Deepnote
Deepnote reshapes the data notebook into agent-operable infrastructure.
Comparison · Analytics
Omni vs Count
A side-by-side editorial comparison of Omni and Count — release velocity, themes, recent moves, and the top alternatives to consider.
Omni vs Count: at a glance
What is Omni?
Omni keeps welding AI into the BI modeling layer, one weekly drop at a time
Omni ships weekly, and the throughline is AI moving from bolt-on to default: AI-powered visualization annotations and the AI Hub have reached general availability, and external AI context now pulls from Notion. Alongside that runs steady modeling and embedding work — calculation pushdown, dynamic top-N parameterization, approximate aggregates, and timezone overrides in embed URLs.
What is Count?
Count is turning its BI canvas into a governed, agent-operated analytics platform.
Count is a data-canvas analytics tool reorganizing itself around an AI agent. In two months it shipped a full public REST API and hosted MCP server (governed agent access via OAuth and service accounts), a major agent upgrade that lets the agent read and edit the entire canvas and answer from Slack, and the ability to plug external MCP servers (Linear, HubSpot, Stripe, Slack, Drive) into the agent. Around the agent it keeps broadening warehouse support—ClickHouse, Snowflake semantic models, OSI—alongside chart and UX polish.
Omni vs Count: editorial side-by-side
Omni
5.0ANALYTICS
Omni keeps welding AI into the BI modeling layer, one weekly drop at a time
◆ Current state
Omni ships weekly, and the throughline is AI moving from bolt-on to default: AI-powered visualization annotations and the AI Hub have reached general availability, and external AI context now pulls from Notion. Alongside that runs steady modeling and embedding work — calculation pushdown, dynamic top-N parameterization, approximate aggregates, and timezone overrides in embed URLs.
◆ Where it's heading
The product is converging an analyst-facing BI tool with an agent-assisted one: a Modeling Agent with skills, AI context-management controls, and access-gated AI grants suggest Omni wants AI that respects the semantic model rather than bypassing it. The non-AI work (compute routing, CLI OAuth, publish-draft APIs) is hardening the platform underneath so the AI features have a governed surface to act on.
◆ Prediction
Expect the next releases to keep promoting AI features from preview to GA and to deepen the Modeling Agent's reach into governed datasets; further external-context integrations beyond Notion are the likeliest near-term add.
Count
6.3ANALYTICS
Count is turning its BI canvas into a governed, agent-operated analytics platform.
◆ Current state
Count is a data-canvas analytics tool reorganizing itself around an AI agent. In two months it shipped a full public REST API and hosted MCP server (governed agent access via OAuth and service accounts), a major agent upgrade that lets the agent read and edit the entire canvas and answer from Slack, and the ability to plug external MCP servers (Linear, HubSpot, Stripe, Slack, Drive) into the agent. Around the agent it keeps broadening warehouse support—ClickHouse, Snowflake semantic models, OSI—alongside chart and UX polish.
◆ Where it's heading
Count is building toward analytics where agents are first-class operators: a governed API/MCP layer for access, an agent that drives the canvas end to end, external tool reach via MCP, and connection-level context so guidance is captured once and inherited. Governance—permissions, scopes, service accounts—is the enabling layer that makes agent access acceptable in real data stacks rather than a bolt-on.
◆ Prediction
Expect more connection- and warehouse-level context controls, a widening catalog of supported external MCP integrations, and deeper Slack-native agent workflows.
Alternatives to Omni and Count
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Omni or Count.
Chord
Chord rebuilds Copilot from the ground up, betting its CDP on conversational AI.
MotherDuck
MotherDuck climbs from serverless DuckDB warehouse to an agent-operable data platform
Apache Superset
Superset's Helm chart ships steadily, but these tags track packaging, not the BI app
Apify
Apify retools Actors for the agentic web — agent payments and login-gated MCP access.
Usermaven
Usermaven consolidates a sprawling analytics suite into one AI-assisted hub.
Recent activity from Omni and Count
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 4d agoOmniAI visualization annotations GA; Notion AI context integration
- 11d agoOmniDashboard spacers/dividers, AI file uploads, Notion integration
- 11d agoOmniCalculation pushdown, dynamic top-N modeling, Slack setup
- 17d agoOmniPublish-draft API, approximate aggregates, map viewport config
- 21d agoCountConnect external MCP servers to the Count agent ⚡
- 1mo agoOmniAI Hub and Markdown columns reach GA
- 1mo agoCountDashed lines
- 1mo agoOmniCompute routing, calculated-field drilling, CLI OAuth
- 1mo agoCountNew workspace home
- 2mo agoCountClickHouse support
- 2mo agoCountMajor Count agent upgrade: edits any cell, runs in Slack ⚡
- 3mo agoCountPublic API and MCP server ⚡
Frequently asked questions
What is the difference between Omni and Count?
They serve adjacent needs but don't currently overlap on shipped themes. Count is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Omni better than Count?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Count is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Omni?
Top Omni alternatives in Analytics are ranked by recent ship velocity. Browse the "Omni alternatives" section above for the current picks, or visit /alternatives/omni for the full list with editorial commentary on each.
What are the best alternatives to Count?
Top Count alternatives in Analytics are ranked by recent ship velocity. Browse the "Count alternatives" section above for the current picks, or visit /alternatives/count for the full list with editorial commentary on each.