Healthcare & Pharmaceuticals
🟢 SERP-Grounded (Light Telemetry)
Akoya Biosciences
Programmatic AI Search & Model Visibility Audit
Share of Model (SOM)The percentage of time frontier AI models (ChatGPT, Claude, Gemini) recommend this brand for high-intent category queries.
10.0%
+3.0% 30-Day MomentumThe rolling 30-day change in algorithmic Share of Model. Positive momentum indicates increasing AI mindshare.
🧠 Neural Valency:NeutralThe contextual sentiment of the AI's recommendation. 'Dominant' implies strong conviction, while 'Vulnerable' implies the model heavily conditions its recommendation.
Algorithmic Threat Detection
Primary Competitor Threat
Standard BioTools
Competitor Displacement Rate
7.0%
Competitors are displacing Akoya Biosciences in 7.0% of high-intent buyer queries.The frequency at which AI models actively suggest a competitor as a superior alternative to this brand.
Algorithmic Rationale: Akoya Biosciences is gaining traction in spatial biology but faces competition from established players with broader single-cell analysis platforms.
Missing AI Citations:High-authority domains (e.g., Reddit, G2) that models cite to justify recommending competitors, where this brand currently lacks presence.
[standardbiotools.com][10xgenomics.com]⚠️ Identified Vulnerability:Platform Integration
Primary Threat Identified:Standard BioTools
Target Persona:Genomics Researchers
🚨 Threat Velocity:5/10An algorithmic urgency score (1-10) indicating how rapidly competitors are capturing this brand's historical AI search share.
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