Omni vs Dovetail
Side-by-side trajectory, velocity, and editorial themes.
Omni is welding an agentic AI layer onto its BI stack, one weekly release at a time
Omni ships a real weekly changelog, and the last month is dominated by AI: visualization annotations reaching general availability, an AI Hub and Modeling Agent skills, AI file uploads, and external AI context via Notion. Underneath, the core BI product keeps maturing — calculation pushdown, compute routing, approximate aggregates, dashboard-editor and embedding controls, and a widening API surface.
Two threads run in parallel: an AI/agentic layer moving from preview to GA with access-grant governance, and steady modeling, performance, and embedding work beneath it. Omni is positioning as an embeddable, AI-native BI platform rather than a static dashboard tool, with governance and APIs treated as first-class.
Expect the AI features that just reached GA — annotations, AI Hub, Modeling Agent — to gain deeper agentic actions and more external-context integrations, alongside continued weekly modeling and embedding improvements.
Dovetail is turning its research repository into an AI analyst that reads, computes, and cites.
Dovetail has shifted its center of gravity from storing research to answering questions over it. The last month is almost entirely about the chat layer: persistent multi-turn context, code execution with inline charts, admin-curated Docs as context, and a new deep research mode. The MCP server is gaining write tools, making the repository operable by outside agents.
The arc points to an analytical agent that works across both qualitative and quantitative data and can be driven programmatically. Each release widens what chat can pull in and what it can do, from running code to sustaining reasoning across turns. Dovetail is positioning the chat surface, not the project, as the primary way users interact with their research.
Expect deep research mode to gain agentic follow-through that writes results back to Docs, and the MCP write surface to keep expanding toward full repository control from external tools.
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