โ† Back to Course|AI API Guide

๐Ÿ”Œ AI APIs - Developer's Comparison Guide

Every major AI provider offers an API - a way to call AI models programmatically from your own code. This guide compares the top options: pricing, strengths, and when to use each.

๐ŸŸฃ
Best for complex tasks
Anthropic API
Claude Opus 5, Sonnet 5, Haiku 4.5 (Fable 5.1 for the hardest agentic work)
Best reasoning and agent tooling, 1M context on Sonnet and up, safest for production
Sonnet: $2/$10 per 1M tokens (in/out)
๐ŸŸข
Most popular
OpenAI API
GPT-5.6 Sol / Terra / Luna (GPT-6 Astra in limited preview)
Widest ecosystem, best plugin/tool support, most integrations
GPT-5.6 Sol: $5/$30 per 1M tokens
๐Ÿ”ต
Best free tier
Google AI (Gemini API)
Gemini 3.1 Pro, Gemini 3.8 Flash
1M context, multimodal, generous free tier, Search grounding
Flash: Free tier + $0.75/$3.75 per 1M
๐Ÿ”ด
Best value API
Mistral API
Mistral Large, Medium, Small
Fast, affordable, European (GDPR-friendly), good for coding
Small: $0.20/$0.60 per 1M tokens
โญ
Fastest inference
Groq API
Llama 3.1 70B, Mixtral, Gemma
Extremely fast inference (LPU chips), great for real-time apps
Llama 70B: $0.59/$0.79 per 1M tokens
๐Ÿค—
Most model variety
Hugging Face Inference API
700K+ open-source models
Access to any open-source model via one API, flexible
Free tier + pay-per-use from $0.06/hr

โšก Hello World - Your First API Call

Every AI API follows the same pattern: authenticate with an API key, send a message, receive a response. Here is the same call in Python for the three most popular APIs:

Anthropic (Claude)
pip install anthropic

import anthropic
client = anthropic.Anthropic(api_key="sk-ant-...")

message = client.messages.create(
ย ย model="claude-sonnet-5",
ย ย max_tokens=1024,
ย ย messages=[{"role": "user", "content": "Hello!"}]
)
print(message.content[0].text)
OpenAI (GPT)
pip install openai

from openai import OpenAI
client = OpenAI(api_key="sk-...")

response = client.chat.completions.create(
ย ย model="gpt-5.6-sol",
ย ย messages=[{"role": "user", "content": "Hello!"}]
)
print(response.choices[0].message.content)
Ollama - Local (no API key!)
pip install ollama

import ollama

response = ollama.chat(
ย ย model='llama3.1',
ย ย messages=[{'role': 'user', 'content': 'Hello!'}]
)
print(response['message']['content'])

๐Ÿ’ฐ Cost Calculator - Rough Guide

APIs charge per token (roughly 1 token โ‰ˆ 0.75 words). Here is what typical usage costs:

TaskTokens (approx)Claude Sonnet 5GPT-5.6 Sol
Single Q&A500$0.003$0.009
Code review (1 file)2,000$0.01$0.04
Summarize 10-page doc5,000$0.03$0.09
1,000 Q&As per month500,000$3.00$8.75
Small app (10K API calls)5,000,000$30.00$87.50

Prices above are estimates as of September 7, 2026, assuming a 50/50 input/output split. Always check current pricing at each provider's website. API costs are generally very low for individual developers.

๐Ÿ’ก Which API Should I Use?

  • Building a product that needs the best reasoning? โ†’ Anthropic Claude API
  • Need the widest integration ecosystem (LangChain, etc.)? โ†’ OpenAI API
  • Need massive context (millions of tokens)? โ†’ Claude (Sonnet 5 and up) or Gemini - all at ~1M tokens now
  • Want the cheapest option with decent quality? โ†’ Mistral Small or Groq
  • Want free, no API key, private? โ†’ Ollama (local)
  • Experimenting / learning? โ†’ Anthropic or OpenAI - great docs, SDKs for all languages

๐Ÿ”— Official Resources

OpenAI Platform โ†—Docs, API keys, pricingAnthropic (Claude) Platform โ†—Claude developer platform + docsGoogle Gemini API โ†—Gemini API + AI StudioMistral La Plateforme โ†—European models + APIGroq โ†—Very fast inference APIOpenRouter โ†—One API across many providers

Links open the official sites. Pricing and features change often - always confirm there. (Verified June 2026.)

โ†’ Free Local Alternative (Ollama)โ†’ Hugging Face Models