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Summary We are building a real estate visualisation platform that transforms CAD/BIM and 3D models into high quality visual content for real estate marketing. Our goal is to develop a reliable and scalable visual production pipeline that can generate consistent marketing visuals for real estate projects at scale. We currently have an existing ComfyUI based pipeline and are looking for an experienced diffusion workflow expert to help stabilise, document and further develop this pipeline. What the pipeline needs to deliver - Consistent and predictable visual output across materials, geometry and shape. - Fine grained user control within the workflow so specific parts of an image can be edited or adjusted without restarting the entire process. - High fidelity upscaling and detail enhancement (we already have a solution in place). - Workflows structured in a way that results are reproducible across projects and operators. The long term goal is to build a pipeline that can reliably generate visual assets for different real estate projects, campaign phases and target audiences. Hard skills - Deep experience with ComfyUI or comparable node based diffusion workflow tools. - Strong understanding of diffusion based image generation workflows and how to structure them for consistent output — ideally with a data science background - Ability to evaluate and select suitable base models for specific visualisation tasks in a rapidly evolving ecosystem. - Experience controlling geometry, depth and material behaviour in diffusion pipelines. - Awareness of what high quality architectural visualisation looks like in a Dutch real estate context. - Bonus experience with tools such as Blender, Unreal Engine or other 3D environments. Soft skills - Someone who manages expectations and communicates clearly. - You ask the right questions before diving in. You scope before you build. - You communicate frequently about progress, issues and trade offs. - You think in systems and workflows rather than only producing individual outputs. - You document workflows and decisions so the pipeline becomes transferable and maintainable by multiple operators. - You provide feedback on the product and the workflow rather than simply executing tasks. - You develop a vision on how the visualisation pipeline can evolve over time and help identify practical steps to improve reliability, scalability and output quality. How we start the collaboration We begin with an initial assessment phase on an hourly basis. The goal of this phase is to review the current pipeline together, understand how it works and identify opportunities to stabilise and improve it. If the collaboration proves successful, we move towards a longer term engagement focused on maintaining and further developing the pipeline, incorporating user feedback and expanding the system with new capabilities. Please share an example of a ComfyUI workflow you have built and explain: - how you structured the workflow - how you controlled consistency in the output - why your approach would be relevant for this type of visualisation pipeline
N° de projet : 40276216
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21 freelances proposent en moyenne $36 USD/heure pour ce travail

As an architectural designer with a strong emphasis on engineering, I've developed a niche expertise in designing robust, efficient and user-friendly workflows, just like the ComfyUI pipeline you already utilize. Designing and managing complex visualisation processes that result in superior, intricate outputs has been my bread and butter for years. From my previous assignments and keen understanding of diffusion-based image generation workflows, I am confident that I can not only help solidify your current pipeline but also develop a vision for its long-term sustainability. One of the reasons why I believe my approach is tailored to meet your needs is because I don't dive into tasks without fully scoping them out first. I make sure to ask the right questions, frequently communicate about progress, any issues that may arise and trade-offs where necessary. Moreover, my awareness of high-quality architectural visualization within the Dutch real estate context is well-honed and will come in handy for your project.
$25 USD en 40 jours
7,8
7,8

THIS IS NOT THE AUTO BID, PLEASE REVIEW IT IN DETAIL Hi, I’ve reviewed your project and understand you’re looking for an expert to stabilize and enhance your existing ComfyUI pipeline for real estate visualization. With deep experience in node-based diffusion workflows, particularly ComfyUI, I can ensure that your pipeline delivers consistent and high-quality visual content aligned with the Dutch real estate market. I have a proven track record in structuring workflows to control output consistency and fine-tuning parameters for precise user control. By evaluating base models and implementing reproducible processes, I can enhance your pipeline's reliability and scalability. I believe an initial assessment phase is crucial to identify improvement opportunities and set a solid foundation for collaboration. Could you share your current challenges with the ComfyUI pipeline that you hope to address in this collaboration? Best regards, Ibad
$50 USD en 21 jours
6,3
6,3

Hello Mate!Greetings , I’ve carefully checked your requirements and really interested in this job. I’m working as a freelance graphic designer with U.S. and European teams. I’m offering best quality and highest performance at lowest price. I can complete your project on time and your will experience great satisfaction with me. I have rich experienced in 3D Modelling, 3D Animation, ComfyUI, 3D Visualization, CAD/CAM, Architectural Visualization, 3D Design, Data Science and 3D Rendering. For more information about me, please refer to my portfolios. I’m ready to discuss your project and start immediately. Looking forward to hearing you back and discussing all details.. Looking forward to hearing from you soon
$49 USD en 23 jours
6,3
6,3

Hello , I would like to grab this opportunity, I am a detail oriented worker and I will work till you get 100% satisfied. I have many years of experience on 3d modeling and 3d animation,you can see my profile: https://www.freelancer.com/u/BLADESTYLE Please come over chat and discuss your requirement in a detailed way. Regards
$25 USD en 40 jours
5,9
5,9

Hi there, I'm excited about the opportunity to work on your real estate visualisation platform! With extensive experience in ComfyUI and a solid background in data science, I'm confident I can help you stabilise and enhance your existing diffusion workflow to meet your high-quality visualisation goals. My previous projects focused on creating scalable solutions that deliver consistent and predictable outputs, which echoes your requirement for a reliable production pipeline. I've developed complex workflows that prioritise user control and reproducibility, ensuring that adjustments can be made without starting over, saving both time and resources. I pay great attention to architectural quality, especially in a Dutch context, and I'm well-versed in the nuances of material and geometry handling in diffusion pipelines. Let's kick off with that initial assessment phase you mentioned, and I can show you examples of my previous workflows that align perfectly with your vision. What specific challenges are you currently facing with the ComfyUI pipeline that you'd like me to address first? Best regards,
$30 USD en 18 jours
4,6
4,6

Dear , We carefully studied the description of your project and we can confirm that we understand your needs and are also interested in your project. Our team has the necessary resources to start your project as soon as possible and complete it in a very short time. We are 25 years in this business and our technical specialists have strong experience in CAD/CAM, 3D Rendering, 3D Modelling, 3D Animation, 3D Design, Data Science, Architectural Visualization, 3D Visualization, ComfyUI and other technologies relevant to your project. Please, review our profile https://www.freelancer.com/u/tangramua where you can find detailed information about our company, our portfolio, and the client's recent reviews. Please contact us via Freelancer Chat to discuss your project in details. Best regards, Sales department Tangram Canada Inc.
$30 USD en 5 jours
4,6
4,6

Hello! I'm ready to help with your pipeline. My specialty is stability and control, not just image generation. How I build these workflows: It's a modular system in ComfyUI. I separate the stages: base render/geometry skeleton → ControlNet (to firmly fix shapes and depth) → final upscale. For your task, this means the architecture and materials will be predictable and won't "float." Control is achieved by combining ControlNet (geometry) and IP-Adapter (style/materials). This allows you to replicate the result across different projects by simply changing the input drawing, while maintaining the visualization's signature. I'm ready for an hour-long assessment of your current pipeline to outline a stabilization plan.
$40 USD en 40 jours
3,8
3,8

Hi there! I understand how frustrating it can be when a diffusion pipeline produces inconsistent visuals, especially for detailed real estate models where geometry, materials, and lighting need to remain predictable. I have experience working with ComfyUI and other node-based diffusion tools, building reproducible workflows for architectural and product visualization. I’ve structured pipelines to allow fine-grained control over specific parts of an image, ensured consistent output across multiple renders, and integrated high-fidelity upscaling for final assets. I also document workflows carefully so teams can maintain and extend the system efficiently. My approach will assess your current pipeline, stabilise inconsistencies, and implement structured nodes that allow reliable, repeatable output for different projects. This ensures your real estate visual content is consistently high-quality, while keeping the workflow scalable and user-friendly for operators. check our work https://www.freelancer.com/u/ayesha86664 Do you have any preferred base models or architectural styles you want prioritised in the pipeline? Let me know if you’re interested & we can discuss it. Best Regards Ayesha
$35 USD en 40 jours
2,4
2,4

Greetings! I’m a top-rated freelancer with 16+ years of experience and a portfolio of 750+ satisfied clients. I specialize in delivering high-quality, professional diffusion workflow creating services tailored to your unique needs. Please feel free to message me to discuss your project and review my portfolio. I’d love to help bring your ideas to life! Looking forward to collaborating with you! Best regards, Revival
$25 USD en 40 jours
1,0
1,0

Hello, With a strong background in 3D design and a focused skill set on diffusion workflows, I am confident that I am the right fit for your ComfyUI-based visualisation pipeline project. Understanding that consistency is key in your real estate marketing platform, my experience allows me to create workflows that deliver expected visual outputs across different geometries, shapes and materials. Coupled with my data science background and keen eye for quality architectural visualisation, I can optimise your pipeline to ensure it generates desired outputs within a Dutch real estate context. My approach to this project aligns with your goals. Before diving into any task, I ensure that I have all the necessary information by asking thoughtful questions and scoping appropriately. I break down complex tasks into structured workflows without losing sight of the larger system at play. Further, I believe effective communication is crucial - I strive to provide regular updates on progress, issues or potential trade-offs and encourage discussions so we can always be on the same page. In previous projects, I've meticulously documented my workflows and decisions to make them easily transferable and maintainable by other operators. By doing so, not only do we achieve our immediate production goals but also open doors for future enhancements aligned with your long-term vision. Through my lens of innovation and practicality, we can identify steps t Thanks!
$50 USD en 35 jours
0,0
0,0

Hello, As a seasoned hardware and firmware expert, my skills extend beyond physical system creation. With my engineering background, I'm well-versed in developing comprehensive solutions that are known for their scalability and functionality to meet complex project requirements. This aligns perfectly with your ultimate goal of creating a reliable and scalable visual production pipeline in the real estate domain. While I may not have direct experience using ComfyUI, my extensive understanding of hardware and embedded systems guarantees me the ability to quickly adapt to new tools, while preserving the vital consistency you require across different materials and shapes. My capacity to select suitable base models for specific visualization tasks is particularly critical here as it contributes to the reproducibility of our outcomes- an angle no doubt essential for you. Furthermore, being an expert in controlling geometry, depth and material behaviour in diffusion pipelines means I can help bring your vision to life with meticulous details. My passion for documentation also speaks volumes as I will ensure that every workflow and decision made in our collaboration are captured appropriately throughout the process. Let's begin by delicately reviewing the current pipeline together, identifying areas of potential growth, stabilising existing aspects, and more importantly, building a long-lasting relationship focused on maintaining and further developing the pipeline. Thanks!
$30 USD en 31 jours
0,0
0,0

Hello I have extensive experience with ComfyUI and diffusion-based workflows, and I am excited about the opportunity to contribute to stabilizing and developing your real estate visualization platform. I specialize in designing reliable, scalable pipelines that deliver consistent and high-quality visual content, and I am confident I can help refine your current pipeline to ensure reproducibility and fine-grained control within the workflow. In my previous work with ComfyUI, I focused on structuring workflows for consistent output by carefully selecting models and integrating custom control over materials, geometry, and depth. This approach, combined with clear documentation, ensures that the pipeline can be easily maintained and scaled by multiple operators. I look forward to discussing how my experience and vision align with your project goals. Best regards, Olexandr
$38 USD en 40 jours
0,0
0,0

Interesting project, I will help stabilise your ComfyUI pipeline and develop a structured, reproducible diffusion workflow for real estate visualisation at scale. The focus will be on consistent output across materials, geometry and lighting, with modular node groups so operators can adjust specific regions without regenerating full images. For architectural rendering, I will structure the workflow using ControlNet depth and normal maps derived from your CAD/BIM exports to lock geometry, combined with IP-Adapter for material and style consistency across scenes. This keeps the 3D structure fixed while giving fine control over surfaces and lighting - which is critical for Dutch real estate marketing where interior accuracy and natural light representation matter. I will also document each workflow stage with clear parameter guides so the pipeline remains transferable across your team. Questions: 1) Are you currently using ControlNet or similar conditioning, and which base model is the pipeline running on? 2) How are depth and normal maps generated from your 3D models - Blender export, or another method? 3) What does the current review loop look like between operators and project stakeholders? Looking forward to discussing further. Best regards, Kamran
$34 USD en 40 jours
0,0
0,0

nerima-ku, Japan
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