Private LLM Deployment

Private LLM HostingBuilt for Enterprise.

Stop sending your proprietary data to public API endpoints. Vistaran deploys production-grade LLMs inside your private cloud with full data sovereignty, zero egress risk, and compliance built in.

  • Zero data egress your data never leaves your VPC
  • 68% lower latency via TensorRT-LLM & AWQ quantization
  • HIPAA, GDPR & SOC 2 compliant by architecture
0%
Data Leakage
0%
Latency Reduction
0%
Data Sovereignty
PUBLIC ZONEExternal APIUNSECUREDFIREWALLISOLATEDSECURE VPC/VNET1. API GATEWAYvLLM Inference2. GPU CLUSTEREC2 / AKS / GKE3. PRIVATE DATAVector & SQL4. MODEL STORAGEFine-Tuned Weights
AWQ Quantized
4-Bit Kernel Memory Boost
0.0s Data Egress
Secure Firewall Isolated
The Security Paradigm

The Hidden Risks of Public AI APIs

Using commercial AI APIs poses massive risks for the modern enterprise. Prompt data leakage, compliance breaches, and escalating per-token fees demand a transition.

⚠ OUTBOUND_RISK
Commercial APIs (ChatGPT / Claude)SYSTEM_EXPOSURE_INTEGRITY: LOW
Zero Data Control & IP Leakage
IP_EXPOSURE
Every prompt, customer record, and line of proprietary code you send is processed and logged on external servers.
Regulatory Compliance Violation
COMPLIANCE_FAIL
Transmitting sensitive details over external endpoints triggers compliance breaches against HIPAA, GDPR, and SOC2.
Spiraling token costs at scale
COST_SPIKE
Pay-per-token models create highly unpredictable, skyrocketing API invoices as your traffic grows.
Risk of API model deprecations
DEPRECATION
Sudden version upgrades or deprecations by OpenAI/Anthropic can disrupt your downstream pipelines without warning.
🔒 SOVEREIGN VPC
Vistaran Private HostingSYSTEM_SECURE_INTEGRITY: NOMINAL
Absolute Data Sovereignty
100%_SOVEREIGN
Your data never leaves your secure Virtual Private Cloud (VPC). Zero risk of your IP being used to train third-party public models.
Passes strict audits natively
AUDIT_NATIVE
Since the server is fully confined within your firewall, you automatically preserve security standards (HIPAA, GDPR, SOC2).
Predictable inference economics
PREDICTABLE_OPEX
Stop paying per-token. With private GPU infrastructure, inference costs become a predictable, fixed compute expense.
Lock-in Free Model Control
ZERO_LOCK_IN
Deploy highly capable open-weight models (like Llama 3, Mistral, and Qwen) or your own fine-tuned custom models and own them forever.
Pro Tip: We can optimize your private compute resources by deploying our fine-tuned custom models designed to hook into your internal databases and applications.
Cloud Freedom

Deploy AI Where Your Business Already Lives

We don't lock you into a proprietary black box. Vistaran is fully cloud-agnostic our MLOps team deploys optimized inference servers directly inside your environment.

Amazon Web Services
AWS Cloud VPC

EC2 H100/A100 instances, EKS Kubernetes, and SageMaker inside your protected VPC boundary.

Microsoft Azure
Azure VNet Integration

Deployed inside Azure VNets using AKS and private endpoints, within your existing ecosystem.

Google Cloud
GCP Kubernetes Engine

GKE with TPU/GPU compute, secure private IAM, and VPC-native configurations within your project.

Physical Center
On-Premise & Bare Metal

Fully air-gapped, internet-free deployments for defense, healthcare, and banking on your physical rack.

vistaran-mops-orchestrator.sh
LIVE
AWSAzureGCPOn-Prem
1import vistaran_ops as vops
2# Instantiate secure VPC node deployment
3cluster = vops.ClusterConfig(
4provider="AWS",
5isolated_vpc=True, region="us-east-1"
6)
7vops.deploy_private_llm(
8model="Llama-3-70B-Instruct",
9optimization="TensorRT-LLM-4bit-AWQ",
10redundancy="Multi-AZ-Active-Active"
11)
[18:02:43]VPC secure firewalls initialized...
[18:02:45]Quantized model mapped to 8x H100 Tensor Cores
[18:02:47]https://llm.internal-vpc.net/v1
[18:02:49]✓ Cluster healthy. Zero egress confirmed.
$orchestrate --verify --provider aws
AWSAzureGCPOn-Prem
Engineering Rigor

Engineered for Speed, Scale, and Reliability

Deploying a model is easy. Deploying an LLM cluster that can process thousands of concurrent enterprise requests with sub-second latency and zero failures requires rigorous infrastructure engineering.

vLLM TELEMETRY CONSOLE
STREAM_ID: #INFERENCE_OPT
INFERENCE LATENCY WAVEAvg: 8.2ms
TOKEN THROUGHPUT1,840 t/s
GPU VRAM ALLOCATION78%
GPU TENSOR CORES MATRIXDGX-A100_NODE
QUANT_SHARDS: 32/32 ONLINESYS_TEMP: NOMINAL
CORE_TEMPERATURE64°C
INFERENCE_LATENCY8.2ms
PIPELINE_ENGINEvLLM_AWQ
QUANT_CORE4-BIT_AWQ
01

Advanced Inference Optimization

We don’t just load a model; we accelerate it. We utilize cutting-edge inference engines (vLLM, TensorRT-LLM, TGI) and quantization techniques (AWQ, GPTQ) to maximize token speeds while reducing GPU VRAM compute needs.

02

Auto-Scaling GPU Clusters

AI workload spikes are unpredictable. We engineer auto-scaling Kubernetes configurations that spin up extra GPU resources during peak usage and gracefully scale down during idle hours to slash your overhead costs.

03

Secure API Gateways

We wrap your private LLM inside highly secure, OpenAI-compatible API gateways. This makes downstream migration friction-free, as your developers can use the exact same code wrappers they already use today.

04

Continuous MLOps & Monitoring

Total visibility over your models. We hook up detailed Grafana and Prometheus dashboard pipelines to track token generation latency, GPU thermal metrics, token count costs, and data drift in real time.

Zero Compromise

Bank-Grade Security Built for Compliance

We architect air-tight, private environments designed to seamlessly pass your security officer's strictest internal audits.

01

Air-Gapped Privacy Options

Need complete hardware segregation? We construct air-gapped deployments entirely disconnected from the public web, locking down sensitive defense or medical pipelines.

02

IAM & Role-Based Access

Strictly manage who and what can query your LLMs. Full synchronization with your active identity providers (Okta, Active Directory, OAuth) backed by rigorous RBAC control.

03

Regulatory Compliance Support

Because your data never leaves your VPC network boundaries, you easily satisfy and preserve hard regulatory standards: HIPAA, SOC 2 Type II, GDPR, and ISO 27001.

Infrastructure Audit

Take Ownership of Your
AI Infrastructure

Speak with our Cloud AI Architects today. We will evaluate your compute workloads, calculate optimized GPU memory usage, and engineer a custom deployment schematic for your secure cloud.

100% Data SovereigntyZero Data LeakageSOC 2 & HIPAA CompatiblePredictable OpEx Costs
WHY VISTARAN?
Direct deployment inside AWS VPC / Azure VNet
TensorRT-LLM & AWQ quantization speeds
Zero external server prompt Logging