Independent AEO Audit

seracare.com AI Visibility Report — 43% Score

A snapshot of how often major AI assistants mention seracare.com when answering buyer questions, plus a breakdown of the entity signals that drive those mentions.

Last audited May 8, 2026 · Powered by Rank Monster
Overall AI Visibility
43%
Per-engine breakdown
Claude
20%
ChatGPT
40%
Gemini
40%
Perplexity
80%
Copilot
40%
Grok
40%
Test Methodology

5 search queries tested across 6 AI engines (30 total queries) on May 8, 2026.

ClaudeChatGPTGeminiPerplexityCopilotGrok
Entity & Indexing Presence
The 8 highest-leverage AEO signals. Each measures whether seracare.com is known to a platform LLMs train from or cite.
0/100
  • GoogleGoogle not checked
  • BingNot found on Bing
  • Brave SearchNot found on Brave Search
  • WikipediaNot found on Wikipedia
  • WikidataNot found on Wikidata
  • Wayback MachineWayback Machine not checked
  • IndexNowNot found on IndexNow
  • Google Knowledge GraphGoogle Knowledge Graph not checked
Tracked Competitors
Brands seracare.com is benchmarked against in the Rank Monster dashboard.
bio-rad.comthermofisher.comzeptometrix.commicrobiologics.com
Tested Searches
5 prompts tested — 5 mentioned at least once.
What are NGS reference standards exactly?
awareness·
ClaudePerplexityGeminiGrokCopilotChatGPT
Which quality control materials for tumor profiling?
awareness·
ChatGPTGrokGeminiPerplexityCopilotClaude
seracare.com versus Bio-Rad for assay validation?
awareness·
GeminiCopilotClaudeGrokPerplexityChatGPT
Best immunoassay reagents for OEM assay development?
awareness·
ClaudeGrokPerplexityCopilotChatGPTGemini
How do I validate NGS assay performance?
awareness·
GeminiChatGPTPerplexityCopilotGrokClaude
Proof of Citation
Perplexity

What are NGS reference standards exactly?

**NGS reference standards are well-characterized, stable genetic materials (e.g., DNA from cell lines, synthetic spike-ins, FFPE samples, or circulating cell-free DNA) used to calibrate, validate, optimize, and quality-control next-generation sequenc...

Grok

Which quality control materials for tumor profiling?

For tumor profiling, which typically involves genomic, proteomic, or molecular analysis of tumors (e.g., via NGS, PCR, or IHC), quality control materials are essential to ensure accuracy and reproducibility. Here are some key types and examples: ###...

Gemini

Which quality control materials for tumor profiling?

Quality control (QC) materials are essential for ensuring the accuracy, reliability, and reproducibility of tumor profiling assays, which are crucial for personalized cancer treatment and diagnosis. These materials help validate and monitor the perfo...

Perplexity

Which quality control materials for tumor profiling?

# Quality Control Materials for Tumor Profiling Based on the search results, here are the main types of quality control materials (QCMs) available for tumor profiling: ## **Types of QCMs** 1. **Circulating Tumor DNA (ctDNA) Materials** - Plasma...

Copilot

Which quality control materials for tumor profiling?

Quality control (QC) materials for tumor profiling often include well-characterized reference materials to ensure the accuracy, reliability, and reproducibility of molecular diagnostics. Common QC materials include: 1. **Synthetic DNA/RNA Standards*...

Gemini

seracare.com versus Bio-Rad for assay validation?

Both SeraCare (now part of LGC Clinical Diagnostics) and Bio-

Target Audience
Who seracare.com serves — context for the search queries tested.
Decision Makers
Clinical laboratory directorsIVD assay developers and OEMsMolecular diagnostics companiesNGS laboratory managersResearch and development scientistsQuality assurance professionals in diagnostics

seracare.com AI Visibility Analysis

Answer Engine Optimization (AEO) measures how often AI assistants cite your brand when answering real buyer questions. Unlike SEO, AEO isn't about ranking on a blue link — it's about being the answer.

A 43% score means, on average, seracare.com was mentioned in 43 out of every 100 relevant AI responses we tested. The industry benchmark for a well-optimized brand is 60% and up. Most brands score below 20% on their first audit.

The entity-presence checks above drive most of this score. LLMs are trained on — and cite from — Wikipedia, Wikidata, Bing, Brave, and the Google Knowledge Graph at disproportionate rates. Missing from one of those? You're likely missing from the answer.

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