Before you evaluate
Short answers on what Marella AI does, how citations work, where your data goes, and what happens between a first enquiry and an evaluation.
Updated 21 Aug 2026
Marella works over the documents your organisation has approved, and shows the source behind every answer it gives.
Start with one representative workflow and agree the success criteria and data-handling boundary before transferring documents.
A private enterprise knowledge platform for cited answers, reusable knowledge and document workflows with controls. OpenKit Ltd is the legal operator.
No. A citation creates an evidence path. Evaluation still checks whether the passage supports the claim and whether important claims lack citations.
Native connectors for Confluence, SharePoint, OneDrive, Google Drive, Slack, Teams, Notion, S3 and email work out of the box, alongside the API, webhooks, the MCP control layer, database and secure file routes. Anything beyond those is agreed per deployment.
That depends on the managed, customer-cloud or self-hosted configuration. Storage, inference and operational paths are documented during architecture review.
No. Keep confidential documents out of the initial form. We agree how your data will be handled through an approved channel before anything moves.
No. It supports document research and analysis; authorised professionals remain responsible for regulated decisions.
Pick a real piece of work, agree what a good answer looks like, then go through the results together.