vocabulary: name: Evidently AI API Vocabulary description: > Domain terms and concepts used across the Evidently AI platform for ML/LLM observability, evaluation, and monitoring. version: '1.0.0' url: https://www.evidentlyai.com/ terms: - term: Snapshot definition: > A serialised Evidently report or test suite result captured at a point in time. Snapshots are the core unit of storage in the Evidently platform; each contains computed metrics, widget data, and optional metadata tags. type: resource relatedTerms: - Report - TestSuite - term: Report definition: > An Evidently output object that computes and visualises a set of metrics over a reference and current dataset. Stored as a snapshot on the platform. type: resource relatedTerms: - Snapshot - Metric - term: TestSuite definition: > An Evidently output object that runs a set of conditional tests over data and returns pass/fail results. Stored as a snapshot on the platform. type: resource relatedTerms: - Snapshot - Test - term: Project definition: > The top-level organisational container in the Evidently platform. A project groups related snapshots, dashboards, datasets, and artifacts belonging to a single ML or LLM system under observation. type: resource - term: Dashboard definition: > A configurable monitoring view in the Evidently platform that displays time-series panel charts derived from snapshot metrics. Each project has one dashboard. type: resource relatedTerms: - Project - Panel - term: Metric definition: > A computed statistical measure calculated over a dataset within a Report. Evidently ships over 100 built-in metrics covering data drift, data quality, model performance, and LLM output quality. type: concept examples: - DatasetDriftMetric - ColumnDriftMetric - DatasetMissingValuesMetric - TextEvals - term: DataDrift definition: > A class of Evidently metrics that detect statistical distribution shifts between a reference dataset and a current dataset. Supports tabular, text, and embedding column types. type: concept relatedTerms: - Metric - term: DataQuality definition: > A class of Evidently metrics that measure data completeness, correctness, and consistency — including missing values, duplicates, and column statistics. type: concept relatedTerms: - Metric - term: LLMEvaluation definition: > Automated scoring of LLM-generated text outputs using Evidently's TextEvals metric suite, which includes built-in judges for correctness, relevance, toxicity, and custom LLM-judge prompts. type: concept relatedTerms: - Metric - Trace - term: Trace definition: > A recorded interaction with an LLM application (prompt + response pairs) collected via the Tracely SDK or OpenTelemetry-compatible instrumentation. Traces are uploaded to the platform for evaluation and monitoring. type: resource relatedTerms: - LLMEvaluation - term: Dataset definition: > A tabular data file (CSV/Parquet) uploaded to the Evidently platform and associated with a project. Datasets can be linked to snapshots and used for reproducible evaluations. type: resource - term: Artifact definition: > A versioned model asset stored in the Evidently platform — for example, a trained model, a prompt template, or an evaluation configuration — tracked across multiple versions. type: resource - term: ArtifactVersion definition: > An immutable, numbered revision of an Evidently Artifact. Each version stores the artifact payload and creation metadata. type: resource relatedTerms: - Artifact - term: BearerToken definition: > The authentication credential required to call the Evidently Platform REST API. Obtained from the Evidently platform settings page and passed as the Authorization: Bearer header or via the EVIDENTLY_API_KEY env var. type: securityScheme - term: ColumnMapping definition: > An Evidently configuration object that specifies the roles of columns in a dataset — target, prediction, features, text columns, embeddings, etc. Required for task-specific metrics. type: configuration - term: Preset definition: > A pre-packaged bundle of related Evidently metrics or tests covering a common monitoring scenario (e.g. DataDriftPreset, DataQualityPreset, TextOverviewPreset). Presets simplify report configuration. type: configuration - term: Panel definition: > A single visualisation widget on an Evidently Dashboard that plots a metric time-series. Panels are configured with a metric type, optional label filters, and display settings. type: resource relatedTerms: - Dashboard - term: EVIDENTLY_API_KEY definition: > The environment variable used to supply the API authentication token to the Evidently Python SDK (CloudWorkspace) and CI integrations. type: configuration - term: CloudWorkspace definition: > The Evidently Python SDK client class that connects to the hosted Evidently platform (app.evidently.cloud) or a self-hosted instance using an API key. type: sdkConcept - term: Litestar definition: > The Python ASGI web framework used to build the Evidently Platform REST API. Routes are mounted under /api and /api/v2. type: implementation