ANALYTICS
Basedash's chat builds entire dashboards now — it's crossed from question-answering into workspace creation.
Alternatives · analytics tools
Maze alternatives
The best Maze alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Sep 16, 2026
Looking for the best alternatives to Maze? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Maze shipped 0 meaningful updates in the last 30 days and carries a velocity score of 3.8 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About Maze
UX research platform is reshaping itself around AI moderation and AI-driven analysis.
Maze is shipping aggressively across two adjacent fronts: AI-driven research execution (AI Moderator with adaptive conversation styles, visual stimulus support) and AI-driven analysis (thematic analysis now generated automatically across every study type). Around the AI core, recent releases also tighten panel recruitment with Fresh Eyes participant-freshness controls, expand Global Search to blocks and interview sessions, and improve Variant Comparison reliability for A/B prototype tests.
Velocity 3.8 · Last update 4mo ago
Top 12 alternatives to Maze
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
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dbt 2.0 ships stable with an official OSS/proprietary split and agentic skill loading
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Lightdash is cutting its dbt dependency and building AI-powered authoring into every layer of its BI stack.
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Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
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AgencyAnalytics adds autonomous AI client profiling and historical AI citation tracking — two moves that redefine what the platform can do for agencies.
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Neo4j's Virtual Graph lets you run Cypher against Snowflake and BigQuery without moving any data.
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OpenObserve ships v1.0.0 GA after a five-RC stabilization run, making its enterprise observability play official.
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Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
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OpenHouse breaks ground on Iceberg views while tightening storage lifecycle and authorization
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Omni's Apps reach general availability, completing its embedded analytics platform pitch.
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OpenCTI ships FIPS-validated base images and a new vulnerability data model, targeting enterprise and government deployments.
Maze vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| Maze (baseline) | 3.8 | 0 | ux researchai moderatorthematic analysis | New: AI-powered thematic analysis, now for every study type |
| Basedash | 10.0 | 2 | ai-analyticsdata-governanceno-code-bi | Build entire dashboards straight from chat |
| Holistics | 8.8 | 2 | analyticsbiai-governance | ð Trace AI-triggered queries and jobs |
| dbt Core | 7.5 | 1 | analytics-engineeringdata-transformationai-native | dbt v2.0.0 |
| Lightdash | 7.5 | 2 | semantic-layerdbt-independenceai-bi | 🧩 Build your own chart types |
| Keboola | 7.5 | 2 | data-platformai-agentsmcp | Kai is Now Generally Available (Multi-Tenant, Contracted Customers) |
| AgencyAnalytics | 7.5 | 2 | agency-reportingai-visibilityseo-analytics | AgencyAI starts building client context automatically |
| Neo4j | 7.5 | 1 | graph-databaseagenticdata-warehouse | Virtual Graph in Public Preview |
| OpenObserve | 6.3 | 1 | observabilityopen-sourcelogs-metrics-traces | OpenObserve v1.0.0: General availability |
| Fulcrum | 6.3 | 1 | field-datamobilegis | New! Fulcrum MCP & AI Toolkit (Labs) |
| OpenHouse | 6.3 | 1 | icebergdata-lakehouselinkedin | v0.5.490: Add entityType discriminator and table-scoped HTS queries (#696) |
| Omni | 6.3 | 1 | bi-analyticsembedded-analyticsai-agents | Apps Reach General Availability; Dashboard PNG Exports via MCP |
| OpenCTI | 6.3 | 0 | fips-compliancethreat-intelligenceai-analysis | — |
The 12 best Maze alternatives, in depth
1. Basedash · velocity 10.0
Basedash's chat builds entire dashboards now — it's crossed from question-answering into workspace creation.
Over the last 30 days Basedash shipped 2 meaningful updates vs Maze's 0, most recently “Build entire dashboards straight from chat”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where Maze leans on ux research, ai moderator and thematic analysis, Basedash focuses on ai analytics, data governance and no code bi.
Over the last 30 days Basedash has been shipping faster than Maze — a point in its favour if release momentum matters to you.
2. Holistics · velocity 8.8
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly.
Over the last 30 days Holistics shipped 2 meaningful updates vs Maze's 0, most recently “ð Trace AI-triggered queries and jobs”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where Maze leans on ux research, ai moderator and thematic analysis, Holistics focuses on analytics, bi and ai governance.
Over the last 30 days Holistics has been shipping faster than Maze — a point in its favour if release momentum matters to you.
3. dbt Core · velocity 7.5
Dbt 2.0 ships stable with an official OSS/proprietary split and agentic skill loading.
Over the last 30 days dbt Core shipped 1 meaningful update vs Maze's 0, most recently “dbt v2.0.0”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Maze leans on ux research, ai moderator and thematic analysis, dbt Core focuses on analytics engineering, data transformation and ai native.
Over the last 30 days dbt Core has been shipping faster than Maze — a point in its favour if release momentum matters to you.
4. Lightdash · velocity 7.5
Lightdash is cutting its dbt dependency and building AI-powered authoring into every layer of its BI stack.
Over the last 30 days Lightdash shipped 2 meaningful updates vs Maze's 0, most recently “🧩 Build your own chart types”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Maze leans on ux research, ai moderator and thematic analysis, Lightdash focuses on semantic layer, dbt independence and ai bi.
Over the last 30 days Lightdash has been shipping faster than Maze — a point in its favour if release momentum matters to you.
5. Keboola · velocity 7.5
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
Over the last 30 days Keboola shipped 2 meaningful updates vs Maze's 0, most recently “Kai is Now Generally Available (Multi-Tenant, Contracted Customers)”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Maze leans on ux research, ai moderator and thematic analysis, Keboola focuses on data platform, ai agents and mcp.
Over the last 30 days Keboola has been shipping faster than Maze — a point in its favour if release momentum matters to you.
6. AgencyAnalytics · velocity 7.5
AgencyAnalytics adds autonomous AI client profiling and historical AI citation tracking — two moves that redefine what the platform can do for agencies.
Over the last 30 days AgencyAnalytics shipped 2 meaningful updates vs Maze's 0, most recently “AgencyAI starts building client context automatically”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Maze leans on ux research, ai moderator and thematic analysis, AgencyAnalytics focuses on agency reporting, ai visibility and seo analytics.
Over the last 30 days AgencyAnalytics has been shipping faster than Maze — a point in its favour if release momentum matters to you.
Full AgencyAnalytics trajectory → · Compare Maze vs AgencyAnalytics →
7. Neo4j · velocity 7.5
Neo4j's Virtual Graph lets you run Cypher against Snowflake and BigQuery without moving any data.
Over the last 30 days Neo4j shipped 1 meaningful update vs Maze's 0, most recently “Virtual Graph in Public Preview”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Maze leans on ux research, ai moderator and thematic analysis, Neo4j focuses on graph database, agentic and data warehouse.
Over the last 30 days Neo4j has been shipping faster than Maze — a point in its favour if release momentum matters to you.
8. OpenObserve · velocity 6.3
OpenObserve ships v1.0.0 GA after a five-RC stabilization run, making its enterprise observability play official.
Over the last 30 days OpenObserve shipped 1 meaningful update vs Maze's 0, most recently “OpenObserve v1.0.0: General availability”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Maze leans on ux research, ai moderator and thematic analysis, OpenObserve focuses on observability, open source and logs metrics traces.
Over the last 30 days OpenObserve has been shipping faster than Maze — a point in its favour if release momentum matters to you.
Full OpenObserve trajectory → · Compare Maze vs OpenObserve →
9. Fulcrum · velocity 6.3
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms.
Over the last 30 days Fulcrum shipped 1 meaningful update vs Maze's 0, most recently “New! Fulcrum MCP & AI Toolkit (Labs)”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Maze leans on ux research, ai moderator and thematic analysis, Fulcrum focuses on field data, mobile and gis.
Over the last 30 days Fulcrum has been shipping faster than Maze — a point in its favour if release momentum matters to you.
10. OpenHouse · velocity 6.3
OpenHouse breaks ground on Iceberg views while tightening storage lifecycle and authorization.
Over the last 30 days OpenHouse shipped 1 meaningful update vs Maze's 0, most recently “v0.5.490: Add entityType discriminator and table-scoped HTS queries (#696)”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Maze leans on ux research, ai moderator and thematic analysis, OpenHouse focuses on iceberg, data lakehouse and linkedin.
Over the last 30 days OpenHouse has been shipping faster than Maze — a point in its favour if release momentum matters to you.
11. Omni · velocity 6.3
Omni's Apps reach general availability, completing its embedded analytics platform pitch.
Over the last 30 days Omni shipped 1 meaningful update vs Maze's 0, most recently “Apps Reach General Availability; Dashboard PNG Exports via MCP”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Maze leans on ux research, ai moderator and thematic analysis, Omni focuses on bi analytics, embedded analytics and ai agents.
Over the last 30 days Omni has been shipping faster than Maze — a point in its favour if release momentum matters to you.
12. OpenCTI · velocity 6.3
OpenCTI ships FIPS-validated base images and a new vulnerability data model, targeting enterprise and government deployments.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Maze leans on ux research, ai moderator and thematic analysis, OpenCTI focuses on fips compliance, threat intelligence and ai analysis.
OpenCTI and Maze have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to Maze?
The top Maze alternatives we currently track in analytics tools are Basedash, Holistics, dbt Core, Lightdash, Keboola, ranked by recent ship velocity.
How is this list of Maze alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Maze directly with one of these alternatives?
Yes — every card has a "Compare with Maze" link to a side-by-side /compare page.