Last refreshed 2026-06-08
Based on 4 AI engines across 1 buyer language.
AI Readiness pillars
How Sparkling Frog 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 engines have very limited information about Sparkling Frog, a Alcoholic Beverages supplier in hk. Across recent queries the company scored 12 out of 100 (Dark Signal), with the strongest dimension being Identity and Presence at 30 out of 100 and the weakest AI Recommendation Rate at 0 out of 100. One AI engine (out of 4 tested: GPT-4o mini, Claude Haiku, gemini-2.5-flash, deepseek-chat) returned substantive information about the company across identity, sourcing, and trust prompts. No specific products were surfaced by AI engines for this supplier, which contributes directly to the Product Clarity dimension at 10 out of 100. No certifications or third-party validations surfaced in AI responses, which limits the Buyer Trust dimension at 25 out of 100 and the AI Recommendation Rate at 0 out of 100. The biggest opportunity for improvement is the AI Recommendation Rate dimension; the Improvement Roadmap below lists concrete supplier-executable actions ranked by expected score uplift.
AI engine breakdown
One row per AI engine. Aggregates identity, sourcing, trust, and verdict queries.
| AI Engine | Found | Sentiment | Rating | Products mentioned | Certifications |
|---|---|---|---|---|---|
| Gemini 2.5 Flash | 0 / 4 | not found | n/a | None | None |
| DeepSeek | 0 / 4 | not found | n/a | None | None |
| GPT-4o mini | 0 / 4 | not found | n/a | None | None |
| Claude Haiku | 1 / 4 | negative | n/a | None | None |
Improvement Roadmap
Concrete actions to lift this supplier's Signal Score, ranked by impact. Generated from the latest audit.
- 1
Establish a verified LinkedIn profile
+10 ptsCreate and maintain a verified LinkedIn profile for Sparkling Frog to enhance discoverability. This helps establish credibility and provides a reliable source of information for AI systems.
Identity & PresenceLow effort
- 2
Publish an official website
+15 ptsDevelop and launch an official website showcasing Sparkling Frog. A dedicated site increases online visibility and provides a foundation for AI data collection.
Digital FootprintHigh effort
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<a href="https://signal.reevol.com/supplier/sparkling-frog-hk"><img src="https://signal.reevol.com/api/og/badge/sparkling-frog-hk" alt="Sparkling Frog AI Visibility Score on Reevol Signal" width="320" height="100"></a>Other Food & Beverage suppliers in HK
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