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Free AI API decision tools for Australia teams
Estimate spend, check migrations, compare prices, inspect bills, reason about cache safety, BYOK, routing health, substitutions, and receipts before you send production traffic.
Tools
Start with diagnostics before you commit real traffic.
These tools avoid anonymous model calls and are aimed at teams already comparing AI API cost, reliability, governance, and auditability.
AI API Cost CalculatorEstimate monthly LLM API cost across input, output, batch, and cache assumptions.OpenAI Migration CheckerCheck OpenAI-compatible code and generate a NextModel migration.LLM Price CompareCompare model price, context, source, and capabilities before routing traffic.AI API Bill AnalyzerAnalyze a local CSV or JSON bill for spend and optimization signals.Prompt Cacheability CheckerClassify prompts by exact, canonical, and semantic cache risk.Cache Savings EstimatorEstimate safe savings from repeated request hashes.LLM Routing Health CheckerCheck primary and fallback fit from health and capabilities.BYOK Savings CalculatorEstimate BYOK governance and cache economics.Model Substitution Risk CheckerEstimate risk and savings when replacing a model.NextModel Receipt VerifierVerify a request receipt without exposing private request content.