Model Hubs & Serving

Adala

Adala: Autonomous DAta (Labeling) Agent framework for efficient data labeling.

Status
Generally available
Last checked
Checked · Oct 13, 2026
License
Open source
Pricing
Free tier
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What it is

Adala is an open-source framework designed to facilitate autonomous data labeling using agent-based programming. Built primarily in Python, it leverages GPT-4 capabilities to enhance the accuracy and efficiency of data labeling tasks. The framework supports agent-oriented programming, allowing developers to create autonomous agents that can perform complex labeling operations with minimal human intervention. With a growing community of contributors, Adala is positioned as an emerging tool in the data labeling space.

Agent-based framework leveraging GPT-4 for autonomous data labeling.

When it fits — and when it doesn’t

A good fit for

  • Projects requiring automated data labeling

    Adala's autonomous agents can efficiently handle repetitive labeling tasks.

  • Teams using Python for machine learning

    The framework is built in Python, making it easy to integrate with existing Python-based workflows.

Look elsewhere if

  • Organizations needing mature, stable tools

    As an emerging tool, Adala may not yet offer the stability of more established frameworks.

  • Projects requiring multi-language support

    Adala is primarily developed in Python, limiting its use in non-Python environments.

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    High number of open issues

    173 open issues on GitHub

  2. 02

    Emerging maturity level

    Tool is relatively new, created in August 2023

  3. 03

    Limited language support

    Primarily developed in Python

What it does well

  • Open-source with Apache-2.0 license

    Available on GitHub under Apache-2.0 license

  • Leverages GPT-4 for enhanced labeling

    Integration with GPT-4 as noted in GitHub topics

  • Active development and community

    22 contributors and recent commits as of September 2026

Pricing

Free tier
Yes
Paid from
—
Model
N/A
Enterprise plan
No

Pricing last confirmed Sep 30, 2026.

Performance benchmarks

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Set up Adala

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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