AI Platform / Stack

AI Platform / Stack

The Purpose-Built AI Stack for Enterprise. One unified platform connecting every layer from raw compute to production applications.

Four layers.
One coherent platform.

AI complexity comes from disconnected tools. ThinkVault's platform integrates every layer into a single, observable, secure system — so your engineers spend time building, not plumbing.

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Layer 4
Applications

Your AI-powered products and workflows — internal tools, customer-facing apps, automated pipelines. Built on ThinkVault APIs with full observability.

Layer 3
Platform

Model serving, API gateway, vector databases, RAG pipelines, prompt management, evaluation frameworks, and monitoring dashboards.

Layer 2
Models

Open-weight models (LLaMA, Mistral, Falcon, Mixtral, Phi-3, Gemma) plus your custom fine-tuned variants. Full weight ownership. No model-as-a-service dependency.

Layer 1
Infrastructure

Dedicated GPU clusters, bare-metal compute, private cloud networking — isolated, compliant, and performant. The foundation everything above relies on.

Built for production AI

Every feature of ThinkVault's platform is designed for enterprises running AI at scale with non-negotiable security requirements.

Real-Time Observability

Full telemetry across every layer: GPU utilization, inference latency, token throughput, error rates, and cost per request. Integrated dashboards with alerting, anomaly detection, and 90-day data retention.

Unified Model Registry

Version-controlled model registry with lineage tracking, A/B deployment capabilities, and rollback. Deploy new model versions without downtime. Compare performance across model versions in production with traffic splitting.

Auto-Scaling Inference

Dynamic horizontal scaling of inference workers based on queue depth and latency SLOs. Scale to zero during idle periods to minimize cost. Configurable minimum guarantees for always-on production endpoints.

Enterprise Security Controls

Role-based access control, API key management, request auditing, PII detection and redaction at the platform layer, encrypted model storage, and SIEM integration for security event forwarding.

One platform.
Your entire AI stack.

See how ThinkVault's AI Platform unifies your infrastructure, models, and applications into a single production-ready system.