Last refreshed 2026-05-27
Based on 4 AI engines across 1 buyer language.
AI Readiness pillars
How Fred The User Research Shepherd 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Fred The User Research Shepherd（一家市场调研供应商）的信息掌握尚不完整。综合近期查询结果，该公司总评分为100分中的55分（弱信号），其中最强维度为买家信任度，得分88分；最弱维度为AI推荐率，得分仅30分。在测试的4个AI引擎中（GPT-4o mini、Claude Haiku、gemini-2.5-flash、deepseek-chat），有1个引擎在身份识别、采购来源及信任度提示方面返回了关于该公司的实质性信息。AI呈现的产品包括：用户研究、可用性测试、主题分析。AI引用的认证及信任指标包括：GDPR（通用数据保护条例）、SOC 2 Type II（服务组织控制2型二级认证）。当前最大的改进机会在于AI推荐率维度，下方的改进路线图按预期得分提升幅度列出了供应商可执行的具体措施，并已按优先级排序。
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 | 1 / 4 | positive | n/a | user research, usability testing, thematic analysis | GDPR, SOC 2 Type II |
| GPT-4o mini | 0 / 4 | not found | n/a | None | None |
| Claude Haiku | 0 / 4 | not found | n/a | None | None |
Improvement Roadmap
Concrete actions to lift this supplier's Signal Score, ranked by impact. Generated from the latest audit.
- 1
Create web schema for improved discoverability
+12 ptsImplement structured data markup on your website using schema.org to enhance search engine visibility. This will help AI systems better identify and categorize your company, increasing discoverability and overall identity score.
Identity & PresenceMedium effort
- 2
List your company on major directories
+10 ptsEnsure your company is listed in major business directories such as Google My Business, LinkedIn, and industry-specific directories. This will strengthen your online presence and improve your identity score by making it easier for AI to find your business.
Identity & PresenceLow effort
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