Unit Economics & Per-Token Margin Control.
SaaS companies enjoyed 80%+ gross margins. AI-native applications often see gross margins plunge below 40% due to unmetered inference and blind pricing. CyraMargin brings mathematical clarity to every token.
AI SaaS Contribution Margin Simulator
Adjust your operational parameters below to observe your true net gross margin in real-time.
How CyraMargin Protects 75%+ AI Gross Margins
Dynamic Prompt Caching
Automatically identifies repetitive system prompt contexts across agent threads and routes through cached prompt endpoints, reducing token COGS by up to 65%.
Smart Model Arbitration
Dynamically routes simple formatting and classification tasks to distilled 8B/70B models, reserving flagship frontier models only for high-complexity reasoning steps.
Automated Overage Conversion
Transitions accounts reaching 80% plan token limits to transparent per-token consumption billing with zero workflow disruption or awkward manual sales calls.
CyraMargin FAQ
CyraMargin ingests Kubernetes GPU utilization metrics (NVIDIA DCGM) and cloud hourly rates, translating hardware uptime into granular per-tenant token and query amortization.
Stop Subsidizing Heavy AI Users
Implement deterministic per-token margin guardrails across all your customer accounts.