The following table provides an evolving comparison of capabilities available in DataRobot Classic and Workbench.

Feature | DataRobot Classic | Workbench
------- |------------------ | ---------
_**General platform features**_ | :~~: | :~~:
Sharing | Data, projects | Data, Use Cases
Business-wide solution | No, single projects | Yes, experiments in a Use Case
[Authentication](authentication/index){ target=_blank } | SSO, 2FA, API key management | SSO, 2FA, API key management
_**Data-related capabilities**_ | :~~: | :~~:
Data sources | [Certified JDBC Connectors](data-sources/index){ target=_blank }, local file upload, [URL](import-to-dr#import-a-dataset-from-a-url){ target=_blank }  | Snowflake, BigQuery, Databricks, local file upload, AI Catalog assets
Data preparation | No | [Wrangling](wb-wrangle-data/index){ target=_blank }
[Feature Discovery](feature-discovery/index){ target=_blank } | Yes | No
[Data Quality Assessment](data-quality){ target=_blank } | Yes | No
Data storage | [AI Catalog](ai-catalog/index){ target=_blank } | [Data Registry](wb-data-registry){ target=_blank }
User-created feature lists | [Yes](feature-lists){ target=_blank } | [Yes](wb-data-tab#create-a-feature-list){ target=_blank }
_**Modeling-related capabilities**_ | :~~: | :~~:
Modeling types | Binary classification, regression, multiclass, multilabel, clustering, anomaly detection | Binary classification, regression
[Partitioning](partitioning){ target=_blank } | Random, Partition Feature, Group, Date/Time, Stratified | Random, Stratified, Date/Time
[TVH partitioning](data-partitioning){ target=_blank } | Yes | Yes
[Modeling modes](model-data#set-the-modeling-mode){ target=_blank } | Quick, full Autopilot, Comprehensive, Manual | Quick, Manual
[Advanced options](additional){ target=_blank } | Yes | Partitioning only
Time-aware | [Time series](time/index){ target=_blank } and [OTV](otv){ target=_blank } | [Yes](wb-ts-experiment/index)
Blenders | Yes, with [option enabled](additional){ target=_blank } | No
[Retraining](creating-addl-models){ target=_blank } | Yes | New feature list, sample size, training period
[Model Repository](repository){ target=_blank } | Yes | Yes
[Composable ML](cml/index){ target=_blank } | Yes | No
[Visual AI](visual-ai/index){ target=_blank } | Yes | No
[Bias and Fairness](b-and-f/index){ target=_blank } | Yes | No
[Text AI](textai-resources){ target=_blank } | Yes | Yes, for supported model types
[Location AI](location-ai/index){ target=_blank } | Yes | No
Model insights | [See the full list](analyze-models/index){ target=_blank } | Insights for [predictive](ml-experiment-evaluate#model-insights) or [time-aware](ts-experiment-evaluate#model-insights) experiments
Unlocking holdout | Automatically for the recommended model or anything prepared for deployment | Automatically for all models
Downloads | Data, Leaderboard, Scoring Code, Compliance Report, exportable charts | Compliance Report
_**Prediction-related capabilities**_ | :~~: | :~~:
Predictions | [Predictions](predictions/index){ target=_blank } | Model Overview > Model actions > Make predictions
_**MLOps**_ | :~~: | :~~:
[MLOps](mlops/index){ target=_blank } | Yes | Yes
_**No-Code AI Apps**_ | :~~: | :~~:
[No-Code AI Apps](app-builder/index){ target=_blank } | Yes | Yes
_**DataRobot Notebooks**_ | :~~: | :~~:
[DataRobot Notebooks](dr-notebooks/index){ target=_blank } | Yes | Yes
_**DataRobot Generative AI**_ | :~~: | :~~:
[GenAI](gen-ai/index){ target=_blank } | No | Yes
