Your users don’t care which AI provider you’re using—they just want your app to work. AnyAPI’s uptime optimization makes sure it does, automatically switching between providers so your application stays bulletproof.

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What You Get

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24/7 Provider Babysitting

We watch every provider like a hawk, tracking the stuff that matters:
  • Speed checks - How fast each provider responds
  • Failure tracking - When things break (and they will)
  • Availability monitoring - Who’s actually online right now
  • Model performance - Individual model health across providers

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Smart Traffic Direction

When providers start acting up, we don’t wait around:
  • Route your requests to whoever’s fastest and most reliable
  • Automatically retry failed requests with backup providers
  • Spread the load so no single provider gets hammered
  • Switch seamlessly—your code never knows the difference

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How the Magic Happens

  1. Always Watching: Every provider gets monitored around the clock
  2. Data Crunching: Real-time performance analysis of everything
  3. Smart Decisions: Route requests based on who’s actually working well
  4. Instant Backup: When stuff breaks, we switch before you notice

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Why This Rocks

  • Stay Online: Automatic failover means no more “sorry, our AI is down” messages
  • Go Faster: Always get routed to the speediest provider available
  • Sleep Better: Multiple backups mean you’re never stuck with one flaky provider
  • Zero Changes: Drop-in replacement for your existing API calls

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Getting Started

Just make your request—we’ll pick the best provider automatically: 
import requests

url = "https://api.anyapi.ai/api/v1/chat/completions"
headers = {
    "Authorization": f"Bearer {API_KEY}",
    "Content-Type": "application/json"
}

# We'll find you the best GPT-4o provider automatically
payload = {
    "model": "gpt-4o",
    "messages": [
        {"role": "user", "content": "Hello, world!"}
    ]
}

response = requests.post(url, headers=headers, json=payload)
# That's it. We handled everything behind the scenes.

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Pick Your Favorites (But Keep Backups)

Want some control? Set preferences and we’ll still keep you covered: 
payload = {
    "model": "openai/gpt-4o",  # Try OpenAI first
    "messages": [
        {"role": "user", "content": "Hello, world!"}
    ],
    "provider": {
        "order": ["openai", "azure"],  # Your preference order  
        "allow_fallbacks": True        # But save me if they're down
    }
}

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Real-World Examples

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The Bulletproof App

import requests
import time

def unbreakable_ai_request(messages, model="gpt-4o", max_retries=3):
    """Make AI requests that actually work when you need them to"""
    
    url = "https://api.anyapi.ai/api/v1/chat/completions"
    headers = {
        "Authorization": f"Bearer {API_KEY}",
        "Content-Type": "application/json"
    }
    
    payload = {
        "model": model,
        "messages": messages,
        # AnyAPI does all the heavy lifting
    }
    
    for attempt in range(max_retries):
        try:
            response = requests.post(url, headers=headers, json=payload, timeout=30)
            response.raise_for_status()
            return response.json()
            
        except requests.exceptions.RequestException as e:
            if attempt == max_retries - 1:
                raise e
            time.sleep(2 ** attempt)  # Chill for a bit before trying again
    
    return None

# Use it like any other function
messages = [{"role": "user", "content": "Analyze this quarterly report..."}]
result = unbreakable_ai_request(messages)

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Multi-Provider Models Made Easy

# These models work across multiple providers—we'll pick the best one
popular_models = [
    "claude-3-5-sonnet-20241022",  # Anthropic, AWS, you name it
    "llama-3.3-70b-instruct",     # Available everywhere
    "gpt-4o-2024-11-20"           # OpenAI, Azure, others
]

for model in popular_models:
    payload = {
        "model": model,
        "messages": [{"role": "user", "content": "Quick test"}]
        # We automatically route to whoever's working best right now
    }
    
    response = requests.post(url, headers=headers, json=payload)
    # Just works™

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Behind-the-Scenes Intel

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Response Headers Tell the Story

We include headers so you can see what’s happening: 
response = requests.post(url, headers=headers, json=payload)

# Check our decision-making
provider_used = response.headers.get('X-AnyAPI-Provider')
response_time = response.headers.get('X-AnyAPI-Response-Time') 
failover_count = response.headers.get('X-AnyAPI-Failovers')

print(f"Used: {provider_used}")
print(f"Speed: {response_time}ms") 
print(f"Backup switches: {failover_count}")

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When Everything Goes Wrong

Handle the rare cases when all providers are having a bad day: 
try:
    response = requests.post(url, headers=headers, json=payload)
    response.raise_for_status()
    result = response.json()
    
except requests.exceptions.HTTPError as e:
    if e.response.status_code == 503:
        print("The entire AI universe is down. Time for coffee.")
    elif e.response.status_code == 429:
        print("Everyone's getting rate limited. Slow down, cowboy.")
    else:
        print(f"Something weird happened: {e}")

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Pro Tips

  1. Add Retry Logic: Use exponential backoff—be persistent but not annoying
  2. Watch the Headers: Learn which providers work best for your use case
  3. Set Smart Timeouts: Don’t wait forever, but give providers a fair shot
  4. Handle Rate Limits: Everyone gets throttled sometimes
  5. Log Everything: Track patterns to optimize your requests
  6. Test Disasters: Make sure your app handles provider switches gracefully

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Advanced Configuration

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Fine-Tune the Sensitivity

payload = {
    "model": "gpt-4o",
    "messages": messages,
    "provider": {
        "failover_threshold": 0.1,  # Switch after 10% of requests fail
        "response_timeout": 30,     # Wait 30 seconds before giving up
        "max_retries": 2           # Try each provider twice max
    }
}

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Provider Blacklists

payload = {
    "model": "claude-3-5-sonnet-20241022", 
    "messages": messages,
    "provider": {
        "exclude": ["that-flaky-provider", "the-slow-one"],  # Skip these
        "require_region": "us-east-1"                        # Geography matters
    }
}

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System Status Check

Want to see how we’re doing? Check our pulse: 
# Get the current state of everything
status_response = requests.get(
    "https://api.anyapi.ai/api/v1/status",
    headers={"Authorization": f"Bearer {API_KEY}"}
)

status_data = status_response.json()
print(f"Overall health: {status_data['uptime_percentage']}%")
print(f"Providers online: {len(status_data['active_providers'])}")

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Perfect For

  • Production apps that can’t afford to break
  • Real-time services where “try again later” isn’t an option
  • Batch jobs that need to churn through massive datasets
  • Customer-facing features that need to work every single time
  • Mission-critical systems where downtime costs money
Ready to make your AI infrastructure bulletproof? AnyAPI’s uptime optimization runs in the background, so you can focus on building amazing features instead of babysitting API providers.