Helicone combines multi-provider routing and observability behind a familiar API, but proxy trust, logged payloads, retention, usage-based costs, and gateway dependency need careful architecture review.
Direct verdict
Helicone earns a shortlist for teams that want routing and observability together and can govern a service in the inference path. Start with a bounded workload, keep provider-level escape hatches, and prove that debugging and routing gains exceed added latency, telemetry risk, and platform cost.
What to verify
Route a small shadow workload through Helicone and a direct-provider control. Seed timeouts, provider errors, sensitive fields, cacheable requests, and fallback conditions. Compare p50 and p95 latency, availability, redaction, cache correctness, cost attribution, debugging time, export completeness, projected monthly charges, and the time required to bypass the gateway.