xAGI LABS / DATA PROGRAMS

AI data guides and practical tools

Prepare a better sourcing conversation with focused guides, a brief builder and a readiness checklist.

Build a dataset brief ↗

Turn the model task, coverage and acceptance criteria into a downloadable brief.

Identify missing source, permission and quality evidence before a licensing discussion.

Plan language coverage, recording conditions and transcript review.

Specify scenes, capture conditions, permissions and temporal quality.

Define reviewer criteria, rubrics and representative evaluation examples.

Understand what to prepare when you control a potential source.

Use the speech datasheet template and worked evaluation rubric to prepare acceptance criteria. Both are labeled planning examples, not available inventory or project results.

Read Haryanvi speech research for a concrete technical workstream, or explore the existing blog and AI news archive. Research is presented with its limits; it does not imply a commercially available corpus.

Tell us the model task or source you want to explore. We establish feasibility, quality and rights before discussing delivery.