Use Cases

AI Infrastructure for Every Stage

From first prototype to production to sovereign deployment — Hoonify AI covers the full product lifecycle.

Developer
Stage: Build

Prototyping & Model Evaluation

Test any model the day it ships

Spin up any open model instantly. No provisioning, no waiting, no lock-in. Swap models with a single parameter change using the same OpenAI SDK you already have.

  • Same-day access to new model releases
  • Benchmark models side-by-side — no code changes
  • Pay per token, no commitment or pre-provisioning
  • 12+ models available including DeepSeek R1 0528, Qwen 3.5, Llama 4
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Product
Stage: Build → Scale

AI-Powered SaaS Features

Embed AI into your product, not your ops team

One API endpoint, any open model, zero infrastructure to manage. Your development endpoint is your production endpoint — serverless inference auto-scales to match traffic.

  • OpenAI-compatible — no SDK changes required
  • Auto-scales to any request volume
  • We don't train on your users' data
  • Upgrade to dedicated capacity as you grow
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Enterprise
Stage: Scale

Internal AI Assistants & Copilots

Power internal tools with open models

Replace expensive proprietary APIs with open models for internal automation, knowledge retrieval, and developer tooling. All without your employees' queries leaving a controlled environment.

  • Use any open model — DeepSeek, Qwen, Llama
  • Zero data retention — queries stay private
  • Dedicated capacity for latency-sensitive workflows
  • VPC endpoints for network isolation
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Engineering
Stage: Build

Batch Processing Pipelines

Process large datasets without pre-provisioning

Auto-scaling inference that matches your throughput. Whether you're processing documents, generating embeddings, or running evaluation datasets — pay only for what you use.

  • Auto-scales from 0 to high throughput
  • Parallel request handling built in
  • Cold starts measured in seconds
  • Switch models mid-pipeline without code changes
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Enterprise
Stage: Scale

Enterprise AI Applications

Production-grade inference with SLA guarantees

Reserved GPU capacity with guaranteed throughput and SLA-backed uptime. For production workloads where latency variability isn't acceptable.

  • Reserved GPU pool — no noisy neighbors
  • Guaranteed throughput and latency SLAs
  • Isolated workloads, private endpoints
  • Powered by TurbOS — proven in HPC environments
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Defense / Gov
Stage: Control

Defense & Government AI

AI inside your network, under your control

The full Hoonify AI stack deployed on your hardware — air-gapped, data sovereign, and supported by Hoonify. For organizations where no data can leave the network.

  • Air-gapped deployment for classified environments
  • Complete data sovereignty — zero external traffic
  • Custom model catalog from your own infrastructure
  • Hoonify installs, configures, and supports your deployment
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We don't train on your prompts. We don't sell your data.

Zero data retention on every inference request across all deployment tiers — serverless, dedicated, and private on-premises.

Get Started

Ready to build?

Start with serverless inference today or talk with us about dedicated and private deployment options.