Branded vs Markup: Document Annotation

Connects researchers with a massive marketplace of verified human subjects for surveys, offering broader respondent scale than Branded.

Automates qualitative customer research by moderating live user interviews at scale and synthesizing insights into actionable reports.

Human-validated training data and evaluation services for frontier AI models

Runs AI-moderated qualitative interviews and automated research studies at scale, replacing traditional panel surveys with interactive conversations.

Free / Open-sourceTurn any document into AI-ready context with agentic parsing and extraction

AI data infrastructure for building production-grade models

Captures video-based consumer surveys and interviews, using AI to automatically analyze emotional sentiment and thematic feedback.

SpecialistSources verified B2B professionals and healthcare experts for specialized respondent recruitment, though with less automated consumer panel volume.

The multimodal data layer for computer vision and physical AI teams

Free / Open-sourceLabel any data. Evaluate any AI.

AI workflow platform for document-heavy back-office operations

SpecialistConducts voice and chat-based qualitative customer interviews, automatically analyzing transcripts into comprehensive market research reports.