Facts

Deep AI experience

With over 20 years managing ambitious AI programs, we provide you with end-to-end support for all types of projects — from short-term, high-volume collaborations to long-term, multi-year partnerships.

Flexible workforce modes

From generalists to domain experts, our on-demand sourcing is diverse, programmatic and available in multiple modes — global managed crowd, secure in-facility or hybrid teams.

Cutting-edge technology

Our tech-led solutioning optimizes productivity and quality for the completion of fine-tuning data tasks at scale and with highly-configurable quality-assurance workflows.

Highly-accurate, predictably faster and cost-efficient data for GenAI

Our solutions fit modularly with your fine-tuning data strategy. We source the best contributors to generate data on your own tools — or we can provide the data you require as a fully-managed solution.

Fine-Tune Studio

Our feature-rich task-execution platform enables our qualified subject-matter experts to work on a variety of data tasks designed for model fine-tuning and alignment.

Experts Engine

For optimal quality and cost, our sourcing platform algorithmically matches the tasks to be performed to the best qualified individuals and assigns the correct quality control workflows.

Data that can evolve with your fine-tuning journey

Our tech-led solutioning is optimized for productivity, quality and scale.

Supervised Fine-Tuning (SFT)

Fine-Tune Studio supports capabilities for SFT such as prompt generation, response generation, prompt-response pair creation and content creation. We source best-fit generalists and experts for a variety of subject-matter domains and for topic-based and persona-based prompt-and-response generation.

Reinforcement Learning from Human Feedback (RLHF)

If your RLHF data requires multiparameter ratings, agreements across multiple experts and complex attributes to define model rewards and preferences, we have you covered. Our experts can be trained on the most nuanced objectives to ensure your data is enriched by detailed and defined human inputs.

Red Teaming

We help you find vulnerabilities in model outputs, including bias, hallucinations and unsafe content. The platform’s capabilities include adversarial prompting, pairwise comparisons, as well as guidelines ratings and evaluation.

Bespoke Dataset Requirements

As fine-tuning techniques and research evolve, so will your dataset requirements. With our combination of best-fit human-technology pairings, our mission is to be your data partner for all things GenAI — from pre-training to retrieval-augmented generation to model evaluations.