Compare
| Need | TryTokka | Proxy / gateway | Tracing (Langfuse / LangSmith) | Native OpenAI alerts |
|---|---|---|---|---|
| Multi-provider spend in one number | Yes | Sometimes | Rarely primary | No |
| Threshold email after sync | Yes (Scout) | Varies | Varies | OpenAI only |
| Sits in request path | No | Yes | Often | No |
| Stores prompts | No | Often | Yes | No |
| Setup without app SDK | Yes | No | No | Yes |
Proxies include tools like Helicone, Portkey, and LiteLLM. Deep dives live on each alternative landing below.
When your pain is surprise invoices and multi-provider spend — not prompt logging or latency traces. TryTokka reads billing APIs; it does not sit in the request path.
No. Keep provider consoles for invoices and org settings. Use TryTokka for one combined spend number and threshold emails after Scout sync.
No. Scout syncs about once a day by default, or immediately when you click Sync now. Alerts email after the next successful check — usually within ~24h on Hobby hosting.