Defined.ai

Defined.ai

Defined.ai is an enterprise AI training data platform offering an off-the-shelf data marketplace plus custom collection, annotation, translation, and evaluation services.

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Last Updated Oct 22, 2026
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About

Defined.ai is a marketplace and services platform for AI training data, addressing a core bottleneck for machine learning teams: obtaining large volumes of high-quality, ethically sourced, and compliant data. The company combines an off-the-shelf dataset marketplace with custom services spanning the entire AI data lifecycle.

The platform, founded in 2015 by Daniela Braga and headquartered in Seattle with offices in Lisbon, Porto, and Tokyo, sources data from a vetted global community of more than 1.6 million contributors across over 150 markets and 500+ languages, dialects, and locales. Enterprises can license ready-to-use datasets or commission custom collection, annotation, machine translation, and model evaluation, with delivery available via API. Its customer base includes Fortune 500 enterprises, foundation model providers, and AI-first companies in regulated industries.

Key Features

AI Data Marketplace: A catalog of 700+ ready-to-use datasets covering speech, text, image, video, and multimodal formats, filterable by language, domain, and format, with free samples available.
Data Annotation: Expert human labeling, transcription, and validation for text, audio, image, and video, using model-in-the-loop and expert-verified workflows.
Custom Data Collection: Datasets scoped to specific accuracy, demographic, language, and compliance requirements, drawn from a global contributor network.
Machine Translation: Parallel corpora and translation training data across 500+ languages, dialects, and locales, including low-resource language pairs.
LLM Fine-Tuning Services: End-to-end support for supervised fine-tuning, RAG, RLHF, DPO, red teaming, and model evaluation.
Data and Model Evaluation: Human-in-the-loop evaluation and quality assessment to test AI datasets and models for accuracy and fairness.
Accelerat.ai: A conversational AI product that automates up to 80% of customer support interactions in Portuguese, aimed at enterprises in Lusophone markets.

Pricing & Fees

  • Pricing: Not publicly listed on the pages we reviewed; check the official site for current plans.
  • Compliance: ISO 27001, ISO 27701, and ISO 42001 certified, with GDPR and HIPAA compliance; the company states that all data is collected with informed consent and fair compensation.
  • Delivery: Datasets are delivered via API, and the platform offers public API documentation for developers.
  • Samples: Free samples are available for datasets in the marketplace.

Who It's For

Defined.ai serves machine learning engineers, AI product teams, and data scientists at enterprises building or refining models in areas such as speech recognition, conversational AI, content moderation, machine translation, and healthcare applications. It is particularly suited to organizations in regulated industries — healthcare, finance, and automotive among them — that need documented data provenance and compliance, as well as teams expanding into multilingual markets that require diverse, locally sourced training data.

FAQ

What is Defined.ai?Defined.ai is an enterprise platform for AI training data, combining a marketplace of 700+ off-the-shelf datasets with custom data collection, annotation, machine translation, LLM fine-tuning, and model evaluation services.

Is Defined.ai free to use?No. Pricing is not publicly listed on the pages reviewed; datasets and services are licensed through sales contact, though free samples are available in the marketplace.

How many languages and contributors does Defined.ai support?The platform draws on over 1.6 million vetted contributors across more than 150 markets, covering 500+ languages, dialects, and locales.

Is Defined.ai compliant with data privacy regulations?Yes. The company holds ISO 27001, ISO 27701, and ISO 42001 certifications and states GDPR and HIPAA compliance, with data sourced through informed consent and fair compensation.

Does Defined.ai offer an API?Yes. Datasets are delivered via API, and the platform publishes API documentation for developers building applications on top of its data.