Sovereign open-source AI infrastructure. Enterprise-vetted, production-tested LLMs running natively inside your private cloud perimeter — with intelligent hybrid fallback when frontier reasoning is required.
Vetted, fully optimized, production-tested open-source models — Llama, Mistral, and curated fine-tunes — running natively inside your enterprise private cloud perimeter. Zero data egress. Zero dependency on external APIs for core workloads.
Smart routing that keeps compute cheap and local by default. When a task demands extreme reasoning capability beyond local model thresholds, Box automatically queries frontier cloud APIs — with full audit trail of every external call made.
A curated catalog of vetted models with security profiles, capability benchmarks, and compliance certifications. Every model in the Box registry has been evaluated against enterprise security and data privacy requirements.
Secure fine-tuning workflows that never expose proprietary training data outside your perimeter. Domain-adapt foundation models to your terminology, workflows, and regulatory context — on your hardware, under your control.
Hardware-aware serving configurations for GPU, NPU, and CPU deployments. Box automatically applies quantization, batching, and caching strategies to maximize throughput per compute dollar spent across your infrastructure.
Architecture patterns aligned with India's DPDP Act 2023, GDPR, and sector-specific data residency requirements. Box is designed by teams that have navigated GRC at large-scale regulated enterprises.
Our Forward Deployed Engineers will architect Vyuha Box inside your perimeter from day one.
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