Model2App - THE CHALLENGE
Most of the published ML models or datasets remain inaccessible to the wider community.
Behind every model lies months of work – collecting data, cleaning it, structuring it, and building something meaningful from it.
Anyone who has ever tried to compile a real, usable dataset knows how demanding this process is. From extensive literature surveys to careful data curation, even a dataset with a few hundred entries can take months to prepare.
And yet, after all that effort, the final result often exists only as code, datasets, or supplementary files.
For a non-expert, using these results is not straightforward. It often means learning how to program, rebuilding the model, or figuring out how to apply it to new data, all of which requires significant time and expertise.
As a result:
- models are rarely reused
- valuable work remains hidden
- scientific and real-world impact is limited
- citation potential is not fully realized
THE SOLUTION
We turn your research into a usable application.
Whether you already have a machine learning model or just a dataset, we take care of the entire process – from analysis to a fully functional online tool.
Instead of sharing code, scripts, or supplementary files, your work becomes something people can actually use. A researcher can open your application in a browser, enter their own data, and instantly obtain predictions. A collaborator can explore your dataset through clear visualizations, without needing to install anything or understand the underlying code. Even reviewers and readers can directly interact with your results, making your work more transparent, accessible, and impactful.
We either transform your existing model into a professional web application or build a model from your data and deploy it as a usable tool. In both cases, the outcome is the same: a clean, intuitive application that runs online and can be shared, cited, and used by others – without programming knowledge.
HOW IT WORKS
Simple. Clear. Effective.
Whether you already have a machine learning model or just a dataset, we take care of the entire process.
1. You provide your materials
- dataset, trained model, or code
- even partial results or research outputs
You share whatever you already have – a dataset, a trained model, code, or even partial results from your research. There’s no need for everything to be perfectly prepared; we work with your existing materials and build from there.
2. We turn it into an application
- model development (if needed)
- intuitive user interface
- backend integration and deployment
We handle the technical side and transform your work into a clean, intuitive tool. For example, this could mean creating an interface where users upload data and immediately receive predictions, or explore results through interactive visualizations.
3. Your tool goes live
- accessible online from anywhere
- ready to use, share, and cite
- usable by non-experts
Your application becomes accessible online and ready to be used in practice. It can be shared with collaborators, included in your publication, or used by others without any technical setup.
DEPLOYMENT OPTIONS
Flexible Hosting, Full Control
Your application can be deployed in the way that best fits your needs – whether you want a quick and reliable solution or full control over your infrastructure.
- In many cases, the simplest option is deployment on our platform, Atomistica.online, where your application can be launched quickly and made accessible to users worldwide. This is often the fastest way to turn your research into a live, usable tool.
- If you already have an existing website or platform, your application can be integrated seamlessly into it. For projects that require a dedicated presence, we can deploy your application under a custom domain, creating a standalone tool tailored to your project or organization.
- And if you don’t yet have a website, that’s not a limitation — we can design and build one for you, ensuring that your application is presented professionally and ready for use.
Whether your goal is a publicly accessible tool for global users or a private application for your team or collaborators, we adapt the deployment to your requirements.
CUSTOM APPLICATIONS
Beyond Models - Full Application Development
While many projects focus on turning models into usable tools, some require more advanced functionality.
We can build fully customized web applications tailored to your needs, including:
- advanced user interfaces and dashboards
- data management and input systems
- multi-user access and authentication
- integration with existing platforms or workflows
- Laboratory Information Management Systems (LIMS)
Whether you need a simple predictive tool or a complete digital system built around your data and models, we can design and develop the solution.
PRICING
Transparent Pricing, Flexible Scope
We understand that one of the first questions is always about pricing. Since every project depends on many factors, such as data, model complexity, features, and deployment, it is difficult to define exact costs in advance.
However, to give you a clear sense of what to expect, we’ve outlined typical investment ranges based on different levels of complexity.
Basic Pricing Table*
| Tier | What You Get | Setup (USD) | Monthly (USD) |
|---|---|---|---|
| 🟢 Starter** |
- Simple web application - Enter data and get predictions - Clear visualization of results - Accessible online from anywhere |
$1,000 – $2,000 | $30 – $50 |
| 🔵 Professional |
- Advanced web application - Upload files and analyze data - Interactive charts and visualizations - Customized design and layout |
$3,000 – $7,000 | $50 – $100 |
| 🔴 Enterprise |
- Fully customized application - Handles large datasets and workflows - Secure access for users or teams - Integrated with your systems or database |
$9,000 – $20,000+ | $100 – $300+ |
* Hosting of your apps on Atomistica.online is included (for example https://atomistica.online/apps/my_app). Additional hosting options are available if needed.
** For many academic use cases, especially when accompanying a scientific publication, the Starter tier is often fully sufficient. It allows you to present your model or dataset as an accessible online tool, enabling data exploration, visualization, and reproducibility, all of which can significantly enhance the impact and visibility of your work.
Examples of Optional Add-Ons
| Add-On | Description | Setup (USD) |
|---|---|---|
| 📊 Advanced Visualization | Interactive charts and dashboards to explore and present results | $500 – $2,000 |
| 🧠 Model Optimization | Improving model performance, accuracy, and reliability | $1,000 – $5,000 |
| 📂 Data Management | Storage and tracking of datasets and results over time | $1,000 – $3,000 |
| 🔐 Private Access | Secure login and restricted access for users or teams | $500 – $2,000 |
| 🌐 Custom Hosting | Deployment on your own website | $500 – $2,000 |
| 🎨 Web Design | Custom-designed website or landing page for your application | $1,000 – $3,000 |
| 🔗 Custom Domain | Deployment under app-dedicated domain (e.g., yourapp.com) | $200 – $500 |
Not sure where your project fits? We’re happy to guide you.
Explore The World
Lets Start From What You Have
You have data
You have data
You Have ML Model
You Have ML Model
Upcoming Tours & Destination
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