ManageEngine Analytics Plus vs Deepnote
Side-by-side trajectory, velocity, and editorial themes.
Zoho's BI tool is quietly threading Zia GenAI into every dashboard
ManageEngine Analytics Plus ships a steady stream of incremental BI depth — custom visualizations, geo projections, drill-through, shared databridges — while pushing its Zia GenAI assistant deeper into the product. The most notable recent move is bringing Zia Insights, previously scoped to single reports, up to the whole-dashboard level. It reads as a mature analytics platform maintaining breadth while making AI analysis its differentiator.
The direction is embedded AI as the default lens over data: Zia is expanding from answering questions (Ask Zia action skills) to surfacing insights across entire dashboards. Alongside that, the product keeps adding governance and extensibility — custom JS visualizations, domain allow-lists in Code Studio, shared databridges — aimed at larger, controlled deployments.
Expect Zia to keep moving from insight-surfacing toward action, building on the export/share action skills already shipped; the next likely step is more agentic Zia workflows operating across dashboards rather than single reports.
Deepnote reshapes the data notebook into agent-operable infrastructure.
Deepnote, a collaborative data-science notebook, is steadily making itself agent-native: MCP tools now let AI agents create and wire integrations end-to-end, and OpenAI's Codex connects natively to a Deepnote workspace's notebooks, schedules, and data. Underneath, it keeps shipping solid workflow features — run snapshots, Git and GitLab sync, Polars, PDF export.
Two tracks are converging: reproducibility and engineering rigor (immutable run snapshots, Git sync, notebook interoperability) and agent-operability (MCP tools, Codex context). Deepnote is positioning the workspace as the trusted context layer that AI agents act through, not just a place humans write notebooks.
Expect more MCP tooling that lets agents operate Deepnote projects autonomously, plus deeper native hooks for external coding agents — the workspace-as-agent-context bet will likely expand beyond Codex.
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