The algorithm, data sources, sample limitations, and update mechanism behind the SilkGeo AI Visibility Score (Y-AIV) are fully transparent. We believe only explainable scores are valuable.
The Y-AIV Score is a composite score measuring brand visibility across AI platforms, ranging from 0 to 100. It is based on 7 dimensions, each with independent data sources and calculation methods.
| Dimension | Weight | Description |
|---|---|---|
| Mention Rate | 20% | Frequency of brand being mentioned in AI responses |
| Recommendation Rate | 20% | Frequency of AI proactively recommending the brand |
| Citation Rate | 20% | Frequency of AI responses citing brand-related sources |
| Brand Accuracy | 15% | Alignment between AI descriptions and brand facts |
| Share of Voice | 10% | Brand's share of AI mentions within its industry |
| Authority | 10% | Authority level of cited sources |
| Trend | 5% | Score change direction over the observation period |
Each sub-dimension is normalized to a 0-100 score, then weighted and summed to produce the final Y-AIV Score.
Number of queries where the brand is mentioned in AI responses / total queries. Mention detection uses an Ensemble method: exact match + alias match + entity match + embedding similarity + LLM verification, outputting a confidence score.
Number of queries where AI proactively recommends the brand / total recommendation-type queries. Recommendation ≠ mention: only counted when AI explicitly suggests the user choose the brand.
Number of queries where AI responses cite brand-related sources / total queries. Citation detection extracts URLs from raw responses, normalizes domains, deduplicates, and classifies them.
Compares AI brand descriptions with official brand information (website / Wikidata / Schema.org), calculating factual deviation rate. Deviation types include: founding date, product category, target audience, headquarters location, etc.
Brand AI mentions / total AI mentions of all brands in the same industry. Can be sliced by industry / country / language / AI platform / prompt type.
Weighted authority score of cited sources. Source types include: Official Website / News / Wikipedia / Reddit / YouTube / Social / Review / Academic / Government, each with different base weights.
Change in current period score vs previous period score. Positive indicates upward trend, negative indicates decline.
Every core data record includes the following metadata:
Raw AI responses are permanently preserved, ensuring that historical data can be re-parsed when algorithms are upgraded in the future.
以下数据由系统实时聚合，反映当前平台真实运行规模：
数据来自站内实时聚合（/api/v1/unified/*），仅展示计数，不含任何关键词原文。
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