OmniClassify vs Treft

Transform your iPhone into a powerful machine learning lab. OmniClassify is the complete iOS toolkit for training, deploying, and running AI models entirely on-device. Your data never leaves your device—complete privacy, zero cloud uploads. COMPLETE ML WORKFLOW Import datasets from local folders, videos, Parquet files, or download directly from HuggingFace. Train custom models using CreateML, ONNX, or Vision Transformer architectures. Run real-time inference on images, videos, and live camera feed. Process everything locally with zero data transmission. KEY FEATURES Dataset Management Import from local folders, videos, Parquet files, or HuggingFace (Premium). DICOM medical imaging support. Automatic class detection, train/validation splits, and comprehensive statistics. Model Training (Premium) Train classification and segmentation models with CreateML, ONNX, or ViT. Custom training iterations (unlimited), advanced preprocessing, and progress monitoring. Model Import CoreML and ONNX model support. HuggingFace model downloads with automatic server-side conversion. Thousands of pre-trained models available. Image Classification Batch processing with unlimited capacity (Premium). Multi-model inference, confidence scores, detailed metrics, and result export (Premium). Object Detection YOLO model support with real-time bounding boxes. Multi-object detection, confidence thresholds, and live camera capabilities. Image Segmentation Semantic segmentation with pixel-level masks. Visual overlays and export capabilities (Premium). Video Processing Frame-by-frame AI analysis with custom intervals. Export annotated videos with bounding boxes, labels, and segmentation overlays. Live Camera Inference Real-time classification, detection, and segmentation using iPhone camera. Instant on-device results, works completely offline. DICOM Medical Imaging Full DICOM file support with multi-frame extraction, header reading, and integration with classification/detection models. HuggingFace Integration (Premium) Browse and download thousands of datasets and models. Automatic ONNX/CoreML conversion. Search by task type and license. Advanced Analytics (Premium) Confusion matrices, training metrics, validation curves. Export to JSON, CSV, PDF formats. Automation & Triggers Detection-based automations, Shortcuts app integration, custom notifications, URL opening, and haptic feedback. 100% ON-DEVICE PROCESSING Everything happens locally on your iPhone. Training, inference, analysis, and storage—all without internet or cloud servers. Your images, models, and data remain completely private. No uploads, no tracking, no data collection. PRIVACY FIRST All ML processing on-device. No cloud uploads. Complete offline functionality. No analytics or tracking. HIPAA-compliant workflows for medical imaging. PERFECT FOR ML researchers, data scientists, medical imaging professionals, computer vision developers, students, and hobbyists experimenting with AI. PREMIUM FEATURES Unlock unlimited datasets, unlimited models, unlimited inference, advanced training, exports, HuggingFace integration, and comprehensive analytics. Free tier includes 3 datasets, 2 models, and unlimited inference—perfect for getting started. Start building and deploying AI models on your iPhone today. Complete privacy. Complete control. Complete ML toolkit. Terms of Use: https://www.apple.com/legal/internet-services/itunes/dev/stdeula/ Privacy Policy: https://omniclassify.com/privacy

Make a change. Review a pull request. Keep your laptop closed. Treft puts coding agents and GitHub reviews on your phone. Describe a change, follow the work, then inspect the diff and test results before you decide what merges. START WITH AN IDEA Choose your project and tell an agent what to change. The work runs in a cloud sandbox. Follow its progress from your phone and stop a run when you need to. REVIEW THE ACTUAL CHANGE Work through a deck of code changes, one piece at a time. Read the diff and Treft's explanation. Mark a concern, request changes or approve the merge. CHECK THE WORK Treft independently re-runs supported tests and shows the results. See what passed, what failed and what could not be checked. When screenshots are available, see the result alongside the code. KEEP YOUR TEAM MOVING Bring pull requests from coding agents and teammates into one review queue. Get notified when work needs your attention, wherever you are. CONNECT YOUR GITHUB PROJECTS Choose which repositories to connect through the Treft GitHub app. You can revoke access when you need to. Test and screenshot availability depends on your repository setup and supported tooling. Treft is free to download. Optional Pro subscriptions and prepaid credits provide additional usage. Agent runs and paid verification use credits for work performed, whether or not you approve the result. Support: https://treft.dev/support Privacy: https://treft.dev/privacy Terms: https://treft.dev/terms Apple standard EULA: https://www.apple.com/legal/internet-services/itunes/dev/stdeula/