# DeepSeek — OpenAI-compatible SDK (pip install openai)# Get API key at: https://platform.deepseek.com
client = openai.OpenAI(
api_key="your-deepseek-api-key",
base_url="https://api.deepseek.com/v1"
)
response = client.chat.completions.create(
model="deepseek-v4-pro",
max_tokens=1024,
messages=[{"role": "user", "content": "Hello"}]
)
# Cost: $0.435 input / $0.87 output per 1M tokens# That's 97% cheaper than Claude 4 Opus
# OpenAI — GPT-5 (pip install openai)
client = openai.OpenAI() # uses OPENAI_API_KEY env var
response = client.chat.completions.create(
model="gpt-5",
max_tokens=1024,
messages=[{"role": "user", "content": "Hello"}]
)
# Cost: $1.25 input / $10 output per 1M tokens# That's 87% cheaper than Claude 4 Opus
🌳 Decision Tree — Which Alternative?
Click the question that best describes your situation.
▶ 🔒 "I want to stay with Anthropic — same API key, same SDK"
Use Claude Opus 4.8 (for Opus users) or Claude Sonnet 4.6 (for Sonnet users). Just change the model string — it's a 1-line code change. Opus 4.8 is 67% cheaper with 5× context. Sonnet 4.6 is same price with 5× context. Zero risk, zero new accounts.
▶ 💰 "I want the absolute cheapest option"
Use DeepSeek V4 Pro ($0.435/$0.87 per 1M tokens). That's 97% cheaper than Claude 4 Opus. 1M context window. Requires a new API key from DeepSeek. Supports the OpenAI SDK format, so migration is straightforward. See comparison →
▶ ⚖️ "I want the best quality-to-price ratio"
Use GPT-5 ($1.25/$10) or Gemini 2.5 Pro ($1.25/$10). Both are 87% cheaper than Claude 4 Opus with strong reasoning capabilities. GPT-5 has 272K context, Gemini has 1M. Both require separate API keys.
▶ 🏃 "I need to migrate TODAY with zero risk"
Use Claude Sonnet 4.6. Same price as Sonnet 4 ($3/$15), same API key, same SDK. Just change one string. 5× context upgrade. If you're an Opus user, Claude Opus 4.8 is equally safe — same provider, same key, just cheaper.
▶ 🤖 "I use Claude for code generation / agentic tasks"
Use Claude Opus 4.8 or GPT-5. Both excel at complex reasoning and code generation. Opus 4.8 has 1M context for large codebases. GPT-5 is 87% cheaper. For agentic workflows, the larger context window of Opus 4.8 (1M) may be worth the premium.
▶ 📝 "I use Claude for writing / summarization"
Use Claude Sonnet 4.6 or GPT-5. Both handle writing tasks well. Sonnet 4.6 is $3/$15 (same as Sonnet 4), GPT-5 is $1.25/$10. For high-volume writing, consider DeepSeek V4 Flash at $0.14/$0.28 — 99% cheaper.
▶ 🌐 "I want to diversify across multiple providers"
Smart move. Use Claude Opus 4.8 for complex tasks, GPT-5 for general reasoning, and DeepSeek V4 Pro for high-volume/low-cost work. This gives you redundancy and cost optimization. Use our Decision Tree tool →
✅ Migration Checklist
Check off each step as you complete it. Your progress is saved in your browser.
📊 All 39 Alternatives — Cost Comparison
Every available model compared to Claude 4 Opus. Prices per 1M tokens.
Model
Provider
Input
Output
Context
Savings
Get optimization recommendations for your specific usage
Pro users get personalized cost optimization tips, saved scenarios, and PDF reports. $29 one-time, lifetime access.