AI visibility audit · Home and lifestyle products, sold online · Singapore and Malaysia
How AI answer engines talk about Sungei Sparrow
The verdict
Sungei Sparrow is named in about 1 in 4 answers (23%, likely between 15% and 32%). 2 of the 4 competitors tracked are named more often; Competitor A leads, named in 52%. 10 of 120 answers linked to sungeisparrow.example.
- 23%of answers name Sungei Sparrowlikely 15%–32%
- 8%link to sungeisparrow.examplelikely 4%–13%
- 2 of 4competitors named more often
- 5 of 20of the questions never name you
You and your competitors
Share of answers that name each brand, across all engines. The dark mark is the measured rate; the shaded band is the range it is likely to sit in.
- Competitor A52% (42%–62%)
- Competitor B28% (22%–36%)
- Sungei Sparrow (you)23% (15%–32%)
- Competitor C23% (15%–32%)
- Competitor D8% (4%–12%)
Sungei Sparrow, engine by engine
| Engine | Named | Rate (likely range) | Linked to your site |
|---|---|---|---|
| ChatGPT | 17 of 60 | 28% (17%–40%) | 12% |
| Claude | 11 of 60 | 18% (8%–30%) | 5% |
Where you're missing
Every question, grouped by what the buyer is trying to do. Each cell shows how many of that engine's answers named Sungei Sparrow.
Where to buy
Sungei Sparrow named in 9 of 42 answers · most named instead: Competitor A, 26 of 42
| Question | ChatGPT | Claude | Named instead |
|---|---|---|---|
| Where can I buy handmade rattan furniture in Singapore? | 1/3 | 0/3 | Competitor A, Competitor C |
| Where to buy quality bed linen online in Singapore with fast delivery | 2/3 | 1/3 | Competitor A, Competitor B |
| Recommend a homeware shop for HDB flat makeovers | 1/3 | 0/3 | Competitor A, Competitor B |
| What are the best online stores for ceramic tableware in Singapore? | 2/3 | 0/3 | Competitor A, Competitor B |
| Which homeware brands deliver from Singapore to Malaysia? | 1/3 | 0/3 | Competitor A, Competitor C |
| Kedai hiasan rumah dalam talian yang bagus di Malaysia | 0/3 | 0/3 | Competitor A, Competitor D |
| Di mana beli cadar dan linen berkualiti tinggi secara online? | 1/3 | 0/3 | Competitor A, Competitor B |
Best brands
Sungei Sparrow named in 12 of 30 answers · most named instead: Competitor A, 16 of 30
| Question | ChatGPT | Claude | Named instead |
|---|---|---|---|
| Best local brands for minimalist home decor in Singapore | 2/3 | 0/3 | Competitor A, Competitor D |
| Which Singapore homeware brands use sustainable materials? | 2/3 | 2/3 | Competitor C, Competitor B |
| Affordable designer-style lamps in Singapore | 2/3 | 1/3 | Competitor A, Competitor B |
| Best Southeast Asian brands for handcrafted home accessories | 1/3 | 2/3 | Competitor A, Competitor B |
| Jenama perabot rotan buatan tangan yang terbaik | 0/3 | 0/3 | Competitor A, Competitor B |
Gifts
Sungei Sparrow named in 5 of 24 answers · most named instead: Competitor A, 13 of 24
| Question | ChatGPT | Claude | Named instead |
|---|---|---|---|
| Good housewarming gift ideas from local Singapore brands | 1/3 | 1/3 | Competitor A, Competitor C |
| Thoughtful wedding gifts for a couple's new home in Singapore | 0/3 | 2/3 | Competitor A, Competitor C |
| Hadiah rumah baru yang menarik untuk kawan | 0/3 | 0/3 | Competitor A, Competitor B |
| Idea hadiah Hari Raya untuk keluarga yang suka hiasan rumah | 1/3 | 0/3 | Competitor A, Competitor C |
Compare
Sungei Sparrow named in 2 of 24 answers · most named instead: Competitor A, 8 of 24
| Question | ChatGPT | Claude | Named instead |
|---|---|---|---|
| Compare popular Singapore homeware brands for quality and price | 0/3 | 1/3 | Competitor A, Competitor C |
| Is it better to buy home decor from local brands or big marketplaces in Singapore? | 0/3 | 0/3 | Competitor B, Competitor C |
| Local alternatives to big-box furniture stores in Kuala Lumpur | 0/3 | 1/3 | Competitor D, Competitor A |
| Bandingkan jenama barangan rumah tempatan dari segi harga dan kualiti | 0/3 | 0/3 | Competitor A, Competitor D |
What the engines rely on
The kinds of websites the answers linked to, counted as answers that linked to at least one site of each kind.
- News and trade media78 of 120
- Marketplaces70 of 120
- Forums and communities51 of 120
- Competitor websites45 of 120
- Reviews and directories31 of 120
- Your website10 of 120
The engines read sungeisparrow.example in 39 of the 120 answers that report the pages they read, and linked to sungeisparrow.example in 10 of 120 answers.
Most-linked websites
| Website | Kind | Answers |
|---|---|---|
| marketplace.example | Marketplaces | 70 |
| forum.example | Forums and communities | 51 |
| lifestyle-news.example | News and trade media | 50 |
| homeliving.example | News and trade media | 44 |
| reviews.example | Reviews and directories | 31 |
| competitor-a.example | Competitor websites | 23 |
| competitor-c.example | Competitor websites | 11 |
| competitor-b.example | Competitor websites | 10 |
| sungeisparrow.example | Your website | 10 |
| competitor-d.example | Competitor websites | 6 |
What the answers say
Short extracts, word for word (simulated for this sample). Every answer is stored in full.
…2. Sungei Sparrow: handmade rattan and woven pieces, designed in Singapore. Check current prices and delivery fees before you buy, as they change often.
…1. Competitor A: large range and fast delivery across Singapore. 2. Competitor C: giftable homeware sets and seasonal collections. Check current prices and delivery fees before you buy, as they change often.
…1. Competitor A: large range and fast delivery across Singapore. 2. Competitor D: budget-friendly basics for rental flats. Check current prices and delivery fees before you buy, as they change often.
Where we'd look first
- Where to buy questions: Competitor A is named in 26 of 42 answers, Sungei Sparrow in 9.
- News and trade media sites are linked in 78 of 120 answers.
- The engines read sungeisparrow.example in 39 answers but linked to it in 10.
These are starting points to discuss, not promises: nobody controls what an AI engine says.
How sure we are
- AI engines give different answers to the same question, so each question was asked several times.
- Brands with close rates should be read as tied.
- Answers come from the engines' official APIs; a signed-in user in the consumer apps may see something different. This is one measurement period, a baseline to re-measure against.