The Intelligent
Core.
Control your models. Not the other way around. Avoid lock-in and choose the best model for every request in real time.
Performance without Compromise
Models vary in cost, speed, safety, and capability. Hard-coding a model creates vendor lock-in and unpredictable spend. The Intelligent Core chooses the right model for every request — automatically, deterministically, and according to your policies.
Core Logic
All three layers evaluate every request in under 1ms.
1. Policy Layer
- PII detection
- Data residency rules
- Compliance constraints
- Allowed/blocked providers
2. Performance Engine
- Latency scoring
- Historical success rate
- Model-specific strengths
- Load balancing
3. Cost Optimization
- Tiered routing by budget
- Low-cost for high-volume
- High-precision for critical
- Forecasting & spend control
Connect to every major model provider
Bring your own keys. No lock-in.
A unified data layer for your entire AI stack
The data layer connects files, databases, and knowledge sources to your agents and applications. It automates ingestion, chunking, embedding, indexing, and retrieval — all inside your private cloud.
Universal Ingestion
Google Drive, SharePoint, S3, Snowflake, Postgres, APIs. Automatic file watchers and version-aware ingestion.
Retrieval Engine
High-performance vector search, Hybrid search (BM25 + embeddings), Document metadata filters, Deterministic scoring.
Embedding Pipeline
Automatic chunking, Provider-agnostic embedding models, Re-embedding lifecycle management.
Data Governance
PII scanning on ingest, Access controls, Data lineage, Audit logging.
Local Models & Private Deployment
Route sensitive or regulated data to private models running in your own VPC or on-prem GPUs. Ensure data never leaves your secure boundary.
End-to-End Observability
Monitor routing decisions, latency patterns, model performance, and cost impact from a unified dashboard.
- Requests by provider
- Decision tree for each request
- Spend per model
- Error and fallback events
- PII-sensitive routing events