Business Automation

Business Automation Launchpad

Open-source building blocks that let your team launch automation in your company today — from the ERP core to cost estimation, CAD data pipelines and AI-agent skills

DataDrivenConstruction clients and users

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Flagship open-source product · AGPL-3.0

Run the whole construction project with OpenConstructionERP

Open-source ERP for construction teams — estimates, schedules, tenders, contracts, site tasks and reporting in one install. Cost and time stay in sync with the drawings and the BOQ behind them. Self-host, own your data.

55,000+
Cost items in the library
20
Interface languages
18+
Modules & plugins
AGPL-3.0
Self-host, own your data

Drawing to tender, end to end

From Revit/IFC/DWG takeoff through BOQ editing to tender packages and contract tracking — one connected data model, no Excel hand-offs.

Module system, not a monolith

Turn modules on and off as you grow. Ship a custom plugin in an afternoon — the stack is FastAPI, PostgreSQL, and clean Python you can read.

Built for AI agents

Open schema, documented API, and AI takeoff baked in. Wire up Claude, Cursor, or your own agent to automate estimation, validation and reporting.

18+ modules — pick what you need
Estimates Takeoff BOQ Editor Tenders Contracts Schedules Site Tasks Documents Equipment Safety Validation Reporting CAD / BIM Cost Database

Install in one line

pip
$ pip install openconstructionerp
docker
$ docker run openconstructionerp
curl
$ curl -sSL get.openconstructionerp.com | sh

Why AI Agents? Why Now?

 The way we work with data is changing.
No more relying on closed ecosystems, cloud-only APIs, or vendor lock-ins.

With AI Agents, you create automations tailored to your team, your data, and your goals.
Offline. Open-source. Extendable with Python, JS, AI, or any logic you need. This is not just a tool. It’s the foundation for a new kind of digital fluency in construction and design teams.

We don’t teach tools - we show
how to think in data and processes

DataDrivenConstruction

DDC Pipeline & Workflow Hub

download and use these ready-made workflows as instructions for your AI agents

DDC Solutions Catalog | DataDrivenConstruction
Category
Task
Input
Showing: 0 solutions
Quick Start

AI Agent Deployment

A focused session for you: we start with a short overview of what AI agents can do for your specific role and tasks, then install and configure simple agents to work with your documents and daily processes.

What you get:

  • Personalized assessment of your workflow
  • Simple AI agents installed and configured on your machine
  • Hands-on walkthrough so you are confident using them independently

€400/hr

1-2 hours typical session. Payment after delivery.

Book a Session
Custom Development

Workflows & Pipelines

Need custom automation workflows, data pipelines, or AI-powered tools built for your construction processes? We design and deliver end-to-end solutions.

  • CAD-BIM data extraction pipelines
  • RAG & vectorization systems
  • Document automation & reporting
  • Multi-agent coordination
View Pricing & Options
Why Switch?

Own Your Data & AI Agents

Break free from vendor lock-in. Full control over construction data and AI automation.

Traditional Platforms

Locked
Data: API rate limits, restricted access
Ownership: Vendor cloud, migration hell
Automation: Rigid pre-built scenarios
AI: Black-box copilots, limited queries
Pricing: Per-seat SaaS tax

DataDrivenConstruction

Open
Data: Full database, no limits
Ownership: Self-hosted, full portability
Automation: Workflow and pipelines
AI: Any LLM — Offline and Online
Pricing: Free or open-source

We unite historical resource data with modern standards to eliminate uncertainty

Open Resource Databases
CAD BIM Converter
GitHub Open Construction Estimate
+
Open CAD (BIM) Data
Open Construction Estimate
GitHub DDC Converter
=
Outcome
A New Culture of Trust
Fair Budgets Transparency Predictability Collaboration Efficiency Accuracy Cost Control Risk Reduction

Fresh solutions are also published via our social channels

Stay updated: news and insights

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Most civil design files are basically data prisons. Data Driven Construction fixes that. Their converters crack open these closed formats and give you structured data you can actually use—in Power BI, in Excel, or even in an LLM prompt if you're doing something fancy. It's not flashy, but it’s insanely useful.

Chris Andrew, Digital Transformation Technical Lead and Associate Director at AECOM

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don't miss your chance to enter a new era

DATADRIVENCONSTRUCTION GUIDE

Your learning journey starts here – select a chapter group

Dive into a chapter now, or get the paperback edition

निर्माण उद्योग में डेटा युग
का मार्गदर्शन

मुक्त करने के लिए

Navegando la Era de los Datos en la Industria de la Construcción

Navegar na era dos dados na indústria da construção

gratuito

İnşaat sektöründe veri
çağında yolculuk

ücretsiz

在建筑行业中
穿越数据时代

Навигация в эпоху данных в строительной отрасли

бесплатно

建設業界におけるデー
タ時代のナビゲーション

التنقل في عصر
البيانات في صناعة البناء.

Naviguer dans l'ère des données dans la construction

gratuit

Navigare nell'Era dei Dati nel Settore delle Costruzioni

gratuito

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Offline. Open-source. Extendable with Python, AI, or any logic you need

Automations tailored to your team, 
your data, and your goals

How it works:

  • Download and install n8n (open-source offline workflow platform) Get our ready-made workflow from GitHub
  • Start the workflow — get Excel spreadsheets, dashboards, verification reports, and other documents in seconds
  • No Autodesk® license, no plugins, fully offline

Why use AI Agents and pipelines?

  • Complete and fully customizable export of all data from CAD format
  • Ready-made templates for conversion, QTO grouping, and data verification
  • Extendable: connect Python, AI, or custom post-processing
  • ETL pipelines ready for LLM-based analytics & dashboards

🚀 Start in 3 Steps

1

Install Agent

Offline workflow automation platform

2

Import workflow

Download workflow from GitHub

3

Launch & Prozess

one click – and your CAD/BIM data becomes a table or document

Let AI build your pipeline

Use LLM to edit, extend or generate new workflows. Just describe your task — the AI will update your pipeline or create a new one in seconds.

⚡ Example Pipelines

CAD DATA
 BIM DATA

1970s - 2010s

complex data formats

complex API access

vendor lock-in

limited sharing capabilities

    Granular | normalized structured | unifed DATA

from 2020s onwards

closedBIM openBIM

2002-2020s

different schemes

slow data processing

lack of interoperability

data loss control

Systems and databases

Business Intelligence

Run on any platform

Run the DataDrivenConstruction converter on Windows, Linux and macOS - using the UI, CMD/PowerShell terminal or via a few lines of Python at the beginning of your Pipeline quickly, offline, internet-free and securely

Apps are Secured with Certificates
All our applications feature code signing certificates to maintain integrity and authenticity
FULL ACCESS TO CAD DATABASES (BIM)
Reverse engineering technologies can legally and efficiently convert data from closed CAD formats

for the engineering and construction industry

INTEGRATE SOFTWARE

Access the power of AI to analyze, summarize and transform data

 

Use free and popular libraries with  out-of-the-box data solutions

Effortlessly integrate with industry-leading development tools 

 Complete CAD (BIM) Data Lifecycle

ExtractVerify | Rewrite | Store | Analyze |  Predict

CAD (BIM) Data Quality

Ensure the integrity of your projects with our comprehensive data quality solutions.

DDC Excel Add-in for RVT, IFC, DWG

Seamlessly convert and manage your CAD data directly in Excel.

Data Filling in CAD (BIM)

Fill your CAD projects with accurate and comprehensive data effortlessly.

Data Analytics in Construction

Transform your construction outcomes with our tailored data analytics.

LLM for CAD-BIM

Streamline your CAD-BIM processes with Large Language Models ChatGPT, LLaMa and others.

Building the Future of Construction Data Management

DataDrivenConstruction Workshop

     Transform your team into data-driven professionals in days, not month

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We combine theory and practice

We start with the essential facts and principles, then turn them into results
by applying the industry’s core tools in real workflows.

Theory

We cover key topics and trends that are directly relevant to your organization. This isn’t dry, academic theory—it’s a clear, fact-based understanding of current trends, combined with practical insights on how to address them in real-world scenarios.

Practice

We also move into practical application as needed. Using modern tools and techniques, we demonstrate how to solve data-related problems efficiently and effectively. The knowledge gained is immediately applied to real-world problems.

 

Main topics from which you can choose the ones you need: from data management to building n8n pipelines.

  • Data Mining: Extracting usable data from PDFs, Excel files, images, and other sources.
  • BIM and CAD: Gaining insights from RVT, IFC, DWG, and other file formats.
  • Data Quality: Ensuring your data is accurate, complete, and ready for automation.
  • Analytics and Transformation: Turning raw data into actionable insights and strategic ideas.
  • n8n and Systems Integration: Embedding data into workflows, databases, and documents to maximize efficiency.

Every step of the way, we discuss your real-world challenges, uncovering issues and opportunities specific to your team and organization. This personalized approach ensures that the training is directly relevant to your needs and immediately applicable to your work.

Strategic Insight & FAQ

 

How does DDC support digital transformation?
We provide strategic consulting and specialized training to help organizations navigate the shift toward data-driven workflows.
Do you offer corporate training?
Yes, we deliver high-level educational programs for executives and engineering teams on AI, Python, and Big Data in AEC.
How do you handle sensitive data?
Security First. We specialize in offline-first architectures. Your data never leaves your infrastructure.
What is your primary focus?
Consulting & Education. We empower firms to adopt modern data strategies using open standards.
What technical tools do you provide?
We act as your R&D partner, providing OpenSource converters and custom ETL pipelines.
What if our standards are unique?
We build custom parsers that fit your workflow exactly.

Focus on the DATA, not the software

GET STARTED TODAY

 

 

 

Feel free to contact us

Greater Karlsruhe Area.
Kraichgaustraße 3
76676 Graben-Neudorf

Subscribe to our news

News & Updates: Behind the Data

Fresh solutions are also published via our social channels

Stay updated: news and insights

Dmitri Garbuzenko

Dmitri GarbuzenkoBIM and AIM Coordinator | RB Rail AS

With the help of Python and especially the pandas library, as the DataDrivenConstruction team does, we are now able to perform delivery checks four times faster. By turning IFC data into a pandas DataFrame and comparing it with quantification tables or classification databases, we have made our expertise fast and reliable.

Irina Fischer

Irina FischerBIM Coordinator | OBERMEYER Group

The decision to use Jupyter Notebook for results verification turned out to be highly beneficial. Our experience with solutions from Data Driven Construction and Jupyter Notebook has been extremely positive.Overall, the integration of solutions from Data Driven Construction and Jupyter Notebook has greatly improved our workflows. Their combined capabilities and performance have not only optimized data processing, but also produced meaningful results, making them highly recommended tools.

Prof. Dr.-Ing. Michael Bühler

Prof. Dr.-Ing. Michael BühlerCo-Owner GemeinWerk Ventures

Be part of the movement with DataDrivenConstruction! Let’s make true freedom in data formats a reality and catalyze a new era of productivity and innovation in construction.The real and necessary journey from closed to “open” formats has not even started: True freedom in data formats—free from proprietary ties and accessible to all—is what we need to unlock innovation and collaboration across the construction industry, particularly benefiting the 99% of construction, i.e. SMEs and unchaining the sector for accelerated growth

Chris Andrew

Chris AndrewAECOM | Digital Transformation Technical Lead and Associate Director

Most civil design files are basically data prisons. Loads of useful info—alignments, surfaces, quantities—just sitting there, locked inside formats that were never meant to play nice with anything outside their original software.I’ve wasted way too much time trying to answer simple questions like 'how many manholes are in this job?' or 'what’s the volume by phase?'—only to find out the data’s buried five layers deep in a DWG or DGN.Data Driven Construction fixes that. Their converters crack open these closed formats and give you structured data you can actually use—in Power BI, in Excel, or even in an LLM prompt if you're doing something fancy. It's not flashy, but it’s insanely useful.If you’re trying to move beyond screenshots and PDFs and actually use your design data, this is the kind of tool that makes it possible. It’s the difference between guessing and knowing. And honestly, it’s saved me more than a few Saturday mornings.

Vinod Kumar

Vinod KumarBIM Manager | Esttareal solutions

DataDrivenConstruction approach is truly revolutionary and has the potential to transform the construction industry. It's amazing to see how you are empowering users to work with structured data in a user-friendly way, leveraging the power of Excel and open-source tools. I'm sure that your Excel plugin and data management solutions will be a game-changer for construction projects. Keep up the fantastic work!

Nicolas Merot

Nicolas MerotIngénieur BIM | Caeli Ingénierie

DataDrivenConstruction products revolutionize data management in construction! Their IFC and RVT to Excel converters enable smooth data analysis and extraction, optimizing project management and documentation. A powerful, user-friendly solution for construction professionals (translated from French)

Daniel Glober

Daniel GloberBIM-Manager | SCHOLZE-THOST GmbH

Revit and IFC reports that used to take me almost weeks to create are now updated in just a few minutes. I was able to quickly understand what the DataDrivenConstruction did and thus extend and modify it to fit projects.The DataDrivenConstruction team showed me examples of blocks and scripts that can automatically generate PDF, XLSX, and DOCX files that mark errors/defects in the model. Additionally, we also now do automatic checks for IFC structure, file naming, etc.

Nils Strumberger

Nils StrumbergerBIM- Coordinator | Fact GmbH

The DDC (Data Driven Construction) Excel Plugin is a game-changer, transforming proprietary CAD models into open source data frames for seamless integration and AI interaction.
It significantly improves workflows and offers exceptional value for money by saving time and boosting productivity. Highly recommended for anyone looking to enhance their projects with data-driven insights.

Marie Annette Kittus

Marie Annette KittusBIM Manager | Esttareal solutions

DataDrivenConstruction Excel Add-In is a wonderful additional tool to help extract data from CAD (BIM) Revit, IFC, DWG files in order to move forward with information validation processes in your workflows.Additionally the possibility to turn the long complex Excel file into easily human-and machine-readable files keep the Add-In modern and compatible with recent developments within IT. As we move forward in the industry it is crucial to think about diversity of data and how to find the most suitable outputs in order to keep said data valuable, up to date and usable.An influential tool with a user-friendly interface helping the construction industry move towards the future!

Jānis Dzenis

Jānis DzenisBIM Coordinator | Merks, SIA

This is a fantastic tool, haven't seen one like this in a long time. In this era, we have countless tools and methods for creating models, drawings, tables, and other forms of data.The DDC Excel plugin provides me with the capability to manage information in alternative ways.

Abdelrahim (Mohamed) Deghidy

Abdelrahim (Mohamed) DeghidyBIM Manager l Consolidated Contractors Company

DDC converter and Plugin is a fantastic and helpful tool for visualisation and quantification the meta data from Revit. Thanks for sharing such helpful tools!

Mohamed Touati

Mohamed TouatiPrincipal Data Scientist at Pixemantic

As a data scientist, I use data every day in every topic and field and think that data can appear in one format to make it easier to use and explore. After I tried the DDC converter, it became the only solution for me to manage and convert all BIM documents. Thanks to DataDrivenConstruction, I can now work with all IFC and Revit files automatically without having to upload files to the server.

Valerio Spini

Valerio SpiniSettore RVCS

Great experience: Until now, I used to open IFC files in Blocknote to check the parameters and their structure. Thanks to the DataDrivenConstruction converter I can check the parameters and see their structure directly in MS Excel in an orderly and SMART way, amazing!

Dr. Zulfikar Adamu

Dr. Zulfikar AdamuAssociate Professor of Strategic IT in Construction | LSBU, UK

“Data is the new oil" as they say, so its prospectors or miners should have the right tools and mindset to extract value from this 21st century resource. The construction industry has for too long been on the slippery slope of "3D information" based processes, whereby project delivery is based on someone else's baked information (e.g. they already plotted the pie or bar chart) whereas the underlying "data" (e.g. the raw spreadsheet) is capable of delivering much more, especially because multi-data fusion and AI bring unlimited potentials. If you are delivering (or teaching/researching) construction, this book is your best – and so far only – resource for navigating the data-driven world we have found ourselves.

Jakob Hirn

Jakob HirnCEO | Build Informed GmbH, and Initiator of the Innovation Forum "On Top With BIM"

Data Driven Construction vividly conveys the basics of information-based work with building data. A book that deals with information flows and fundamental economic concepts and thus sets itself apart from other BIM books, because it not only represents the perspective of a software manufacturer, but also tries to convey fundamental concepts. A book worth reading and seeing

Dr. Burkhard Talebitari

Dr. Burkhard TalebitariFreelance editor – including for the Journal: BIM | Ernst & Sohn since 2013

Boiko is the James Carville of IT – in the latter's much-quoted "It's the economy, stupid," only one word needs to be exchanged for this famous book. "It's the data, stupid." (And to find one's way in the data universe, a saying of the ancient Romans dating back to Greek is still valid today: "Navigare necesse est". The author navigates his readers through all the depths and shallows of the data ocean with a sure hand and an unwavering compass, not to mention a comprehensive historical approach and, last but not least, highly original graphics and a good sense of humor that is not only apparent at second glance. The international response to Boiko's book ranges from euphoric approval to rather bilious skepticism, which has done the second German edition of the book some good. Boiko is an original and undogmatic data thinker. He presents the reader with exciting insights and always courageous, even provocative theses that inspire further thought. Excellent medicine for the German disease of latent consensualism. Incidentally, the above Latin proverb has a complement: "vivere non est necesse." It does not apply to Boiko's approach to the world of data – data lives and its life is necessary, not to say crucial.

Mikhail Kosarev

Mikhail KosarevTIM-ASG | Digital transformation expert

📚 I read the book in one breath, in less than 6 hours. The presentation of information is as simple as possible, but for deep perception and coverage of the materials requires an expanded horizon of knowledge from the construction and IT industries. At 270 pages, a huge number of schemes. The manufacturing quality of the book is excellent, dense glossy paper, color schemes, a pleasant font.🏗 The content of the book allows you to look at construction project management from an information management perspective. Will broaden your horizons and understanding of modern digital technologies in construction. The large number of practical examples on how to work with ChatGPT specific to the construction industry will save you months, if not years, of self-study.💻 Work examples are very diverse, ranging from simple to complex, without requiring you to purchase complex and expensive software. The main focus is on open source software. In the book and about data analysis and programming, visualization of information. You will look at Excel and your computer in a different way.👨‍💼 The book will be especially useful for BIM specialists, IT specialists working or going to work in the construction industry. Digital ISU to take a new look at project management, to increase their efficiency. The book will allow owners of any business in the construction industry to take a fresh look at their business strategy, digitalization and development prospects. And for smaller companies to increase efficiency with affordable and free tools.📖 The book will be my go-to book for regular use for the next year until the PDF version comes out.

Dr. Salih Ofluoğlu

Dr. Salih OfluoğluAntalya Bilim University | Dean, Faculty of Architecture

I think that the book addresses a significant, contemporary topic relevant to the construction industry. As it was also emphasized in the book, information is a crucial asset for the construction sector, and having it in accessible formats greatly facilitates accurate decision-making and expedites project timelines.The book offers a neutral and efficient approach to accessing and taking advantage of this source in decision-making. The methodology presented in the book leverages a contemporary approach that combines artificial intelligence-driven programming with accessible open-source tools.By harnessing the power of AI and utilizing open-source software, the methodology aims to enhance automation, optimize processes, and promote accessibility and collaboration within the field. The language of the book is clear and easy to follow.Congratulations on the quality work! I have enjoyed reading it. Wishing you continued success as well.

Moayad Saleh

Moayad SalehBIM Manager | TMM GROUP Gesamtplanungs GmbH

Artem's book, "DATA DRIVEN CONSTRUCTION," is a game-changer for anyone curious about where the construction industry is headed in the age of data. Whether you're deeply involved in construction or simply intrigued by its evolution, this book offers a captivating exploration of how technology is reshaping the field.Artem doesn't just scratch the surface; he delves deep into the current developments, challenges, and promising opportunities in construction. What sets this book apart is its accessibility—Artem explains complex ideas using relatable analogies that make the content easy to grasp.I found the book to be incredibly informative yet engaging. It's clear that Artem has a profound understanding of both the industry and the transformative power of data analytics. His writing style is approachable yet authoritative, making "DATA DRIVEN CONSTRUCTION" a must-read for anyone looking to stay ahead in this rapidly changing landscape.In summary, Artem has crafted a valuable resource that not only informs but also inspires. Whether you're a seasoned professional or a newcomer to construction, this book will broaden your perspective and deepen your understanding of where the industry is heading. Highly recommended!

Isabella Deininger

Isabella DeiningerCEO LBI Association | TU München

The "DATA-DRIVEN CONSTRUCTION" by Artem Boiko is a comprehensive work that fills a gap in the "modern" construction industry.It offers valuable insights into both the basics and advanced applications of data in construction. Artem also presents an interesting approach to handling data in construction and shows how it can be used. It is a successful presentation of the various possibilities that data can offer in construction and provides practical guidance and examples.As such, it is an absolute recommendation for anyone involved in the use of data in the construction industry.

Ihor Rogchew

Ihor RogchewHead of IMT Competence Center | RZD

At the moment, the degree of chaotic and oversaturated information in the construction industry has reached such a level that any specialist in the field of working with data would be horrified. But the problem is that builders have long been working in their own closed IT world and often come up with zoned existing approaches or directly ignoring the successful experience of working with data from other industries.
Artem Boyko's work is one of the first steps beyond the boundaries of the usual world of builders, with their complex design and management systems, when, it would seem, the complexity and saturation of data does not even give a chance for radical simplification and increased transparency of work with construction data.In his book, Artem shows in simple language what opportunities modern technologies of working with data open before us, and literally gives concrete steps that you can immediately apply in your work. I urge everyone who wants to understand where automation systems will go in the construction industry to study this small book carefully in order to realize that the data revolution in construction is already knocking on our door.It's only of interest to geeks now, but in a few years, like BIM, such approaches and software will be ubiquitous!

Natasha Prinsloo

Natasha PrinslooDigital Practice Lead | energylab UK

All I can say is, WOW! The way you incorporated history, ChatGPT, the graphics, and the overall ease of understanding your points is truly remarkable. The flow of the book is amazing.There are so many brilliant aspects to this book; it’s genuinely a game-changer. It’s a great source of information, and I commend you for the effort and passion you’ve put into it. Congratulations on creating such a remarkable work.
I could go on, but suffice it to say, I’m incredibly impressed!

Kristijan Vilibić

Kristijan VilibićFounder | Mastery of Digital

I found this book to be an eye-opener for anyone in the construction industry interested in modernizing their approach to data. What I appreciated the most was how it doesn’t assume you’re a tech expert—it’s written in a way that feels approachable, even if you're just starting out.The book connects the dots between technical concepts and real-world applications, like improving project schedules or estimating costs more accurately. The illustrations and graphs made complex ideas so much easier to understand.If you’re curious about how data can transform construction workflows or just want to stay ahead in this fast-evolving industry, this book is a fantastic guide. It felt practical, relevant, and relatable to my work.

Dr. Ediz Yazicioglu

Dr. Ediz YaziciogluOwner | ArchCube

I am a civil engineer. I have a PhD in project and construction management. As a civil engineer, in addition to the many construction projects I have realized, I have been involved in the development in the field of AEC since 1987, which Artem Boiko described in BIM history https://bigdataconstruction.com/history-of-bim/. In addition to representing Archtrion, Vectorworks software in Turkey, I have realized the Turkish localization of these software. In partnership with Bentley, I provided sales and training of Bentley's AEC solutions. I produced kitchen design and order automation software called ArchKitchen. In addition to world brands such as Arup, Bayer, Mercedes, Renault, Siemens, Franke, Teka, public institutions of my country and sector leading brands have become my customers. I have produced a lot of software in the field of AEC. When I review the book Data-Driven Construction with the knowledge and experience I have gained in my professional life of more than thirty-five years, I would like to say the following.I would like to start by saying that when you take the Data-Driven Construction book in your hand, you will feel its high quality with its print quality and binding.
Most importantly, I should also say that Data-Driven Construction is worthy of being taught as a textbook in universities and is a book that will make valuable contributions to the developing BIM field.
Data-Driven Construction contains a technical glossary that explains the concepts very well. The explanation of conceptual and technical terms adds value to the understanding of the text. I think it would be appropriate to develop these sections of the book as a technical glossary.Data-Driven Construction book is supported by visual narration. Topics that are extremely difficult to explain are made simple and understandable with a very beautiful visual language. I think that what is intended to be explained in the visuals should be expressed to the reader, even if briefly. The comprehensibility of some visuals, in other words, reading the visual requires separate information.
The book Data-Driven Construction explains very well what is conceptually related to what with its historical background. I would like to suggest that in the development of the book, these narratives should be made comprehensive instead of being a summary.The book Data-Driven Construction has traces of Artem Boiko's education and software development experiences, which increases the gains of the reader. I think that it would be better to relate what is described in the book to Artem Boiko's education and software development with the links to be given and to increase the software examples in case-study style.
I must say that the topics of the Data-Driven Construction book are very well structured. I think it would be useful to give information about software development tools in the parts of the book that will guide those who want to work in this field.I think it would be useful to have a section in the Data-Driven Construction book where existing software solutions on the subject are examined. For example, I think it would be useful to explain the operation of a system such as ERP and data relationships to the reader in a short understandable language.
In the book Data-Driven Construction, many file and data sharing formats are mentioned. I think it would be useful to provide more detailed information about the content of these formats or to provide the reader with access to detailed information by referring to references.In the Data-Driven Construction book, I think that BIM standard setters such as BuildingSmart, BSI are introduced and the relationship between BIM standards and data should be given in more detail. For example, I think it is a necessity to explain the structure of IFC in the book in great detail.I think that how data is obtained from BIM model information should be exemplified in the book as in Artem Boiko's trainings.
Finally, I must say that the Data-Driven Construction book is a very good study on the essence of the subject and each title is open to be developed more comprehensively.
I would like to say a few words about Artem Boiko himself.In my PhD study, I argued that Revit-Dynamo software, a visual programming tool, can be used in the calculation of construction costs in an unconventional way. I must say that I am surprised that among the over 10.000 sources I examined for Cost Network Modeling, which I developed in my PhD, only Artem Boiko followed the same approach.
I would also like to say that I am happy to introduce Artem Boiko's valuable work in my lectures and seminars at universities.
I am happy to know Artem Boiko, a good and valuable person.
I wish him continued success.

Andreas Tomaschewski

Andreas TomaschewskiHead of Digital Transformation | Drees & Sommer

Awesome workshop, Artem! Preparations are in full swing!I'm already looking forward to the hackathon in the new year! 💪🏻

Stefan Traxinger

Stefan TraxingerHead of department | BIM Professional @Lindner Group

What happens when you not only organize construction processes, but also analyse them intelligently? This was the topic of our workshop with Artem Boiko on “Data-Driven Construction”. The focus was on the question of how we can make better use of existing data – to make construction projects more efficient, more transparent and less error-prone.Using specific application examples, Artem showed how structured construction data can help to maintain an overview, identify supplements at an early stage and improve communication between planning and execution. Particularly exciting: how digital tools and models can already be used today to automate processes.Data-driven construction is no longer a topic for the future – we are right in the middle of it. The workshop showed how great the potential is if we work together and really make data work for us.

Lukas Fuchs

Lukas FuchsBIM Manager | D&S

It was a fantastic workshop with exciting content that we, and I personally, learned a lot from.
Thank you for taking so much time for us.
We look forward to trying out what we learned as soon as possible and incorporating it into our projects!#bleedingedge

Evan Ramenskiy

Evan RamenskiyCRO & Co-founder | Shapemaker

Artem Boiko delivered an outstanding presentation to the entire Shapemaker team, providing deep insights into data migration from engineering software and related topics. His expertise and clear communication made complex concepts easy to grasp, equipping our team with practical knowledge we can apply immediately. Highly recommend his services for anyone seeking clarity and actionable strategies in this space!

Markus Eiberger

Markus EibergerBoard Member | BIM Cluster Baden-Württemberg, Lecturer at Stuttgart University of Applied Sciences, Senior Project Manager and Deputy Branch Manager at Konstruktionsgruppe Bauen

Artem Boiko delivered an impressive presentation at our BIM Cluster BW Day 2024 on the use of data in relation to BIM. His expertise in presenting a new vision for the application of data was truly inspiring. With his passion and deep understanding of the subject, he was able to explain complex concepts clearly while also introducing innovative approaches.Although his presentation was rich in content and full of slides, this density of information highlighted the depth of his vision and his persuasive power. Artem has the ability to captivate his audience with his open and engaging style, effectively leading them through the material. He demonstrates not only remarkable technical expertise but also the skill to communicate his message in a way that sparks reflection and encourages discussion.We sincerely thank Artem Boiko for his valuable contribution and look forward to future opportunities to benefit from his knowledge and visionary perspective.