Evidently
ATH Infosystems · Software Development
Certification per Microsoft Marketplace.
Evidence tier Source Confirmed · 4 captures on record
What the publisher says
As described on Microsoft Marketplace.
Evidently is an open-source AI and machine learning observability platform designed to help teams monitor data quality, detect data drift, evaluate model performance, and ensure the reliability of AI systems in production. It provides comprehensive reports, dashboards, and metrics for monitoring machine learning models, large language models (LLMs), and data pipelines, enabling organizations to maintain high-quality and trustworthy AI applications.
Key Features of Evidently:
Show the rest of the publisher’s description (20 more lines)
- Open-source AI and machine learning observability platform.
- Monitors data quality, data drift, and model performance.
- Supports evaluation and monitoring of machine learning models and AI applications.
- Provides built-in metrics, reports, and dashboards for model validation.
- Helps detect changes in data distributions and feature behavior.
- Supports monitoring of large language models (LLMs) and RAG applications.
- Enables continuous evaluation of datasets and prediction quality.
- Integrates with Python-based ML workflows, MLOps pipelines, and CI/CD systems.
- Offers customizable metrics and extensible monitoring capabilities.
- Facilitates AI governance, compliance, and responsible AI practices.
- Supports cloud-native and on-premises deployment environments.
- Designed to improve reliability, transparency, and operational visibility of AI systems.
Evidently Usage:
# Activate the Evidently virtual environment
$ cd /opt/evidently
$ source venv/bin/activate
# Verify Evidently installation
$ python -c "import evidently; print(evidently.__version__)"
Disclaimer:
Evidently is an open-source AI and machine learning observability project developed and maintained by the Evidently community. It is not affiliated with or endorsed by any third-party machine learning platform, cloud provider, database vendor, AI framework, or software service mentioned for compatibility, integration, monitoring, or deployment purposes.
Agent build and provenance
See the full provenance
The layer-by-layer build, the evidence behind each claim, the risk basis and the cross-marketplace links are open to any account. Some rows are disclosed, some the source leaves Unknown; a free account shows you which.
Compliance
- FedRAMPConfirmedNot listed90%, registry-checkedNo FedRAMP Marketplace entry matched this vendor's domain, checked 2026-08-27registry recordas observed 2026-08-27
Confirmed means matched to a public authoritative registry. Claimed means the vendor or its listing states it, not yet cross-checked. A framework not shown was not found in any source we hold, which is not evidence against it. Not listed means a scoped registry check found no match for this vendor's domain: a No is a scoped registry check, not a compliance judgment. Confidence bands: 95% domain-verified, 90% registry-checked, 80% self-attested, 70% weak signal. Self-attested items marked “vendor's site” are gathered from the vendor's own website and are not verified by us.
Vendor
External enrichment · as of 2026-08-29
Reconciled on 9/3/2026
Sources
Publisher resources
1 linkLinked repositories
Unknown means this listing does not publish a repository. It is not a statement that the code is closed, and a linked repository is not a claim that the publisher wrote it: the registry computes that relationship privately and does not publish it.
Evidence risk is the share of the build you cannot see before you deploy, not a security rating. Sign in to see the layer-by-layer basis for this band.