Model optionality
No platform or model lock-in, reducing dependency on a single provider.
Model customization
Fine-tuned LLMs and SLMs trained on your domain.
Knowledge integration
Direct connection to your internal data sources.
Interface flexibility
Chatbot, search, or fully agentic—your choice.
Multimodal processing
Text, speech, and scanned documents supported.
Contextual evaluation
Benchmarked against your real-world use cases.
Context grouping
Preserve document structure during retrieval.
Hybrid search
Semantic & keyword search combined for accuracy.
Metadata boosting
Prioritize files using custom metadata signals.