PerUnit vs alternatives
Honest comparisons to help you choose the right tool. PerUnit is built for cost attribution and unit economics — not observability or development workflows.
PerUnit vs Helicone
AI observability and request tracing
Helicone focuses on request-level observability: latency, errors, and token usage per request. PerUnit focuses on business-level attribution: who is driving your spend, and which features are profitable.
PerUnit vs LangSmith
LLM development and debugging
LangSmith is built for developers iterating on prompts and chains. PerUnit is built for founders and PMs making business decisions: pricing, gating, and unit economics.
PerUnit vs OpenAI Dashboard
Provider billing and usage
The OpenAI dashboard shows total spend and usage by model. PerUnit connects that spend to your customers, features, and pricing tiers — so you know who to charge more.
PerUnit vs Anthropic Console
Anthropic billing and usage tracking
The Anthropic Console shows total Claude API spend and billing history. PerUnit connects that spend to your customers and revenue — so you can answer whether your Claude features are actually profitable.
PerUnit vs Azure OpenAI
Enterprise OpenAI deployment on Azure infrastructure
Azure OpenAI gives you GPT models with enterprise compliance and consolidated Azure billing. PerUnit attributes that spend to specific customers, features, and pricing tiers — so you know who is driving your bill.
PerUnit vs AWS Bedrock
Managed AI models on AWS infrastructure
AWS Bedrock gives aggregate usage metrics through Cost Explorer. PerUnit attributes that spend to specific customers, features, and pricing tiers — without any AWS data engineering required.