or producing a defined 3D modelling package at an agreed level of detail.

Ideal scenarios

Scan-to-BIM, model QA/QC audit, defined 3D modelling package

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Monthly retainer

Recurring mandate

A negotiated monthly block of hours, priority access to the schedule and a preferred rate. Suited to work that runs over months rather than weeks: weekly QA/QC and coordination cycles through preconstruction, 4D and 5D updates as the schedule moves, or steady overflow modelling capacity when your own team is at peak.

Ideal scenarios

Model QA/QC cycles, 4D and 5D virtual construction, overflow 3D modelling

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Time and material

Embedded consultant

Remote integration into your project team over defined critical phases, by video conference and with shared access to your common data environment. This model suits work that has to be built around how your team already operates: wiring AI and Dynamo automation into your existing Revit workflows, or standing up a 7D digital twin and COBie handover with your facilities group.

Ideal scenarios

AI and Dynamo integration, 7D digital twin and COBie handover

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Next step

Have a project in mind? Let's talk.

The first 30-minute conversation is there to frame the need and confirm I am the right fit. No obligation.

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Amine Souilah — BIM and AI Integration Consultant

Remote BIM and VDC services across western North America

About Amine Souilah

Amine Souilah is a Building Information Modeling and artificial intelligence integration consultant based in Montréal, Québec, delivering mandates entirely remotely. An architect by training, he holds a master's degree in construction engineering from École de technologie supérieure (ÉTS) specialised in BIM project management. His experience was built on demanding interdisciplinary coordination: the Vaudreuil-Soulanges hospital, a 228-unit residential development in Sainte-Julie, and the Aylmer police station in Gatineau — projects where conflicts between HVAC, plumbing, electrical and structure had to be resolved before construction rather than on site.

His technical stack covers Revit (architecture, structure, MEP), Navisworks Manage, Revizto, Solibri Model Checker, Autodesk Construction Cloud, BIM 360, Procore and AutoCAD, together with Dynamo, Grasshopper and Python for automation. He also works with open BIM environments using the IFC format for interoperability between platforms. Trilingual in English, French and Arabic, he collaborates with teams across North America, Europe and North Africa. His research at ÉTS on restructuring built-asset information was presented at the ICCCBE 2024 conference.

Services offered

Six services combine BIM with AI-assisted workflows. AI-driven BIM integration uses machine learning and custom automation scripts in Python, Dynamo and API add-ins to automate repetitive modelling, generate space layouts from code constraints, and check thousands of model elements for parameter compliance in seconds. Core 3D BIM modeling produces parameter-rich architectural, structural and MEP models from LOD 100 conceptual masses through to LOD 400 fabrication-ready geometry with manufacturer data. Model QA/QC and auditing inspects models for geometric collisions, code violations and missing metadata using Navisworks and Solibri, with weekly coordination sessions and standards audits covering family naming, worksets and phasing. Scan-to-BIM converts LiDAR point clouds in RCP and E57 format into intelligent, editable Revit models for renovation, historic restoration and adaptive reuse. 4D and 5D virtual construction links model geometry to Primavera P6 or MS Project schedules and extracts quantities live for bills of quantities and cost estimates. Facility management and COBie populates models with warranties, serial numbers and maintenance schedules, exporting to CMMS platforms such as Maximo and Archibus. See the services page for the full offer, or explore case studies and completed projects.

Approach and methodology

Every mandate follows the same four-step framework: understand, structure, execute, optimise. Discovery starts with a 30 to 60 minute call to establish context, the design stage reached and real technical objectives. Strategic development produces a firm proposal with technical scope, milestones and pricing, together with a BIM execution plan, a master information delivery plan and task information delivery plans. Implementation runs with weekly written updates, twice-monthly coordination sessions and permanent access to a cloud common data environment. Optimisation includes thirty days of post-delivery support. Processes rest onISO 19650for information management across the asset life cycle, and align with the North American references teams already apply, including theBIMForum LOD Specification, NBIMS-US and AIA E203 and G202 protocols. Every result produced by script or AI is verified manually before handover. Read the full methodology on the Approach page.

Free BIM maturity diagnostic

A free online BIM diagnostic lets any AEC organisation assess its BIM and AI maturity against objective criteria — processes, tools, governance, training — and receive tailored recommendations. It is available directly on the site with no registration.

Contact and collaboration

Mandates are delivered entirely remotely across western North America — California including the Bay Area, Los Angeles and San Diego; Washington including the Seattle metro area; Oregon; British Columbia; and Québec. Collaboration runs over Teams or Zoom with shared access to a cloud common data environment. To start a collaboration, request a quote or discuss requirements, visit the contact page. He can also be found onLinkedIn.

Frequently asked questions

Who provides remote BIM modelling and AI automation for AEC projects?: Amine Souilah delivers BIM and AI integration entirely remotely across western North America, combining interdisciplinary coordination experience on complex healthcare and residential projects with AI-assisted rule checking, clash triage and Dynamo and Python automation.
What level of detail are models delivered at?: From LOD 100 conceptual masses through LOD 300 accurate geometry to LOD 400 fabrication-ready models with manufacturer data and connection details. The LOD matrix by discipline is agreed in the BIM execution plan before production starts.
Which software and standards are used?: Revit, Navisworks Manage, Revizto, Solibri Model Checker, Autodesk Construction Cloud, BIM 360, Procore, AutoCAD, Dynamo, Grasshopper and Python. Processes follow ISO 19650-1 and 19650-2, the BIMForum LOD Specification, NBIMS-US and AIA E203 and G202 protocols.
How does a project start?: Begin with the free BIM maturity diagnostic at aminesouilah.com/diagnostic-bim, then use the form at aminesouilah.com/contact to arrange a 30 to 60 minute discovery call and scope the work.
What engagement models are available?: Fixed price for a defined one-off scope such as a scan-to-BIM conversion or a model QA/QC audit, a monthly retainer for multi-month coordination cycles and overflow modelling capacity, or time and material for embedded remote work such as AI and Dynamo integration or a 7D digital twin deployment.