Note Thumbnail Atlas

The note thumbnail atlas is a serious product asset. A consistent library of roughly 3,000 note images is useful to users, retailers, educators, brands, and API buyers because there is no widely available, clean, licensable fragrance note visual system with metadata.

Why it matters

• Makes note search easier for normal users.
• Improves country and brand showcase pages.
• Gives share cards richer visual language.
• Helps retailers explain scent families.
• Helps educators teach materials and accords.
• Becomes licensable metadata for API and white-label buyers.

Data fields

The prepared note migration already points at the right metadata shape:

• thumbnail_url
• thumbnail_source
• thumbnail_prompt
• thumbnail_alt_text
• thumbnail_style
• thumbnail_status
• thumbnail_generated_at
• thumbnail_updated_at

Production workflow

1. Export the note list with synonyms and family labels.
2. Group notes by visual family.
3. Write a strict style guide.
4. Generate prompts using the future image prompt reference.
5. Generate thumbnails in batches.
6. Human review for recognisability, cultural sensitivity, and style consistency.
7. Store alt text and prompt provenance.
8. Mark status as approved only after review.
9. Expose approved thumbnails in app, docs, widgets, and API.

Commercial surfaces

• Note API enrichment.
• Retailer widget assets.
• Education tier.
• White-label visual packs.
• Share-card templates.
• Brand and country showcase visual system.
• Home fragrance ontology extension.

awesome-gpt-image-2 is tracked as a future prompt reference, not as a live production dependency.