Tools/LLM Token Comparator
API FINOPS MODEL

LLM Token Cost Comparator & Estimator

Real-time API cost projections based on custom input/output volume for leading proprietary and open-weights AI models.

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LLM Token Cost Comparator & Budget Estimator

Real-time cost projections based on current enterprise tier pricing.

20M
1M250M500M Tokens
10M
1M250M500M Tokens
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Cheapest Choice: Llama 3.3 70b

Migrating from GPT-4o to Llama 3.3 70b saves up to 92% on API costs.

Max Projected Annual Savings

$2,764/yr

OpenAI

GPT-4o

Input: $5.00/MOutput: $15.00/M

Monthly Cost

$250

Annual Project

$3,000

Relative Cost100%

Anthropic

Claude 3.5 Sonnet

Input: $3.00/MOutput: $15.00/M

Monthly Cost

$210

Annual Project

$2,520

Relative Cost84%

Google

Gemini 1.5 Pro

Input: $1.25/MOutput: $5.00/M

Monthly Cost

$75

Annual Project

$900

Relative Cost30%
Cheapest

Meta

Llama 3.3 70b

Input: $0.59/MOutput: $0.79/M

Monthly Cost

$20

Annual Project

$236

Relative Cost8%

Enterprise Scaling Advisor

Our algorithms suggest that at 500M+ monthly tokens, moving to dedicated provisioned throughput (PTU) on Azure or AWS Bedrock can further reduce costs by an additional 12–18% compared to pay-as-you-go tiers.

✓Azure Optimized
⚡Low Latency Tier

Audit Report

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Understanding LLM API Pricing & Token Economics

When scaling AI agents and LLM applications, API pricing models vary dramatically between providers and input vs output token ratios. Output tokens typically cost 3x to 4x more than input tokens due to autoregressive generation overhead.

Model Pricing Benchmarks Modeled:

  • OpenAI GPT-4o: $5.00 / 1M Input — $15.00 / 1M Output
  • Anthropic Claude 3.5 Sonnet: $3.00 / 1M Input — $15.00 / 1M Output
  • Google Gemini 1.5 Pro: $1.25 / 1M Input — $5.00 / 1M Output
  • Meta Llama 3.3 70b (Hosted): $0.59 / 1M Input — $0.79 / 1M Output
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