Reflector Bio SEO & AI Visibility Audit
Reflector Bio is a biotechnology company developing precision medicines for autoimmune and inflammatory diseases. It uses engineered T cell therapies and novel drug discovery platforms to create targeted treatments that address root causes of disease in patient populations with limited therapeutic options.
Overall Scores
| Area | Score | Grade |
|---|---|---|
| SEO | 65% | C |
| AEO (AI Visibility) | 26% | F |
| E-E-A-T | 28% | F |
| Combined | 46% | — |
Fastest way to fix your site is to use our Custom Connector for Claude Desktop, or other IDEs.
E-E-A-T Breakdown
| Signal | Score | Issue |
|---|---|---|
| Trustworthiness | 40% | No about/team page, social profiles, or LinkedIn links detected, No privacy policy link detected, 7 security headers missing, No terms of service link detected, 1/4 contact signals found |
| Expertise | 27% | 30 words, 1 headings, 0 outbound links |
| Authoritativeness | 20% | No Organization JSON-LD schema found, No JSON-LD schema types detected, No third-party review or trust signals detected |
| Experience | 6% | No social proof signals detected, Freshness issues, Found 1 headings, No first-hand experience signals detected |
Stobo finds what's broken and generates the fixes
Try these in Claude Desktop
stobo my site: reflector.bio
stobo this article: reflector.bio/blog/my-article
Generate a robots.txt for reflector.bio
stobo my blog: reflector.bio/blog
Recommendations
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llms.txt not found (HTTP 404) AEO
Create an llms.txt file so AI models can understand what reflector.bio does. Stobo generates one automatically.Generate an llms.txt for reflector.bio -
No opening content found AEO
Add a direct answer in the first 40-60 words of the page. AI engines pull from the opening paragraph.stobo this site: reflector.bio -
Freshness issues: no date signals found AEO
Add date markup (datePublished, dateModified) so AI engines know content is current. Stobo generates the JSON-LD.Generate freshness code for reflector.bio
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Frequently asked questions
- Why doesn't my site have any date information showing when content was published?
- Your site lacks date signals that tell search engines when content was created or updated. This hurts freshness scoring in search results. Add publication dates, last modified dates, or structured data timestamps to your pages.
- What is llms.txt and why is it missing from my website?
- Your site returns a 404 error for llms.txt, a file that helps AI systems understand your content better. This file provides instructions for language models on how to process your site's information for AI-powered search features.
- Why can't search engines find clear opening content on my pages?
- Your pages lack identifiable opening content that directly answers user queries. Search engines need clear, upfront answers to feature your content in direct answer boxes and AI-generated responses. Add concise opening statements to each page.
- How do missing dates affect my website's search engine performance?
- Without date signals, search engines can't determine content freshness, which impacts rankings for time-sensitive queries. Your content appears outdated even if it's current. Add visible dates and structured markup to show content recency.
- What happens when my website pages don't have H1 tags?
- Missing H1 tags prevent search engines from understanding your page's main topic. This hurts your rankings and click-through rates. Every page needs exactly one H1 tag that clearly describes the page's primary subject.