We need help monitoring AI model drift without breaking our startup budget are there open source tools that do this well
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need help monitoring AI model drift without breaking our startup budget are there open source tools that do this well
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
best open source machine learning model drift monitoring tools Evidently AI NannyML whylogs 2026 Google ↗
open source LLM observability drift monitoring Arize Phoenix Langfuse 2026 Google ↗
- GitHub repository · github.com
- GitHub repository · github.com
- GitHub repository · github.com
- GitHub repository · github.com
- GitHub repository · github.com
- GitHub - Arize-ai/phoenix: AI Observability & Evaluation · github.com
- GitHub - Noveum/noveum-directory-aglio-lab: The comprehensive list of LLM observability tools: 120 open-source and commercial platforms for AI tracing, monitoring, evaluation, analytics, cost, and security. · github.com
- Best Drift Detection Libraries for Python in 2026 · mlmonitoring.report
- Open Source Model Monitoring Tools Comparison · mlmonitoring.report
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best open source machine learning model drift monitoring tools Evidently AI NannyML whylogs 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
open source LLM observability drift monitoring Arize Phoenix Langfuse 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |