Real ChatGPT answer · index seed0boKeYLAZBocompleteB2B software · AI and automation toolsinformational
What are the best monitoring platforms available right now for tracking token usage, latency, and costs in production LLM apps?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best monitoring platforms available right now for tracking token usage, latency, and costs in production LLM apps?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
LLM observability monitoring platforms pricing features token cost latency production 2026 Google ↗
2026 LLM observability platforms production token usage latency cost monitoring Langfuse LangSmith Helicone Braintrust Arize Phoenix Datadog Google ↗
- Best LLM Observability & Monitoring Tools (2026 Ranked) · vdf.ai
- 9 Best LLM Observability Tools for Production AI Agents · langchain.com
- "Best LLM Observability Tools in 2026: 12 Platforms for Tracing, Evaluating, and Monitoring Production LLM Apps" · resources.rework.com
- Official website · langfuse.com
- Official website · langchain.com
- Official website · datadoghq.com
- Phoenix website · phoenix.arize.com
- Official website · braintrust.dev
- Official website · comet.com
- Official website · portkey.ai
- LLM Observability Tools Compared: What to Monitor in Production · codiste.com
- LLM observability tools compared: 10 platforms, verified pricing (2026-10-27) · evalsreview.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
LLM observability monitoring platforms pricing features token cost latency production 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
2026 LLM observability platforms production token usage latency cost monitoring Langfuse LangSmith Helicone Braintrust Arize Phoenix Datadog OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |