Libas

• Largest Contentful Paint8.07s poor
• Cumulative Layout Shift0 good

1,250+ products, zero differentiation strategycritical

All 1,250+ products are sarees with nearly identical titles (color + material + design pattern + blouse piece), all priced ₹1,339–₹1,519, and each variant count is 1. This creates zero visual or structural distinction in search, browse, and comparison flows, making it impossible for customers to understand value differences or find specific styles.

Undifferentiated catalog structure kills browse-to-purchase conversion and increases cart abandonment; customers cannot distinguish premium from basic sarees, leading to decision paralysis and lower AOV.

🔒 The fix — plus a prioritized 30-day plan — is in the full audit.

Is Libas visible to AI shopping assistants?

✗ Not mentioned by Claude when asked “What are the best sarees brands that ship in the US?”. As shoppers ask AI what to buy, being invisible means lost demand.

• Organization schemapresent
• Product schemamissing

🔒 The full audit probes ChatGPT, Claude & Perplexity and gives the exact schema to add.