LightlyStudio vs Potato
LightlyStudio
lightly.ai
Potato
potatoannotator.comSide by side
| Figure | LightlyStudio | Potato |
|---|---|---|
| Price from | Free | Free |
| Free plan | Yes | Yes |
| Free trial | Yes | — |
| Open source | Yes | — |
| Web | Yes | Yes |
| Windows | Yes | Yes |
| macOS | Yes | Yes |
| Linux | Yes | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 4 | 1 |
| Spec score · Active Learning Tools | 8.5 (#1) | 7.5 (#4) |
| Spec score · Data Labeling Software | 8.5 (#4) | 7.7 (#18) |
| Integrations | It reads images and videos from Amazon S3, Google Cloud Storage, and Azure Blob Storage, and supports common annotation formats including COCO, YOLO, Pascal VOC, and YouTube-VIS. | Listed integrations include OpenAI, Anthropic Claude, Google Gemini, Ollama, HuggingFace, OpenRouter, vLLM, YOLO, and LangChain. |
| Support | The Open Source plan lists no customer support; the on-premise offering includes dedicated engineering support. | The FAQ directs users to Discord or the documentation for questions; the About page provides a team contact email. |
| What it does | LightlyStudio combines computer-vision dataset curation, annotation, quality assurance, model evaluation and export in one application. | Potato is an open-source platform for annotating text, audio, images, video, and qualitative data. |
Plans
LightlyStudio
- Open SourceFree
- Open SourceFree
- Lightly-HostedPriced on request
- On-PremisePriced on request
In their own words
LightlyStudio
LightlyStudio has no write-up on Specifiction yet; its figures are above.
Potato
Potato is an open-source platform for annotating text, audio, images, video, and qualitative data. Tasks are configured in YAML, and its maker says an annotation interface can be created without programming. The homepage lists 61 annotation types, including classification, spans, bounding boxes, polygons, and qualitative coding. Potato also supports annotating multi-agent teams on an interaction graph and evaluating computer-use, voice, and video agents. AI assistance can suggest labels, highlight keywords, check quality and consistency, pre-annotate material, and generate explanations. Listed integrations include OpenAI, Anthropic Claude, Google Gemini, Ollama, HuggingFace, OpenRouter, vLLM, YOLO, and LangChain. Imports cover text, image, audio, video, and PDF or HTML documents; exports include JSON, JSONL, CSV, CoNLL, Hugging Face, COCO, and YOLO. Potato runs locally or on users’ own servers and supports offline use. The free self-hosted plan includes all features and has no usage limits. It is licensed under GNU GPL version 3 or later; installation with pip requires Python 3.7 or later.