Last refreshed 2026-05-31
Based on 3 AI engines across 1 buyer language.
AI Readiness pillars
How Cheeselion Laboratory Limited performs against the three pillars buyers care about when sourcing via AI.
Weight 40% · Do multiple AI engines recognise you and tell a consistent story
Weight 30% · When buyers ask AI to source in your niche, do you come up
Weight 30% · How AI engines rate you on quality, reliability, pricing
What AI says
AI引擎对Cheeselion Laboratory Limited(一家位于香港的教育玩具供应商)掌握的信息极为有限。在近期查询中,该公司综合得分为100分中的13分(暗信号),其中最强维度为"身份与存在感",得分为100分中的30分,最弱维度为"AI推荐率",得分为100分中的0分。在测试的3个AI引擎(Claude Haiku、gemini-2.5-flash、deepseek-chat)中,有1个引擎在身份、采购及信任相关提示词方面返回了关于该公司的实质性信息。AI引擎未能检索到该供应商的任何具体产品,这直接影响了"产品清晰度"维度的得分,该维度得分为100分中的10分。AI响应中未出现任何认证信息或第三方验证,这限制了"买家信任度"维度(得分为100分中的20分)及"AI推荐率"(得分为100分中的0分)。当前最大的改进机会在于"AI推荐率"维度,下方的改进路线图列出了供应商可自行执行的具体行动,并按预期得分提升幅度由高至低排列。
AI engine breakdown
One row per AI engine. Aggregates identity, sourcing, trust, and verdict queries.
| AI Engine | Found | Sentiment | Rating | Products mentioned | Certifications |
|---|---|---|---|---|---|
| Claude Haiku | 0 / 4 | not found | — | None | None |
| Gemini 2.5 Flash | 0 / 4 | not found | — | None | None |
| DeepSeek | 1 / 4 | not found | — | None | None |
Improvement Roadmap
Concrete actions to lift this supplier's Signal Score, ranked by impact. Generated from the latest audit.
- 1
Register company on Google Business Profile and LinkedIn
+18 ptsCheeselion Laboratory Limited was found by only 1 of 12 AI queries, indicating severe discoverability gaps. Create a verified Google Business Profile with complete Hong Kong address and phone, and establish a company LinkedIn page with full description. This ensures AI systems can locate and reference your business consistently.
Identity & PresenceLow effort
- 2
Document specific educational toy products with SKUs on website
+22 ptsAI found zero product mentions from your company, preventing any recommendation ranking. Create a dedicated products page listing 5-10 core SKUs (e.g., 'STEM Building Set Model XYZ', 'Age 3-5 Logic Puzzle Series') with brief descriptions, target age groups, and material specifications. Named products enable AI to match buyer queries to your catalog.
Product ClarityMedium effort
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