Chord
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Comparison · Analytics
Count vs Omni
A side-by-side editorial comparison of Count and Omni — release velocity, themes, recent moves, and the top alternatives to consider.
Count vs Omni: at a glance
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.
What is Omni?
Omni ships dbt on Trino and MCP app management, extending AI-native BI coverage
Omni is pushing hard on two fronts simultaneously: warehouse integration depth (dbt on Trino, Databricks query tagging, GitHub App authentication for dbt) and AI-native interfaces (MCP server tools for app management, dashboard PNG exports from MCP clients, user memory in AI chat). Apps reaching general availability in the August 31 release was a product maturity milestone. The result is a BI tool that increasingly treats AI agents as first-class consumers of analytics data.
Count vs Omni: editorial side-by-side
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.
Omni
7.5ANALYTICS
Omni ships dbt on Trino and MCP app management, extending AI-native BI coverage
◆ Current state
Omni is pushing hard on two fronts simultaneously: warehouse integration depth (dbt on Trino, Databricks query tagging, GitHub App authentication for dbt) and AI-native interfaces (MCP server tools for app management, dashboard PNG exports from MCP clients, user memory in AI chat). Apps reaching general availability in the August 31 release was a product maturity milestone. The result is a BI tool that increasingly treats AI agents as first-class consumers of analytics data.
◆ Where it's heading
The MCP surface expands in nearly every release — searchDashboards, then PNG exports, now app management tools. Omni is building toward a state where an AI agent can autonomously navigate, configure, and extract data from an Omni workspace without human mediation. The dbt integration expansion across database backends (Trino joins Snowflake/BigQuery) widens the addressable data stack and signals that dbt-first teams are a priority customer segment.
◆ Prediction
Omni will expand MCP tool coverage to include dashboard creation and workbook manipulation, completing the loop on full agent-driven BI workflows.
Alternatives to Count and Omni
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 Count or Omni.
Fulcrum
Fulcrum ships an MCP server for AI-managed form building while Photo FastFill pushes toward general availability.
Holistics
Holistics connects to warehouse-native semantic layers, shifting from semantic owner to governed exploration layer.
Tinybird
Tinybird builds out MCP tooling for LLM-driven data access while hardening its ingestion pipeline
Basedash
Basedash makes its MCP server writable — AI agents can now author dashboards on your behalf
OpenObserve
OpenObserve hits v1.0 GA with first-class AI Observability and SLOs, then stabilizes fast.
Recent activity from Count and Omni
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3d agoOmniOmni: dbt on Trino and MCP app management tools land together ⚡
- 11d agoOmniSeptember 7: composite topics API, Skills API, and sidebar undo
- 16d agoOmniOmni Apps reach GA; MCP clients can now export dashboard PNGs ⚡
- 24d agoOmniAugust 24: Agent workbook navigation, user memory in AI chat, CLI v1.2
- 1mo agoOmniAugust 17: Embedded apps preview, Databricks query tagging, model forecasting
- 1mo agoOmniAugust 10: composite topic filters, dashboard query stop, full-screen preview editing
- 3mo agoCountConnect external MCP servers to the Count agent ⚡
- 4mo agoCountDashed lines
- 4mo agoCountNew workspace home
- 4mo agoCountClickHouse support
- 5mo agoCountMajor Count agent upgrade: edits any cell, runs in Slack ⚡
- 5mo agoCountPublic API and MCP server ⚡
Frequently asked questions
What is the difference between Count and Omni?
They serve adjacent needs but don't currently overlap on shipped themes. Omni is currently shipping more aggressively (velocity 7.5 vs 6.3), with 2 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 Count better than Omni?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Omni is currently shipping more aggressively (velocity 7.5 vs 6.3), with 2 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 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.
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.