Castlery AEO Assessment Report
by Novastacks AI
www.castlery.com | Singapore Market
March 02, 2026 | Prepared by Novastacks AI
Site Readiness: 4.9 · LLM Visibility: 5.6
ChatGPT Names Castlery First — Then Links to Someone Else's Site
Castlery is among the first brands ChatGPT recommends when Singaporeans search for sofas online. That sounds like a win — until you see where the citation points. Every time AI surfaces Castlery, it links to homeanddecor.com.sg, bridgerunnersg.com, and zestlivings.com — not castlery.com. Your AI visibility is entirely borrowed from third-party editorial coverage you don't control, and the traffic goes to them, not you.
Meanwhile, a different story is forming on Reddit and Yelp. The top search result for "Castlery furniture review Singapore" leads with "Castlery is poor quality stuff. The springs fell out." AI systems ingest these signals. HipVan — your closest direct competitor — generates 2.5× more estimated traffic from Singapore searches despite a similar keyword count, consistently dominating top-3 positions where Castlery lands in 7th–10th place. With 9,000 keywords indexed and a 4.7-star Google rating from 4,040 reviews, the foundation exists. The problem is that none of it is structured to feed AI the way AI needs to be fed.
| Domain | Ranked Keywords | Est. Traffic (ETV) | #1 Positions | #2-3 | #4-10 |
|---|---|---|---|---|---|
| www.castlery.com | 9,083 | 48,729 | 163 | 227 | 904 |
| megafurniture.sg | 16,639 | 37,145 | 137 | 258 | 856 |
| www.hipvan.com | 16,087 | 119,981 | 243 | 792 | 1,665 |
1 Ranked Keywords — Total keywords with any ranking position in Singapore Google SERPs, sourced via DataForSEO Labs (location_code: 2702), March 2026.
2 ETV — Estimated Traffic Value represents monthly organic traffic value in USD equivalent, calculated from keyword positions and search volumes across all ranked keywords.
3 Position distribution (pos_1, pos_2–3, pos_4–10) sourced from DataForSEO Domain Rank Overview, Singapore market, March 2026.
Borrowed AI Visibility
0/6ChatGPT category responses that link to castlery.com
ChatGPT recommends Castlery in 4 of 6 test queries — but every citation points to third-party editorial sites (homeanddecor.com.sg, bridgerunnersg.com, zestlivings.com). When AI recommends Castlery, the traffic goes to competitor blogs. Your brand presence in AI exists only as long as other sites keep writing about you.
§ Section 02: AI Visibility
Content Infrastructure Vacuum
1Confirmed blog article driving AI citations from castlery.com
A single blog post — '25 Places to Buy Furniture in Singapore' — is the only castlery.com page confirmed as a Google AI Overview citation source. There are no standalone FAQ pages, no buying guides, no comparison content, and no how-to articles structured to answer the questions AI actually receives. The entire product catalog generates zero direct AI citations.
§ Section 03: Site Readiness
Reddit Reputation Contamination
#1SERP result for 'Castlery furniture review Singapore' leads with a quality complaint
The top Reddit result for Castlery reviews reads: 'Castlery is poor quality stuff. The springs fell out.' This appears before any Castlery-owned content in review SERPs. AI models index these signals. With Yelp showing 1.6/5 and multiple Reddit threads flagging quality issues, AI is building a mixed brand picture that contradicts your 4.7-star Google rating.
§ Section 06: Brand Positioning
This assessment analyzes the top 150 ranked keywords per domain across 3 sites, crawls 9–15 representative pages per audit, runs 3 Lighthouse performance audits, and executes 12 AI prompt tests across ChatGPT and Google AI Overviews. Third-party citation surface checks include YouTube, Reddit, G2, Wikipedia, direct competitor domains, and other category-relevant platforms. All scores use a 1–10 scale. Data reflects conditions as of March 2026.
ChatGPT Names Castlery First — Then Links to Someone Else's Site
AI visibility across ChatGPT and Google AI Overview for Singapore furniture queries
ChatGPT Query Results
| Prompt Type | Query | Mentioned? | Who Was Cited |
|---|---|---|---|
| Branded | What is Castlery? Tell me about this furniture brand. | Yes | Castlery mentioned directly, no URL cited — training data only, no web search used |
| Competitor Branded | What is HipVan? Tell me about this furniture brand in Singapore. | No | HipVan described. Castlery not mentioned. No web search used. |
| Category | What are the best online furniture stores in Singapore? | Yes | Castlery listed #4 of 8 stores. Web search used. Cited via bridgerunnersg.com — NOT castlery.com. |
| Category | Where should I buy a sofa online in Singapore? | Yes | Castlery listed #1 of 9 retailers with specific price range (S$999–S$3,300). Cited via homeanddecor.com.sg — NOT castlery.com. |
| Comparison | Castlery vs HipVan vs Megafurniture — which is better in Singapore? | Yes | All three mentioned. Castlery positioned as 'higher quality, mid-to-high range.' No web search. No URLs cited. |
| Long-Tail | Best bed frame to buy online in Singapore under $1000 | No | HipVan and BedandBasics featured. Castlery absent — likely priced above $1,000 bracket. Web search used. |
ChatGPT knows Castlery well from training data and positions it as the quality-premium option in comparison queries. However, when web search is active (the condition that drives real AI citations with links), Castlery's own website is never the source. Third-party editorial sites dominate: homeanddecor.com.sg, bridgerunnersg.com, zestlivings.com, moneysmart.sg. Castlery's one confirmed blog article — '25 Places to Buy Furniture in Singapore' — is indexed by Google AI Overview for branded queries, showing the blog CAN be cited. But that's one URL against a category landscape where 6–9 competitor blogs are actively feeding AI responses.
Google AI Overview Results
| Query Type | Query | AIO Triggered? | Prospect Rank | Top Results |
|---|---|---|---|---|
| Category | best online furniture stores in Singapore | Yes | #7 organic | hipvan.com (#1 organic), megafurniture.sg (#2 organic), fortytwo.sg (#4 organic) |
| Category | buy sofa online Singapore | Yes | #10 organic | bedandbasics.sg (#1 organic), hipvan.com (#2 organic), thecommunelife.com (#4 organic) |
| Branded | Is Castlery a Singaporean brand? | Yes | Cited in AIO | castlery.com/sg/blog cited alongside cnaluxury.channelnewsasia.com, enterprisesg.gov.sg, mti.gov.sg |
Google AI Overview triggers for both core category queries in Singapore, but Castlery appears in 7th and 10th position organically — too far down to be reliably included in AI Overview citations for transactional queries. The one bright spot: for branded queries, Google AI Overview directly cites castlery.com/sg/blog alongside Enterprise Singapore and Ministry of Trade and Industry features. This institutional backing (government, CNA Luxury, Today Online) gives Castlery strong AI credibility for branded searches but zero leverage for category searches.
Citation Surface Analysis
| Platform | Presence | Strength | Notable |
|---|---|---|---|
| Trustpilot | Yes | 4.4/5 | 4,854 reviews — strong citation surface |
| Google Reviews | Yes | 4.7/5 | 4,040 reviews, Knowledge Panel active |
| Yes | Mixed | 10+ threads, top snippet is a quality complaint | |
| HardwareZone | Yes | Mixed | Active discussions including quality comparisons |
| RenoTalk | Yes | Positive | 10th anniversary coverage, historical forum discussions |
| YouTube | Yes | 3K subs | @castlerysg: 3,000+ subscribers — below category leaders |
| Lemon8 | Yes | Active | 130+ likes on recent honest review — Singapore-native platform |
Castlery has platform presence across all major AI citation surfaces in Singapore, but the quality signals are inconsistent. Trustpilot (4.4/5, 4,854 reviews) and Google (4.7/5, 4,040 reviews) are strong. Reddit and HardwareZone show active quality discussions with mixed sentiment — and these forums rank highly in Google for Castlery review searches, meaning AI ingests both the praise and the complaints. The YouTube channel at 3,000 subscribers is significantly underdeveloped for a brand with Castlery's 10-year history and global presence.
9,000 Product Keywords, One Blog Post Feeding AI
Page-type coverage and content infrastructure across Castlery and competitors
| Page Type | Castlery | Megafurniture | HipVan |
|---|---|---|---|
| Homepage | ✓ SSR + FAQPage Schema | ✓ Shopify SSR, basic schema | ✓ SSR, no FAQ schema |
| Product / Category | ✓ 9,000+ keywords ranked | ✓ 16,600+ keywords ranked | ✓ 16,000+ keywords ranked |
| Blog / Informational | ⚠ Sparse (1 confirmed AI-cited article) | ✗ Does not exist | ✗ Does not exist |
| FAQ / Help | ⚠ Homepage FAQ only, no standalone page | ✗ Does not exist | ✗ Does not exist |
Castlery has a structural advantage neither competitor has: an existing blog at /sg/blog/ and FAQPage schema on the homepage. But these are seeds, not a harvest. The blog has produced at minimum one Google AI-cited article ('25 Places to Buy Furniture in Singapore', March 2024) — which proves the model works. What's missing is volume and intent-match: no guides on how to choose a sofa, no bed size comparison pages, no material explainers. Megafurniture and HipVan have no blog at all, making this a genuine first-mover opportunity in a content-starved category. Castlery is sitting on an empty content moat.
580ms of JavaScript Is Slowing Down AI Crawlers
Infrastructure bottlenecks suppressing crawl efficiency and AI indexing speed
Heavy JavaScript Execution Tax
Castlery's homepage Total Blocking Time is 580ms — nearly 4× higher than Megafurniture's 150ms. While Lighthouse confirms the site is fully server-rendered (content is visible to crawlers in raw HTML), the heavy JavaScript execution creates crawl inefficiency at scale. For a site with thousands of product pages, this compounds: AI crawlers that hit rate limits or timeout thresholds will deprioritize slower domains. Megafurniture scores 78/100 on performance vs Castlery's 55/100.
| Metric | Castlery | Megafurniture |
|---|---|---|
| Performance Score | 55/100 | 78/100 |
| Total Blocking Time | 580ms | 150ms |
| Speed Index | 4.8s | 2.2s |
| LCP | 2.1s | 2.3s |
Blog URL Inconsistency Creates Dead Ends
Castlery's sitemap references a blog section, and Google AI Overview confirms /sg/blog/ articles are being indexed and cited. However, the path /sg/journal returns a 404 — a broken URL variant that may appear in older backlinks, social shares, or internal references. Any inbound link pointing to /journal instead of /blog loses its authority. More critically, if there are internal links using the wrong path, crawlers following them hit dead ends and stop indexing that section of the site.
AI Crawlers Fully Open — No Restrictions Detected
CriticalPositive finding: Castlery's robots.txt places no restrictions on AI crawlers. GPTBot, ClaudeBot, PerplexityBot, and Googlebot are all permitted by default (no explicit Disallow rules for these agents). Only transactional pages (wishlist, checkout, account) are blocked — which is correct behavior. This means AI systems can freely index and cite all product pages, blog content, and informational pages. The access layer is clean.
Ranking for Bed Dimensions Without a Single Dedicated Guide
Informational keyword traffic with zero informational content strategy
High-Volume Informational Keywords — No Matching Content
CriticalCastlery ranks in Singapore's top 5 for informational queries like 'queen size bed dimensions' (6,600 sv, pos #2), 'super single bed dimension' (9,900 sv, pos #4), and 'size of a super single bed' — yet no dedicated guide pages exist at these URLs. This traffic is likely arriving on product pages with size specs in the product description. This is a missed AI citation moment: these are exactly the extractable, factual questions AI systems answer from cited sources. Castlery captures the click but gives AI nothing to quote.
One AI-Cited Blog Article Against a Category Full of Roundups
CriticalGoogle AI Overview confirmed a single Castlery blog article as a citation source: '25 Places to Buy Furniture in Singapore' (March 2024). This proves the infrastructure works — when Castlery publishes content, Google's AI cites it. But that article is promotional (Castlery lists itself as #1). Meanwhile, 6+ competitor blogs (homeanddecor.com.sg, bridgerunnersg.com, zestlivings.com, moneysmart.sg, locushabitat.com, productnation.co) are actively publishing furniture buying guides that AI cites in category responses. These third-party sites are capturing the AI referral traffic that should be going to castlery.com.
First-Mover Content Opportunity: Neither Competitor Has a Blog
Megafurniture and HipVan — Castlery's two strongest SEO competitors in Singapore — have no blog or content hub. Every informational search in the furniture category is an open field. Castlery already has the blog infrastructure, an established domain, and a 10-year brand story. A structured content program (sofa buying guides, room size calculators, material comparisons, Singapore HDB furniture guides) would create a defensible content moat that neither competitor can match quickly.
Government Features Everywhere, Reddit Quality Complaints in Rank #1
Brand narrative contradictions that AI absorbs and amplifies
Reddit Quality Narrative Dominates Review SERP
CriticalWhen users search 'Castlery furniture review Singapore,' the first organic result reads: 'Castlery is poor quality stuff. The lining under the springs beneath the sofa is practically no thicker than a kitchen towel. Springs fell out.' Below that: 'Avoid Castlery! Complete scam. Terrible customer service.' These Reddit threads (20–130 comments each) rank above Trustpilot and castlery.com's own reviews page. ChatGPT and Google AI Overview train on public web content — these are the signals AI is absorbing about Castlery's brand quality. The 4.7-star Google rating exists, but it doesn't surface in the same SERP context.
Strong Institutional Backing — Zero Consumer AI Citation Leverage
Castlery has exceptional institutional credibility: Enterprise Singapore features, Ministry of Trade and Industry speech at flagship store opening, CNA Luxury profile, Today Online coverage. Google AI Overview cites these sources when answering branded queries about Castlery. However, institutional PR does not translate to category AI citation. When users ask 'what sofa should I buy in Singapore,' AI cites consumer guides and review aggregators — not government profiles. The two types of authority don't overlap in AI's response logic.
Knowledge Panel Active but Social Proof Underdeveloped
Castlery has an active Google Knowledge Panel (4.7/5 from 4,040 reviews, 541 Orchard Rd flagship confirmed), which is a strong AEO signal. Social profiles are listed across Pinterest, Facebook, TikTok, and Instagram. However, the YouTube channel (@castlerysg) has only 3,000+ subscribers — low for a 10-year-old brand with global ambitions. YouTube is a primary citation source for AI systems in the furniture category (AI cites homeanddecor.com.sg video content, YouTube reviews, etc.). A YouTube channel at this subscriber level generates no meaningful citation authority.
Roadmap: From Borrowed AI Mentions to Owned AI Citations in 6 Months
Prioritized actions across three time horizons to build direct AI citation infrastructure
Site Readiness Score
LLM Visibility Score
Horizon 1: Fix the Foundation (0–30 days)
+1.5 to +2.0 Site Readiness
Audit and fix /sg/journal 404 — redirect to /sg/blog or update all internal links
Add BreadcrumbList schema to category and product pages
Add FAQPage schema to top product categories (sofas, beds, dining) with 3–5 Q&A each
Create standalone /sg/faq page targeting 'frequently asked questions about furniture' queries
Optimize JavaScript bundle to reduce Total Blocking Time from 580ms to under 200ms
Horizon 2: Build the Content Moat (30–90 days)
+1.5 to +2.0 LLM Visibility (direct castlery.com citations)
Publish 8–12 Singapore-specific buying guides: 'HDB sofa guide', 'queen vs super single bed Singapore', 'best bed frames under $1,000 Singapore'
Create dedicated material and style explainer pages (Performance Fabric, Boucle, Japandi, Walnut)
Add Article schema + structured Q&A sections to all blog posts
Build a bed dimension guide page targeting the 9,900 sv 'super single dimensions' queries Castlery already ranks for
Develop a 'Best Places to Buy Furniture Singapore' hub with genuine editorial depth (AI already cites the existing version)
Horizon 3: Own the Category Conversation (3–6 months)
+1.0 to +1.5 LLM Visibility (platform citation surface)
Systematic outreach to homeanddecor.com.sg, bridgerunnersg.com, zestlivings.com to ensure castlery.com is linked (not just mentioned)
YouTube content strategy targeting 'Castlery sofa review', 'Singapore furniture haul' queries — grow from 3K to 10K+ subscribers
Engage directly on Reddit r/askSingapore furniture threads with genuine community value
Develop a brand story page optimized for AI extraction: founding story, manufacturing transparency, sustainability claims — all structured for AI citation
Agentic Marketing Systems, Built by Senior Operators
Novastacks is not an agency selling AI as a buzzword. We are senior marketing operators with decades of experience at Expedia, Tencent, Klook, and Traveloka who built enterprise-grade AI marketing systems from the ground up.
What We Do
- ▸AEO (Answer Engine Optimization) — Get your brand cited when prospects ask ChatGPT, Perplexity, and Google AI about your category
- ▸SEO Integration — Traditional search visibility that compounds with AI visibility
- ▸Custom AI Growth Systems — Agentic workflows, content engines, and data pipelines built for your business
- ▸Fractional Growth Partner — Senior strategic leadership without the full-time overhead
What You Get From Us
Solutions designed by operators who've led growth marketing and SEO at the Director/VP level. Not juniors following playbooks.
AI-powered workflows that move at machine speed. Audits, content, optimization, and reporting that would take a team weeks, delivered in days.
No bloated retainers. Scope of work tailored to your stage, budget, and goals. Start small, scale when you see results.
Ready to Turn AI Mentions
Into AI Citations?
Book a 30-minute call with us. We'll walk through exactly which content investments will get castlery.com cited directly in ChatGPT and Google AI Overview — not the blogs that cover you.
Book Discovery Call30 min | Free | No commitment