Toucan

Toucan is an embedded analytics platform for SaaS product teams that need customer-facing reporting without building the full analytics layer themselves. It combines conversational analytics, self-service dashboards, and embedded reporting in one product. That scope matters.

Its main focus is production analytics inside another application. Users can ask questions in natural language, get charts, build views, and use shared dashboards based on a governed semantic layer.

Core capabilities include:

• AI chat: Turn user questions into charts and answers without requiring SQL.
• Self-service views: Let customers build, adjust, and share dashboards.
• Embedded reporting: Place analytics inside a SaaS product with white-label options.
• Governed metrics: Use a semantic layer so answers and dashboards follow defined business logic.

Toucan is a good fit when analytics is part of the product experience, not just an internal reporting need. It is especially relevant for product and engineering teams that want to ship customer-facing dashboards with less custom BI development.