AIConnect
Multi-Provider AI Token Economics

LLM Token & API Cost Calculator

Model multi-agent API expenses across Claude 3.5, GPT-4o, Gemini 1.5, Llama 3.3, and private Whisper runtimes. Account for prompt caching discounts, batch SLAs, and simulate private on-prem or AWS Bedrock endpoints.

Quick Workload Presets:

Workload Parameters

100,000 req/mo
1k500k1M2M req
3,500

Prompt, system instructions, RAG context

650

Tool calls, code generation, responses

50%

Applies up to 90% discount on repeated prompt prefixes (Anthropic prompt cache, OpenAI cached tokens, Gemini cached context).

0% (No cache)50% (Standard agent)95% (High reuse)
0% off
0% (Real-Time Interactive)50% (24hr Batch API SLA)
Selected Architecture ModelAnthropic / AWS Bedrock
Projected Monthly Expense
$1,552.50/mo
Annualized: $18,630.00/yrPer request: $0.0155
Total Monthly Token Volume:415.00M tokens
Prompt Caching Savings:-$472.50/mo (23.3%)
Input Cost (Uncached + Cached):$577.50
Output Cost:$975.00

Multi-Provider Cost Matrix

Model & ProviderRate / 1M Tokens (In / Out)Cache Rate / 1MCost / ReqMonthly Totalvs. Selected BaselineAction
Claude 3.5 Sonnet
Anthropic / AWS Bedrock
Frontier High-Reasoning
$3.00 in / $15.00 out
ctx: 200.0k
$0.30090% off input$0.0155
$1,552.50
$18,630.00/yr
BaselineActive
Claude 3.5 Haiku
Anthropic / AWS Bedrock
Fast & Efficient
$0.80 in / $4.00 out
ctx: 200.0k
$0.08090% off input$0.0041
$414.00
$4,968.00/yr
-$1,138.50 (-73.3%)
GPT-4o
OpenAI / Azure
Frontier Multimodal
$2.50 in / $10.00 out
ctx: 128.0k
$1.25050% off input$0.0131
$1,306.25
$15,675.00/yr
-$246.25 (-15.9%)
GPT-4o mini
OpenAI / Azure
Fast & Efficient
$0.15 in / $0.60 out
ctx: 128.0k
$0.07550% off input$0.0008
$78.38
$940.50/yr
-$1,474.13 (-95.0%)
Gemini 1.5 Pro
Google Cloud Vertex AI
Ultra-Long Context
$3.50 in / $10.50 out
ctx: 2.00M
$0.87575% off input$0.0145
$1,448.13
$17,377.50/yr
-$104.38 (-6.7%)
Gemini 1.5 Flash
Google Cloud Vertex AI
High-Throughput
$0.07 in / $0.30 out
ctx: 1.00M
$0.01975% off input$0.0004
$35.91
$430.88/yr
-$1,516.59 (-97.7%)
Llama 3.3 70B (Instruct)
Meta / AWS Bedrock / Groq
Open-Weights Sovereign
$0.72 in / $0.72 out
ctx: 128.0k
$0.7200% off input$0.0030
$298.80
$3,585.60/yr
-$1,253.70 (-80.8%)
DeepSeek-V3
DeepSeek / Fireworks / Together
High-Performance MoE
$0.27 in / $1.10 out
ctx: 64.0k
$0.07074% off input$0.0013
$131.00
$1,572.00/yr
-$1,421.50 (-91.6%)
Amazon Titan Text Express
Amazon Web Services (Bedrock)
AWS Native General
$0.20 in / $0.60 out
ctx: 32.0k
$0.2000% off input$0.0011
$109.00
$1,308.00/yr
-$1,443.50 (-93.0%)
Fine-Tuned Whisper v3 (Inference)
AIConnect Private AWS EKS / vLLM
Telephony Speech AI
$0.12 in / $0.35 out
ctx: 16.0k
$0.05058% off input$0.0005
$52.50
$630.00/yr
-$1,500.00 (-96.6%)

Prompt Caching ROI

Agentic workflows maintain long system prompts, tool schemas, and repository trees. Activating prompt caching with 50%+ reuse slashes multi-agent token bills by up to 70%.

Recommended: Anthropic, Bedrock, Gemini

Private VPC & Sovereign Hosting

Air-gapped and high-throughput pipelines (e.g. Llama 3.3 70B on AWS Bedrock or dedicated EKS vLLM clusters) eliminate per-token volatility for predictable compute expenses.

Recommended: Llama 3.3, Private Whisper

Tiered Agent Routing

Route initial intent classification to ultra-cheap models (e.g. GPT-4o mini, Gemini Flash) while reserving frontier models (Claude 3.5 Sonnet) strictly for tool execution.

Save 60-80% over all-frontier swarms

Need to Optimize Your Enterprise AI Inference Architecture?

Discuss prompt caching strategies, multi-model agent routing, or private sovereign AWS EKS / Bedrock deployments with our cloud architects.

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