AI Visibility Audit
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Prepared by saigon.digital · May 2026
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Your customers aren't just browsing boutiques anymore — they're asking ChatGPT, Perplexity, and Google AI "what are the best handmade silk scarves?" This audit shows exactly where Parekh Bugbee stands, who's winning, and what to do next.
Saigon Digital transformed how Ski.com shows up online. Beyond rebuilding our platform, they helped us rethink our entire search and AI visibility strategy. We saw a significant uplift in organic traffic, our content started appearing in AI-generated travel recommendations, and the quality of inbound leads improved dramatically. They understand where digital discovery is heading and how to turn visibility into real commercial results.
See how we've helped brands grow. Read our case studies and learn more about what we do.
View Case StudiesA snapshot of where Parekh Bugbee stands in the AI search era — and the opportunity cost of the current visibility gap.
Parekh Bugbee has been handcrafting exquisite silk scarves and textiles from their Mumbai factory since 1968 — supplying some of the world's preeminent fashion houses and earning praise for quality that "rivals couture collections." Yet when affluent shoppers ask ChatGPT, Google AI, or Perplexity "what are the best handmade silk scarves?", Parekh Bugbee doesn't appear anywhere. Elizabetta, SERRV, Lost Pattern, and NOVICA dominate every single AI recommendation. The problem isn't craftsmanship — it's that AI engines can't find the structured signals they need to recommend you, and every month that gap compounds as competitors publish the comparison content these models train on.
We tested how Parekh Bugbee appears when potential buyers ask AI tools to recommend luxury handmade silk scarves. Here's what we found.
ChatGPT defaults to well-known brands like Elizabetta, Hermès, SERRV, and NOVICA for luxury silk scarf queries. Parekh Bugbee is not in its recommendation set for any tested artisan textile query.
AI Overviews for "best handmade silk scarves" consistently surface Elizabetta, SERRV, Lost Pattern, and The Good Trade's curated lists. Parekh Bugbee does not appear in any of the four tested queries.
Perplexity draws from "best of" roundups, sustainable fashion directories, and structured comparison content. Without presence in major artisan scarf guides, Parekh Bugbee has no pathway into Perplexity's recommendations.
Gemini pulls from the same high-authority fashion and sustainability sources. No evidence of Parekh Bugbee appearing in any Gemini-generated luxury scarf recommendation despite exceptional product quality and heritage.
0 / 4 platforms currently surface Parekh Bugbee in relevant AI-generated recommendations for luxury handmade silk scarf queries.
Structured FAQ schema on product pages, "best handmade silk scarves" editorial content, features in sustainable fashion directories like The Good Trade and Good On You, "Parekh Bugbee vs Hermès" comparison pages, and consistent brand mentions across artisan and luxury fashion publications.
We ran the exact searches your prospective buyers use when asking AI tools to recommend luxury handmade silk scarves. Here's who appeared — and whether Parekh Bugbee was in the answer.
Parekh Bugbee does not appear in any of the four tested buyer queries — not even for "hand printed silk scarves Indian artisan" which describes exactly what you make. The same 5–6 competitors dominate every result because they've published the structured content AI models extract. Your authentic heritage and craftsmanship story is invisible to AI discovery.
Parekh Bugbee's 55-year artisan heritage, 15-artisan production process, and natural dye techniques are genuinely unmatched. Most competitors appearing in AI results are resellers or fair-trade marketplaces — not actual makers. The opportunity is to own the "authentic artisan silk scarf maker" category in AI results through strategic content that tells your unique story in a format AI models can parse.
These are the brands currently winning AI recommendations in your market. Understanding why they're cited — and you're not — reveals the exact gap to close.
| Company | DR | ChatGPT | Google AIO | Perplexity | Why They Win |
|---|---|---|---|---|---|
| Parekh Bugbee You | 9 | Not Cited | Not Appearing | Not Cited | Audit target |
| Elizabetta | 26 | Cited | Appearing | Cited | Publishes extensive "best silk scarf brands" comparison pages, "Elizabetta vs Hermès" content, and alternative roundups. Owns the "Italian artisan silk scarf" category with structured comparison content AI models extract directly. |
| SERRV | 55 | Cited | Appearing | Cited | Fair trade authority with high domain rating from decades of ethical fashion coverage. Featured in The Good Trade, Good On You, and major sustainable fashion directories that AI models train on. |
| Lost Pattern | — | Partial | Appearing | Partial | NYC-based designer scarves with strong e-commerce SEO. Clean product taxonomy and structured data help AI models understand their product range and positioning. |
| NOVICA | — | Cited | Appearing | Cited | Massive artisan marketplace partnered with National Geographic. Enormous backlink profile from press coverage and strong category pages for "Indian silk scarves" and "artisan scarves" that AI models reference. |
| Ten Thousand Villages | — | Partial | Appearing | Partial | 60+ year fair-trade heritage with extensive press coverage. Featured in every sustainable fashion roundup. Strong structured data on product pages with artisan stories and provenance details AI models extract. |
Badge key: Cited Partial Not Cited DR scores from Ahrefs API where available.
These are the highest-leverage changes Parekh Bugbee can make right now to start appearing in AI-generated recommendations within 60–120 days.
Create comprehensive editorial content targeting the exact queries AI tools answer: "Best handmade silk scarves for women", "Parekh Bugbee vs Hermès", "Hand printed vs machine printed silk scarves". Include FAQ schema, artisan process comparisons, and honest positioning. This is the #1 content format AI engines extract and cite when building recommendation lists — and it's exactly what Elizabetta does so well.
Your Shopify product pages describe beautiful scarves but aren't structured for AI extraction. Adding FAQ schema ("What makes hand-printed silk different?", "How is each scarf made?"), Product structured data, artisan provenance details, and clear "Who is this for?" sections will convert your existing heritage story into AI-readable signals. This is a technical lift with outsized visibility impact.
Publications like The Good Trade, Good On You, and Sustainable Jungle curate "best ethical scarves" lists that AI models reference heavily. Pitching Parekh Bugbee's 55-year artisan heritage, natural dye process, and community impact story to these publications would build both backlinks (boosting DR from 9) and third-party citations that AI models trust when building recommendations.
This audit shows the problem. We have a clear strategy to fix it — and results typically show within the first 60 days of engagement.
Parekh Bugbee has a genuinely exceptional product — 55+ years of artisan heritage, a 15-person handcraft process, and quality that rivals couture houses. What's missing is the AI-optimised content layer that converts that craftsmanship into recommendations. We've helped luxury brands, e-commerce, and artisan businesses close exactly this gap. A 30-minute call is all it takes to map out a plan.
Nick Rowe · CEO & Co-Founder, Saigon Digital
Full GEO strategy, content plan, structured data implementation, authority-building roadmap, and monthly performance reporting — all focused on AI search visibility for luxury artisan and e-commerce brands.
Most clients start seeing AI citation improvements within 45–60 days. Full competitive parity typically achieved in 90–120 days, especially for brands with exceptional products and authentic heritage stories like Parekh Bugbee.
Every month competitors like Elizabetta and SERRV publish more comparison content, the gap widens. Affluent shoppers are increasingly asking AI "which silk scarves should I buy?" — and right now, the answer never includes Parekh Bugbee.