Request more than highlights
A polished selection can show what is possible without showing the ordinary quality of a proposed collection. Ask how the sample was chosen and request a mix of typical, difficult, and borderline examples. Include the metadata and annotation structure intended for delivery. The goal is to inspect a realistic unit of work rather than only attractive photographs.
Run a practical import
Open the actual files, render the labels, and check identifiers, orientation, dimensions, and missing fields. Use the same transformation path planned for model inputs where practical. Record any manual repair needed during the pilot. A sample that requires undocumented fixes should prompt a clarified delivery specification before those fixes become an assumption across a much larger acquisition.
Review content and source fit
Evaluate category boundaries, visual diversity, source grouping, and project-specific exclusions separately from technical quality. Ask what supporting source and usage documentation can be reviewed. Keep unknowns explicit. A successful technical import does not establish commercial suitability, and a promising source description does not establish that its images support the intended annotation task at the required detail.
Write an actionable decision
Summarize accepted properties, rejected properties, open questions, and examples requiring clarification. Use those findings to revise the brief and acceptance procedure. Do not extrapolate sample counts into guaranteed collection availability. Fiund can review a project inquiry and proposed material against this evidence before discussing a delivery scope, schedule, and commercial terms for the particular collection.
Review checklist
- Ask how the sample was selected.
- Import actual files with intended transformations.
- Review content, technical, and usage fit separately.
- Record decisions and unresolved questions in writing.