Deepnote
Deepnote reshapes the data notebook into agent-operable infrastructure.
A side-by-side editorial comparison of Axiom and Holistics — release velocity, themes, recent moves, and the top alternatives to consider.
Axiom unifies logs, traces, and metrics into one AI-agent-queryable observability surface
Axiom is building AI-agent-native observability. Metrics reached GA unified with logs and traces and queryable by agents through MCP, Correlations stitches the three datasets together for investigations, and a run of skills (Query Metrics, Write Evaluations, SRE) turn AI coding agents into operators of the platform. Online evaluations extend it into AI-engineering workflows.
Holistics leans into analytics-as-code with agentic dev workflows and a Power BI migration path
Holistics is a BI platform built around analytics-as-code, where models and dashboards are defined in its AMQL language and version-controlled in Git. Recent releases push on three fronts at once: competitive migration (a one-command Power BI importer), AI-native authoring (Claude Code setup skills and a conversational Ask AI), and steady breadth work like an Oracle connector and org-level GitHub App auth. The throughline is making the code-first workflow easier to adopt and operate.
Axiom is building AI-agent-native observability. Metrics reached GA unified with logs and traces and queryable by agents through MCP, Correlations stitches the three datasets together for investigations, and a run of skills (Query Metrics, Write Evaluations, SRE) turn AI coding agents into operators of the platform. Online evaluations extend it into AI-engineering workflows.
Two arcs converge: completing the observability triad (logs + traces + metrics under one query layer) and exposing that layer to AI agents as a first-class consumer via MCP and purpose-built skills. Axiom is also moving up the stack into evaluating AI systems, not just observing infrastructure.
Expect more agent-facing skills and deeper AI-engineering evaluation tooling, given the steady cadence of MCP-queryable features and eval releases across this window.
Holistics is a BI platform built around analytics-as-code, where models and dashboards are defined in its AMQL language and version-controlled in Git. Recent releases push on three fronts at once: competitive migration (a one-command Power BI importer), AI-native authoring (Claude Code setup skills and a conversational Ask AI), and steady breadth work like an Oracle connector and org-level GitHub App auth. The throughline is making the code-first workflow easier to adopt and operate.
The direction is to lower the switching cost from incumbent BI tools while betting that analytics teams will work through agents and code rather than point-and-click. Migration tooling and agentic setup skills both target the same friction: getting a team productive in Holistics fast. Parallel embed and dashboard-runtime polish (auto-run, KPI styling) point to a continued focus on the embedded-analytics use case.
Expect the migration story to extend to other incumbents and the agentic-development skills to deepen, given the back-to-back Power BI importer and Claude Code setup releases. Embedded-analytics controls look set to keep maturing.
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 Axiom or Holistics.
Deepnote reshapes the data notebook into agent-operable infrastructure.
Chord rebuilds Copilot from the ground up, betting its CDP on conversational AI.
MotherDuck climbs from serverless DuckDB warehouse to an agent-operable data platform
Superset's Helm chart ships steadily, but these tags track packaging, not the BI app
Apify retools Actors for the agentic web — agent payments and login-gated MCP access.
Usermaven consolidates a sprawling analytics suite into one AI-assisted hub.
See all Axiom alternatives → · See all Holistics alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Holistics is currently shipping more aggressively (velocity 7.5 vs 2.5), 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Holistics is currently shipping more aggressively (velocity 7.5 vs 2.5), 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.
Top Axiom alternatives in Analytics are ranked by recent ship velocity. Browse the "Axiom alternatives" section above for the current picks, or visit /alternatives/axiom for the full list with editorial commentary on each.
Top Holistics alternatives in Analytics are ranked by recent ship velocity. Browse the "Holistics alternatives" section above for the current picks, or visit /alternatives/holistics for the full list with editorial commentary on each.