What is the cheapest way to monitor OpenAI API token usage and costs without paying for expensive enterprise observability platforms since our startup is on a strict budget?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the cheapest way to monitor OpenAI API token usage and costs without paying for expensive enterprise observability platforms since our startup is on a strict budget?
3 real searches · 1 real-search pass
OpenAI API usage dashboard costs API organization usage endpoint costs endpoint official documentation 2026Google ↗
OBSERVEDOther / navigational
Langfuse self-hosting open source pricing free tier token cost tracking OpenAI 2026Google ↗
OBSERVEDComparison
Helicone pricing open source self hosted LLM observability 2026Google ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
OpenAI API usage dashboard costs API organization usage endpoint costs endpoint official documentation 2026 Google ↗
Langfuse self-hosting open source pricing free tier token cost tracking OpenAI 2026 Google ↗
Helicone pricing open source self hosted LLM observability 2026 Google ↗
- OpenAI API Usage Dashboard · platform.openai.com
- Usage API · developers.openai.com
- Costs API · developers.openai.com
- Reviewing API usage and costs · help.openai.com
- How do I check my token usage? · help.openai.com
- Website · langfuse.com
- Self-hosted pricing · langfuse.com
- Pricing · langfuse.com
- Token & Cost Tracking · langfuse.com
- Website · helicone.ai
- Pricing · helicone.ai
- Grafana · grafana.com
- Prometheus · prometheus.io
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OpenAI API usage dashboard costs API organization usage endpoint costs endpoint official documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Langfuse self-hosting open source pricing free tier token cost tracking OpenAI 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Helicone pricing open source self hosted LLM observability 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |