AI FINOPS & TOKEN ARBITRAGE

Cut Enterprise LLM Bills by up to 68%.

Frontier models are incredible for reasoning, but burning $15/M tokens on simple queries and repeated enterprise knowledge is wasteful. CloudPilot optimizes every prompt before it hits compute.

AI FinOps Arbitrage Engine

Stop Overpaying for Raw Frontier Tokens.

CloudPilot dynamically arbitrates prompts between sub-millisecond edge caches, fast domain-specific SLMs, and frontier LLMs.

80%

Average Cost Reduction

Your Estimated Monthly Token Volume:80M Tokens / Month

10M (Early Startup)100M (Growing SaaS)500M+ (Enterprise)

45% Semantic Cache Hits: Repetitive user queries resolved at edge without invoking expensive LLMs.

35% Specialized Model Routing: Lightweight tasks routed to fast, cost-efficient 8B/70B models.

20% Frontier Fallback: Only complex reasoning reaches GPT-4o or Claude 3.5 Sonnet.

Direct Frontier API Cost

$1,000/mo

With CloudPilot AI

$195/mo

Annual Capital Saved

$9,655 / year

Apply Savings to Your Infrastructure

Pillar 01

Semantic Edge Caching

When users ask similar questions across support or internal knowledge bases, CloudPilot intercepts them in under 10ms at 96% lower cost than full model inference.

Pillar 02

Multi-Model Arbitrage

Autonomous routing inspects prompt perplexity and intent. Simple lookups go to optimized edge SLMs; only complex analytical synthesis reaches Claude or GPT-4o.

Pillar 03

GPU Bin Packing

Continuous batching, speculative decoding, and paged attention algorithms maximize tokens-per-second per GPU pod, slashing idle hardware spend.

Start Saving on AI Tokens