A colorful butterfly perched on a branch, surrounded by green foliage and a soft grey background.

Data Annotation and Curation

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01 Specialized Fine Tuning (SFT)

High-quality prompt–response pairs or human-written completions. Expert annotators craft or select the “ideal” model responses to reinforce desired behaviors.

02 Reinforcement Learning with Human Feedback (RLHF)

For structured tasks or multimodal inputs, annotators tag entities, intents, points-of-view, or content categories in text, images, or video.

03 Data Curation/Collection

Acquiring or generating diverse, representative data (text, images, audio,video) based on project needs and copyright compliance.

Building or testing an AI system?

Let’s talk about datasets, evaluation, red teaming, and AI reliability.

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Close-up of a dark green leaf showing its textured surface and central vein against a muted background.

a cell phone with a lot of green dots on it

A smiling woman with her arms crossed, standing against a dark green background. She has long, dark hair.

a group of different colored objects floating in the air

a cut in half picture of a building with blue and red arrows

Close-up of a tree stump showing growth rings and a textured brown wood surface.

Building or testing an AI system?

Let’s talk about datasets, evaluation, red teaming, and AI reliability.

Get Data

Building or testing an AI system?

Let’s talk about datasets, evaluation, red teaming, and AI reliability.

Get Data