LLM Cost Optimization Solutions

A done-for-you LLM cost optimization service for AI startups: we cut OpenAI, Claude and Gemini API costs at least 20% after our fee, live in one day, or you pay nothing..

A free 15-minute LLM API cost audit for OpenAI, Anthropic and Gemini users: we size your avoidable spend from a usage export and show the first fix we'd ship..

A managed, done-for-you LLM gateway: one OpenAI-compatible endpoint for every major model, with routing, failover, caching, budgets and an optimization engineer included..

Pay-from-savings LLM cost optimization: at least 20% lower all-in AI API costs after our 10% fee, measured on your traffic and reconciled with invoices, or you pay nothing..

LLM cost optimization for funded AI startups: improve gross margin before your next round, cut OpenAI and Claude spend 20%+ after fees, and keep your team on the product..

Cut your OpenAI API bill at least 20% after our fee, done for you: cached input, Batch pricing, output limits and cheaper GPT-6 models where they pass your evals..

Cut your Claude API bill at least 20% after our fee, done for you: prompt caching with the right breakpoints, Message Batches, effort settings and Haiku 5.5 where it passes..

Cut your Gemini API or Vertex AI bill at least 20% after our fee, done for you: context caching, Batch Mode, thinking budgets, and a plan for the January 2027 Flash price increase..

Cut your AWS Bedrock LLM costs at least 20% after our fee, done for you: prompt caching, batch inference, model choice and routing across regions and providers..

Cut your Azure OpenAI costs at least 20% after our fee, done for you: cached input, batch deployments, provisioned vs standard capacity, model choice and output limits..

Calculate your AI customer support cost per ticket from messages, tokens and model prices, see where the money goes, and how to cut it 20% or more..

Calculate voice AI cost per minute across speech-to-text, the LLM and text-to-speech, see which part dominates, and how to cut it..

Estimate what an AI agent costs per task from steps, tokens per step, cache share and model prices, and how loop limits and caching change it..

Calculate RAG chatbot cost per query from retrieved context, prompt size, output and embedding costs, and see how chunk size and top-k change your bill..

Calculate your AI copilot's LLM cost per active user per month from requests per day, tokens and prices, and compare it with what each user pays..

Calculate LLM document processing cost per page for extraction, classification and summarization, and how batch pricing and smaller models cut it..

Estimate AI coding tool API spend per developer per month from sessions, tokens and caching, and how teams cut coding-agent costs..

Calculate the LLM cost per lead of an AI SDR or outbound sales agent from research steps, tokens and prices, and how to cut it..