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At a Glance

Key details about this service to help you decide. Generated by Zinn Hub, not the seller.

Deployment Target

Vertex AI & Cloud Run
Models are deployed to Google Cloud's managed infrastructure, giving you scalable, production-ready endpoints rather than ad-hoc server setups.

GPU Options

T4, L4, A100 Supported
The provider selects and provisions the appropriate GPU tier based on your model's VRAM requirements, covering a range from lightweight classifiers to large LLMs.

Security Approach

VPC-Native Private Endpoints
Deployments are configured with VPC-native networking, meaning your model API is not publicly exposed and is accessible only through secure, controlled channels.

What You Receive

Live Endpoint + Python Test Script
Delivery includes a containerised, running API endpoint plus a ready-to-use Python script to verify the deployment, so integration into your app can begin immediately.

Full Description

**The Problem**

You found a great model on Hugging Face (Llama 3, Mistral, BERT), but production deployment is challenging. Struggling with **GPU provisioning, Docker**, or exposing secure APIs is blocking your progress.

**Our Solution**

Zinn Digital ™ are Google Cloud experts based in London, England. We deploy **Hugging Face** models to scalable, production-ready environments on **Vertex AI** or **Cloud Run**. We handle containerisation, GPU selection (T4, L4, A100), and API security, providing a private endpoint ready for immediate use.

**Why Choose Zinn Digital ™?**

We don't simply "run scripts" – we optimise for cost and latency. We ensure secure (VPC-native) deployments. From simple classifiers to massive LLMs, we build infrastructure that scales with your business requirements.

**Our Process**

1. **Discussion:** Send us the model link.
2. **Assessment:** We verify RAM/VRAM and estimate costs.
3. **Deployment:** We containerise and deploy to a secure endpoint.
4. **Testing:** We provide a Python script to test the API.

**Every project is unique. Please message us before ordering so we can discuss your requirements and create a bespoke offer.**


This Zinn Will Include (Expert Consultation & Strategy)

In this package, I offer a 45-minute consultation to help you understand and navigate GCP VertexAI

Delivery: 2 days

Revisions: 0

Includes:

• Integration of an AI model to existing app


Upgrade Options

Choose an upgrade addon to get more features:

FeatureBasicBoost UpgradePremium Upgrade
Delivery2 days5 days10 days
Revisions000
Integration of an AI model to existing app
Detailed code comments
Additional Revision
Include source code

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Extra Information

Chat With Us

Chat On Telegram:https://t.me/ZinnDigital

Customer Reviews

See what our customers say about this Zinn

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Very knowledgeable VertexAI expert that answered all my questions and even gave me insights that were useful for me but I haven't specifically asked aout.

Umair is by far the best person that we have worked with on Zinn Hub. He was exceptional at understanding our project's unique requirements. He went above and beyond. I would recommend him for any AI project.

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Deploy Hugging Face Models

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