Core Platform Features

Everything You Need to Own Your AI

A complete platform to connect, deploy, monitor, and scale open-source AI models on your own GPU infrastructure — with data that never leaves your server.

1-Click Model Deployment

Browse the Model Marketplace and deploy Llama 3, Mistral, Qwen or any compatible model directly to your GPU server. TensorPanel handles Docker/vLLM setup automatically.

  • 50+ Curated Open-Source Models
  • VRAM compatibility checker

100% OpenAI API Parity

Drop-in replacement for OpenAI endpoints. Works with LangChain, LlamaIndex, and any library built for OpenAI — change one line of code, migrate instantly.

openai.base_url = "https://tensorpanel.talivio.com/v1"

TensorAgent — The Local Bridge

Our lightweight Go-based agent is installed on your GPU server. It streams real-time metrics, manages Docker containers, and acts as a local API gateway so your prompts never touch our servers.

  • Zero prompt data passes through TensorPanel
  • Installs in one curl command

Real-Time GPU Monitoring

Live telemetry from every GPU in your cluster. Monitor VRAM utilization, GPU temperature, CPU load, and RAM overhead — streamed via WebSocket. Get alerted on Discord or Email when things go wrong.

VRAM
24.2 GB
Temp
62°C
RAM
128 GB
CPU
42%
GPU Utilization 78%
VRAM Utilization 61%
All systems operational

Multi-Tenancy & Teams

Isolate workloads across multiple teams. Issue scoped API keys with rate limits and budget caps per team. Full RBAC: Owner, Admin, Billing, Chat-Only.

  • Isolated Namespaces per Tenant
  • Role-Based Access (RBAC)

Two Mobile Apps

TensorMobile ships as two separate apps: an Admin app for server/model monitoring and control, and a Client Chat app your team uses as their Private ChatGPT.

Admin App
Monitor servers, manage models
Client Chat App
Private ChatGPT for your team

Data Sovereignty

Your prompts and AI responses NEVER pass through TensorPanel servers. Only metrics and control commands travel through our platform. Full GDPR & KVKK compliance by design.

  • GDPR & KVKK Compliant
  • Audit logs & SSO (Enterprise)
Advanced Capabilities

More Than Just Deployment

Fine-tune, benchmark, monetize, and govern your AI infrastructure from a single platform.

Model Fine-Tuning

Adapt any open-source model to your domain. Run LoRA or full fine-tuning jobs directly on your GPU server. Track training progress in real time and deploy your fine-tuned model instantly.

  • LoRA & full fine-tuning support
  • Live training loss streaming
  • One-click deploy after training

Model Benchmarking

Run standardized performance benchmarks against any deployed model. Measure tokens/sec throughput, latency percentiles, and memory usage so you can pick the right model for your workload.

  • Tokens/sec & latency metrics
  • Compare models side-by-side

AI Bundle Packages

Pre-configured AI stacks for common use cases. Deploy a full RAG pipeline, code assistant, or document summarizer in one click — model, prompt template, and API endpoint included.

  • Pre-configured model + prompt stacks
  • RAG, coding, summarization bundles

API Key Management

Generate per-project API keys with granular rate limits (RPM) and monthly token budgets. Track usage per key, revoke instantly, and hand separate keys to different teams or customers.

  • Per-key RPM & monthly token caps
  • Real-time usage analytics per key
  • Instant key revocation

Developer Portal

A dedicated portal for developers to create and manage personal access tokens, explore the REST API, and integrate TensorPanel into their own applications and CI/CD pipelines.

Authorization: Bearer tp-xxxxxxxxxxxx

Usage Analytics

Understand exactly how your AI infrastructure is being used. Token consumption trends, top endpoints, per-user and per-model breakdowns — all in one dashboard.

  • Token usage by model & user
  • Cost vs. OpenAI comparison

GPU Provider Marketplace

Don't have your own GPU server? Connect your RunPod, Vast.ai, Lambda Labs, or TensorDock accounts and manage all your cloud GPU instances from TensorPanel's unified control panel. Compare prices across providers and deploy to the cheapest available instance in one click.

  • RunPod
  • Vast.ai
  • Lambda Labs
  • TensorDock
RTX 4090 × 1
RunPod · Spot
$0.39/hr
A100 80GB × 2
Vast.ai · On-demand
$2.10/hr

Private Chat Interface

A built-in ChatGPT-like interface for your team — on the web and on mobile. All conversations stay on your server. Share it with your team as a fully private, on-premise AI assistant.

  • Conversation history & search
  • Streaming responses (SSE)
  • Custom system prompts per chat

Alert Rules & Notifications

Set threshold-based alert rules for GPU temperature, VRAM usage, model error rates, or token budget burn. Get notified instantly via Email or Discord when something needs attention.

  • Custom threshold rules
  • Email & Discord webhooks

Enterprise Security Controls

Restrict panel access to approved IP ranges with IP whitelisting. Log every action with tamper-evident audit trails exportable for GDPR/KVKK compliance reviews. SAML 2.0 SSO for enterprise identity providers.

  • IP Whitelist per company
  • Full audit log export (KVKK/GDPR)
  • SAML 2.0 SSO

Architecture Built for Privacy

Control plane (management & billing) passes through TensorPanel. Data plane (AI inference) stays on your server. This architectural guarantee is what makes TensorPanel unique.

Encrypted Agent Tunnel Zero-Trust Network Agent Health Monitoring
Your Browser
/ Mobile
TensorPanel
Control Plane
Metrics only
Your GPU
Server
AI inference here
AI Data Flow: Browser → Your Server (Direct)

Ready to own your AI infrastructure?

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