retrieval-augmented generation with document parsing
Enables querying and reasoning over enterprise documents by parsing PDFs, contracts, and regulatory files, then retrieving relevant context to augment LLM responses. Supports financial documents, legal contracts, and compliance materials with specialized parsing for structured and unstructured content.
multi-model orchestration and swapping
Allows switching between different language models (open-source and proprietary) within the same deployment without code changes or redeployment. Enables A/B testing, cost optimization, and vendor independence by abstracting model selection at runtime.
cost estimation and usage tracking
Provides transparent pricing visibility and cost tracking for API usage, model inference, and fine-tuning operations. Enables budgeting, cost allocation, and optimization recommendations based on usage patterns.
model evaluation and benchmarking
Provides tools for evaluating and comparing model performance on custom datasets and benchmarks. Enables quantitative assessment of model quality, accuracy, and suitability for specific tasks before production deployment.
document classification and extraction
Automatically classifies documents into categories and extracts structured information from unstructured text. Supports financial documents, contracts, regulatory filings, and other enterprise documents with domain-specific extraction rules.
fine-tuning and domain-specific model customization
Enables training and customizing language models on enterprise-specific data to improve performance on domain tasks. Supports creating specialized models for financial analysis, legal document review, healthcare applications, and other vertical-specific use cases.
data residency and compliance control
Provides enterprises with full control over where data is processed and stored, enabling deployment in specific geographic regions or on-premises infrastructure. Supports HIPAA, SOC2, and other regulatory compliance requirements by ensuring data never leaves designated boundaries.
api-based model inference and integration
Provides REST/gRPC APIs for querying language models in production environments. Enables seamless integration with existing enterprise applications and workflows through standardized API endpoints with configurable parameters.
+5 more capabilities