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SPECIFICTION
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ALEF vs Potato

ALEF

github.com

Potato

potatoannotator.com

Side by side

FigureALEFPotato
Price fromFreeFree
Free planYesYes
Free trial——
Open source——
Web—Yes
Windows—Yes
macOS—Yes
LinuxYesYes
API—Yes
Self-hosted—Yes
Plans published11
Spec score · Active Learning Tools7.7 (#4)7.5 (#6)
LicenseThe software is open-sourced under the AGPL-3.0 license.Potato is released under GNU GPL version 3 or later and may be used, modified, redistributed, and used commercially, subject to the license terms.
SupportFor code questions, the README names Matthias Bitzer and Cen-You Li as contacts.The FAQ directs users to Discord or the documentation for questions; the About page provides a team contact email.

Plans

ALEF

  • ALEF (AGPL-3.0 open-source software)Free

ALEF pricing →

Potato

  • FreeFree

Potato pricing →

In their own words

ALEF

ALEF has no write-up on Specifiction yet; its figures are above.

Visit github.com

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.

Visit potatoannotator.com