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Observability
Helicone
API gateway and observability layer for LLMs with caching, cost tracking, and prompt analytics.
Overview
Helicone sits between your app and LLM providers, automatically logging requests, responses, latency, and costs. It provides a real-time dashboard, request caching to cut expenses, and a playground to compare model performance across prompts.
Best for
- cost monitoring
- API proxy logging
- model A/B testing
Trade-offs
vs LangSmith
Helicone excels as a lightweight proxy for cost/caching and cross-framework compatibility, while LangSmith offers deeper pipeline-level tracing and dataset management.
What XeroHack pre-wires
When you pick Helicone in the interview, the engine emits these files into your scaffold:
- reverse proxy setup
- token usage dashboards
- prompt caching rules
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