How to Track LLM Costs Across Providers with LiteLLM
One team, five providers, one mystery invoice. LiteLLM's virtual keys, budgets and logging turn scattered LLM spend into a number you can actually control. Here…
Helicone is an LLM observability platform. You point your API base URL at their proxy, and every request gets logged with cost, latency, token counts and the full prompt, without writing instrumentation code.
Helicone is a monitoring layer for teams shipping LLM features. Instead of scattering logging calls through your code, you change the base URL to Helicone’s and it forwards to OpenAI, Anthropic and others. It is open source and can be self-hosted, which matters if prompts contain sensitive data.
The one-line-onboarding is what wins teams over; the caching feature can cut repeat-call bills noticeably. Watch the fine print: routing traffic through a third-party proxy adds a hop and a trust question, and the free tier caps logged requests per month. Self-hosting removes the trust issue but adds ops work.
Good for engineering teams running LLM features in production who need cost and latency visibility. Overkill for a weekend project making a few hundred calls.