Are there any reliable open-source tools for monitoring AI model drift that do not require an expensive enterprise support contract?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there any reliable open-source tools for monitoring AI model drift that do not require an expensive enterprise support contract?
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
open source AI ML model drift monitoring tools Evidently AI NannyML whylogs Deepchecks 2026 Google ↗
open source LLM monitoring evaluation drift tools Arize Phoenix Langfuse 2026 Google ↗
- GitHub - evidentlyai/evidently: Evidently is an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics. · github.com
- Evidently · evidentlyai.com
- Documentation · docs.evidentlyai.com
- GitHub - NannyML/nannyml: nannyml: post-deployment data science in python · github.com
- nannyml/README.md at main · NannyML/nannyml · github.com
- Documentation · nannyml.readthedocs.io
- Alibi detect · oecd.ai
- GitHub repository · github.com
- Documentation · docs.seldon.ai
- GitHub - comet-ml/opik: Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards. · github.com
- opik/README.md at main · comet-ml/opik · github.com
- Documentation · comet.com
- GitHub - langfuse/langfuse: 🪢 Open source agent evals & observability: Trace, evaluate, and improve LLM applications with one open platform. · github.com
- Self-host Langfuse (Open Source LLM Observability) · langfuse.com
- Documentation · langfuse.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
open source AI ML model drift monitoring tools Evidently AI NannyML whylogs Deepchecks 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
open source LLM monitoring evaluation drift tools Arize Phoenix Langfuse 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |