DCYNTAI Clean
Run supported cleaning and formatting rules, check data quality, identify issues and inspect the affected rows or columns.
A local-first Windows data workspace
Clean your data.
Keep control of your files.
DCYNTAI brings data cleaning, quality checks, spreadsheet-style review, batch processing, exports and descriptive insights into one Windows desktop workflow.
Current release: This website describes the existing
desktop build. The future roadmap below is clearly separated from
functionality available today. DCYNTAI is a Windows desktop application,
not a browser-based data editor.
Available in the current build
One workflow, four core tools.
Prepare datasets, inspect issues, make corrections and export results through a desktop workflow designed for practical data preparation.
DCYNTAI Sheet
Review flagged issues in a spreadsheet-style interface, edit values and use the supported undo and correction actions.
DCYNTAI Export
Select supported columns, apply filters, inspect the output preview and export a prepared dataset.
DCYNTAI Insight
Explore descriptive statistics, dataset profiles and charts to understand the data you are preparing.
Batch Processing
Process multiple supported files with the batch options available in the current release. Inspect the output results and files.
Work with files on your PC
DCYNTAI is a local-first desktop application. Keep your source files under your control and save exported results to your chosen location.
Compatibility
Supported file formats
File support depends on the workflow and operation. Confirm compatibility with your data before using DCYNTAI for a critical production process.
Supported inputs: CSV, TSV, TXT, LOG, Markdown, XLSX, XLS, JSON, JSONL, NDJSON, Parquet, XML, DOCX and PDF.
Supported exports: CSV, TSV, JSON, XLSX and Parquet.
Excel-specific formatting options apply to XLSX exports. Legacy DOC files and scanned-PDF OCR are not supported in this build.
Future development
Planned roadmap — not included in this build
DCYNTAI is being developed in stages. The following capabilities are future plans, not features that customers can use in the current release.
1. DCYNTAI Vault
A local project library, cleaning recipes, versioned outputs, provenance, backup and restore, and storage controls.
2. DCYNTAI ML Lab
Local machine-learning workflows, reproducible experiments, evaluation reports and model management.
3. Deep learning and neural networks
Future model-development capabilities, subject to use cases, data permissions and evaluation requirements.
4. LLM training
A later-stage research goal. LLM training and external AI integration are not available in the current build.
Roadmap items can change as development and testing progress. Do not
purchase the current release expecting these planned capabilities.
Windows desktop software
Start with the tools available today.
DCYNTAI runs as a Windows desktop application. Its Windows installer or portable download must be provided separately from this static website. A purchase and download link should be added here after your product checkout page is published.
Frequently asked questions
Before using DCYNTAI
Is DCYNTAI a website application?
No. DCYNTAI is a Windows desktop application. This website provides product information; it does not execute the desktop app in a browser.
Are ML, deep learning and LLM training included?
No. DCYNTAI Vault, ML Lab, deep learning, neural networks and LLM training are planned features and are not included in this build.
Does this website host the Windows application?
No. The compiled Windows release should be distributed through a separate download or sales service. Do not upload private Python source files to this public website.
Will the roadmap stay exactly as shown?
It represents the current development direction and may change. Only features documented for the released version should be considered available to customers.