Core Model Platforms
Major AI Engines We Optimize For
Our scoring pipeline continuously validates your brand visibility across the most influential generative AI assistants.
OpenAI
OpenAI, GPT-4, and GPT-5 are trademarks of OpenAI. AIEthos is an independent audit layer.GPT citation and answer-surface validation
Anthropic Claude
Claude is a trademark of Anthropic PBC. Referenced for compatibility mapping only.Long-context brand consistency testing
Google Gemini
Gemini is a trademark of Google LLC. Referenced for identification and compatibility purposes.Google ecosystem retrieval and grounding checks
Grok
Grok is referenced to indicate platform coverage and does not imply affiliation or endorsement.Real-time conversational visibility monitoring
Meta AI
Meta AI is referenced for compatibility testing and benchmarking in AIEthos workflows.Social graph-aware entity and authority testing
Proprietary AIEthos Engines
Ethos-Tron™ Scanner
Version 1.0Our flagship engine that simulates RAG (Retrieval-Augmented Generation) pathways to see how LLMs prioritize your content over competitors.
Learn more →Ethos-Glamdring™ Score
Version 1.0Our proprietary Logic Engine that analyzes data collected from the Core Scanner to generate a comprehensive 'GEO Readiness Score' and actionable insights.
Ethos-Semantic Patch-Gen
BetaAutomatically generates JSON-LD 'patches' that fix fragmented brand identities in the CommonCrawl dataset.
Learn more →Integrated Tools
Tavily AI
Integrated as an external search verification source in selected audit workflows.Real-time LLM Search Verification
Originality.ai
Used as a supporting signal in content-quality and originality checks.Content Neural Mapping
Schema.org Validator
Used to validate structured data conformance for machine readability.Technical Data Integrity
Perplexity API
Used for citation-path observation in retrieval and answer construction.Citation Flow Analysis
CommonCrawl Viewer
Used for historical dataset-level visibility and indexing investigations.Training Data Forensics
HuggingFace Models
Used for supplementary local-model comparison and stress-test scenarios.Local Sentiment Stress-Testing