Interactive Tool
January 15, 20245 min read

LLM API Cost Comparison Tool

Compare pricing across major LLM providers and find the best option for your use case with our interactive calculator.

Interactive Cost Comparison
Select a use case or customize parameters to compare costs

Required Features

Cost Comparison Results

ProviderModelQuality$/Month$/1K Reqs$/Request
Custom Usage Calculator
Enter your specific usage parameters for accurate cost estimates

Usage Summary

Input Tokens/Month

15,000,000

Output Tokens/Month

30,000,000

Total Tokens/Month

45,000,000

Requests/Month

100,000

Feature Comparison Matrix
Compare available features across providers
ProviderStreamingFunctionsEmbeddingsFine-tuningMultimodal
OpenAI
Anthropic
Google
Meta
Mistral
Cohere
Volume Discounts & Enterprise Pricing
Understanding bulk pricing and enterprise agreements

According to Ptolemay's TCO analysis, most providers offer significant volume discounts for enterprise customers:

OpenAI Volume Tiers

  • • Tier 1 (Free): $5 rate limits
  • • Tier 2 ($50 paid): Higher rate limits
  • • Tier 3 ($500 paid): 2x rate limits
  • • Tier 4 ($1,000 paid): 5x rate limits
  • • Tier 5 ($5,000+ paid): 10x rate limits

Enterprise Agreements

  • • Custom pricing based on committed volume
  • • Typically 20-50% discount for >100M tokens/month
  • • Annual commitments may unlock additional savings
  • • SLAs and priority support included

Cloud Provider Benefits

  • • Azure OpenAI: Integrated with Azure credits
  • • Google Cloud: Sustained use discounts
  • • AWS Bedrock: Reserved capacity pricing
Hidden Costs & Considerations
Additional costs beyond per-token pricing
Rate Limits & Overages
  • • Free tiers have strict rate limits (RPM/TPM)
  • • Exceeding limits may require tier upgrades
  • • Some providers charge premium for burst capacity
Integration Costs
  • • Developer time for API integration
  • • Monitoring and logging infrastructure
  • • Error handling and retry logic
Data & Compliance
  • • Data residency requirements
  • • GDPR/HIPAA compliance costs
  • • Audit and security assessments
Operational Overhead
  • • Multiple API key management
  • • Vendor lock-in migration costs
  • • Training team on different APIs
Cost-Performance Recommendations
Best models for different use cases and budgets

Best Overall Value

GPT-3.5 Turbo - Excellent balance of cost, quality, and features

  • • $0.50/$1.50 per 1M tokens
  • • 75% quality score
  • • Full feature support

Budget Champion

Llama 3 70B - Lowest cost for good quality

  • • $0.13/$0.13 per 1M tokens
  • • 80% quality score
  • • Limited features

Premium Performance

Claude 3 Opus / GPT-4 Turbo - Best quality available

  • • $10-15/$30-75 per 1M tokens
  • • 95% quality score
  • • Advanced capabilities

Use Case Specific Recommendations

Chatbots

Use Llama 3 or GPT-3.5 Turbo for cost-effective conversations

Code Generation

Use GPT-4 Turbo or Claude 3 Sonnet for better accuracy

Research/Analysis

Use Claude 3 Opus or GPT-4 for complex reasoning

High Volume

Use Gemini 1.5 Pro for low input costs with large contexts

References
  1. [1] OpenAI. "Pricing Calculator" (2024)
  2. [2] Anthropic. "Claude Pricing" (2024)
  3. [3] AWS. "Amazon Bedrock Pricing" (2024)