Aporia

Aporia was a Tel Aviv-based provider of machine learning and AI observability software. Its platform allowed data science and ML teams to visualize models running in production and to detect and resolve data drift, model performance degradation and data integrity issues. According to company documentation, Aporia supported centralized model management across model types including tabular, LLM, NLP and computer vision, and was designed to monitor large prediction volumes at low cloud cost, with customization of dashboards, monitors, metrics and data segments as a core design principle.

Capabilities described in the sources include monitors and alerts for data drift, prediction drift, metric change, missing values, model activity, model staleness, performance degradation, value range, custom metrics and new values; alert delivery to Slack, Microsoft Teams, email and webhooks; ML performance and business dashboards; custom metrics; a collaborative notebook-based "Production IR" environment for investigating production issues; explainability using SHAP values; and responsible-AI features covering fairness, transparency and regulatory compliance. The platform offered ML monitoring as code, a REST API, role-based access control and SAML single sign-on, and supported deployment on AWS, Google Cloud, Azure, Databricks and offline/on-premises environments. Supported data sources included Amazon S3, Athena, BigQuery, Databricks, Glue Data Catalog, Google Cloud Storage, PostgreSQL, Redshift, Snowflake, Microsoft SQL Server and Oracle, with prediction storage patterns for real-time models (Postgres or Kafka), batch models and Kubeflow/KServe.

More recent company announcements describe a shift toward generative AI, with an "AI Guardrails" product positioned around AI hallucination detection, security and reliability for AI agents. Aporia has been acquired by Coralogix; the aporia.com homepage states the company is now part of Coralogix and redirects visitors to the Coralogix website.

Business model

Aporia sold an enterprise software platform to data science and machine learning teams, deployed on cloud environments (AWS, Google Cloud, Azure, Databricks) or offline/on-premises, connecting to customers' existing prediction stores and data warehouses. Later products, including AI Guardrails, were distributed through cloud marketplaces such as Microsoft Azure Marketplace and Google Cloud Marketplace and through partners such as Portkey. The sources do not state pricing or contract structure.

Not stated in the sources beyond the sale of an enterprise ML observability platform and related AI guardrails products.

Traction

TechCrunch reported that the number of customers using Aporia's services grew 600% in the six months before February 2022, with customers including Lemonade and Armis, and that the company had raised $30 million in total. Company materials state the platform monitors billions of predictions.

Latest developments

Aporia has been acquired by Coralogix. Its website states that Aporia is now part of Coralogix and redirects visitors to the Coralogix site, and a company blog notice says the acquisition brings AI security and reliability to thousands of enterprises. Preceding the acquisition, Aporia had launched AI Guardrails, which TIME named one of the 200 Best Inventions of 2024, made the product available in the Microsoft Azure Marketplace and on Google Cloud Marketplace, and partnered with Portkey.