Gemini + AI Studio

Generative AI platforms — Azure OpenAI · AWS Bedrock · GCP Gemini

Concept

Generative AI platforms provide foundational LLMs as a service. Each cloud has its own offering with varying models and capabilities.

Gen AI Platform

Azure OpenAI Service

Amazon Bedrock

Vertex AI Generative AI (Gemini)

Primary Models

GPT-4o, GPT-4, o1, GPT-3.5

Claude 3, Llama 3, Titan, Mistral

Gemini 2.5 Pro, Gemini Flash, PaLM 2

Playground

Azure AI Studio

Amazon Bedrock Playground

Google AI Studio

Code Generation

GitHub Copilot + Azure OpenAI

Amazon Q Developer

Gemini Code Assist

Embeddings

text-embedding-ada-002, text-embedding-3

Titan Embeddings, Cohere Embed

text-embedding-004

Multimodal

GPT-4o (text+image+audio)

Claude 3 (text+image)

Gemini 2.5 (text+image+audio+video+code)

Fine-Tuning

GPT-3.5-turbo fine-tuning

Custom model import

Supervised fine-tuning + RLHF

Gemini API (Python)

import vertexai
from vertexai.generative_models import GenerativeModel, Part

vertexai.init(project="my-project", location="us-central1")
model = GenerativeModel("gemini-2.5-pro")

# Text generation
response = model.generate_content(
    "Explain how VPC Service Controls prevent data exfiltration."
)
print(response.text)

# Multimodal (image + text)
image = Part.from_uri("gs://my-bucket/diagram.png", mime_type="image/png")
response = model.generate_content(
    [image, "Redraw this architecture as Terraform HCL."]
)

Google AI Studio

Google AI Studio (aistudio.google.com) is a free web-based playground for prototyping Gemini prompts. Features: system instructions, temperature tuning, safety settings, token counting, and one-click "Get code" for Python/Node.js/curl.

○ Azure — Azure OpenAI

Models: GPT-4o, GPT-4, o1. Content filtering, private networking, RBAC.

CLI: az cognitiveservices account create --kind OpenAI --name my-openai -g prod-rg --sku S0

○ AWS — AWS Bedrock

Models: Claude 3, Llama 3, Titan, Mistral, Cohere. Serverless API. Model customization.

CLI: aws bedrock list-foundation-models

○ GCP — GCP Gemini

Models: Gemini 2.5 Pro (2M token context), Gemini Flash, Imagen. Integrated with Vertex AI for MLOps and governance.