The Best Agentic Analytics Software in 2026
We researched agentic analytics software using official vendor websites, including pricing pages, plan tables, and product documentation. Rankings focus on the category’s core job, value for money, and verified features, so buyers can compare tools for AI-driven data analysis and insights.
Our top picks
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Top ranked
Actian AI Analyst#1 of 239.3/10Ask business questions in natural language, with answers grounded in a governed semantic layer.
14-day trial
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Runner-up
Databricks AI/BI#2 of 239.1/10Databricks-native AI/BI with conversational analysis, forecasting, and governed embedding.
14-day trial
-
Top-ranked free plan
Zoho Analytics#3 of 239.0/10Broad analytics, connectors and Ask Zia, with a free plan and a $24 annual entry tier.
Free plan · 15-day trial
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
The full ranking 23 tools, best first
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Best forTeams seeking governed enterprise conversational analytics
Ask business questions in natural language, with answers grounded in a governed semantic layer.
9.3/10★★★★★Visit Actian -
Best forDatabricks-centered AI/BI teams
Databricks-native AI/BI with conversational analysis, forecasting, and governed embedding.
- Natural-language analysis
9.1/10★★★★★Visit Databricks -
Best forTeams seeking broad, affordable business analytics
Broad analytics, connectors and Ask Zia, with a free plan and a $24 annual entry tier.
Free plan · 15-day trial Our Zoho Analytics verdict → Visit Zoho AnalyticsFor vendors Sponsor this spot · #3 · $79/mo →9.0/10★★★★☆Visit Zoho Analytics -
Best forTeams exploring data and embedding analytics
Governed analytics with natural-language search, AI agents, and embedded options.
8.8/10★★★★☆Visit ThoughtSpot -
Best forGoverned conversational BI with root-cause analysis
Governed conversational BI with deterministic queries and automated root-cause analysis.
8.6/10★★★★☆Visit Veezoo -
Best forFull-stack enterprise analytics and data science
Full-stack analytics with governed self-service, AI querying, and flexible deployment.
8.4/10★★★★☆Visit Pyramid -
Best forIndividuals and teams analyzing data across connected tools
Ask questions across connected data, inspect cited answers, and route approved actions from $5 a month.
- Governance controls
- Natural-language analysis
8.2/10★★★★☆Visit Skopx -
Best forGoverned embedded analytics platforms
Governed, embeddable analytics with semantic metrics, multitenancy and AI assistance.
8.1/10★★★★☆Visit GoodData -
Best forTeams building customizable analytics assistants
A customizable analytics assistant for natural-language data questions and SQL exploration.
8.0/10★★★★☆Visit AnswerRocket -
Best forCollaborative analyst notebooks with AI
Collaborative SQL, Python, and R notebooks with AI, governance, and publishing.
7.9/10★★★★☆Visit Hex -
Best forAutomated forecasting and predictive modeling
Automates forecasting and predictive modeling, with flexible deployment and a $99 monthly plan.
7.8/10★★★★☆Visit Aible -
Best forAdvanced driver and root-cause discovery
Deep driver and root-cause analysis for teams working with enterprise data.
- Natural-language analysis
7.7/10★★★★☆Visit Tellius -
Best forTeams analyzing governed ERP and operational data
Lumi AI pairs natural-language analysis with semantic context and governance controls.
- Governance controls
- Natural-language analysis
7.6/10★★★★☆Visit Lumi AI -
Best forGoverned metric reviews in Slack or Teams
A governed analytics agent for cited answers and metric reviews in Slack or Teams.
- Governance controls
- Natural-language analysis
7.5/10★★★★☆Visit Push.ai -
Best forOpen-source agentic BI experimentation
A flexible agentic BI toolkit with self-hosting, natural-language SQL and analytics workflows.
- Governance controls
- Natural-language analysis
7.4/10★★★★☆Visit MinusX -
Best forOpen-source semantic SQL analytics
Open-source semantic SQL analytics with cloud tiers for governed AI querying.
7.3/10★★★★☆Visit Wren AI -
Best forAuditable workflow-oriented analytics
A web-based analytics agent pairing investigations, provenance, workflows, and observability.
- Governance controls
- Natural-language analysis
7.2/10★★★★☆Visit KOKAR ASAP -
Best forFlexible statistical analysis from natural language
Flexible natural-language statistical analysis with broad multimodal coverage and credit-based pricing.
- Governance controls
- Natural-language analysis
7.1/10★★★★☆Visit ARIF Analytics -
Best forTeams seeking affordable read-only natural-language SQL
A read-only, web-based SQL assistant with charts and conversational refinement.
7.0/10★★★★☆Visit Agentsql -
Best forFree exploratory analytics and data quality
Clavio combines natural-language analysis, data quality checks, and reviewable code in a cloud workspace.
6.9/10★★★☆☆Visit Clavio -
Best forSolo users and small teams wanting self-hosted SQL charting
An open-source, self-hosted tool for querying data with natural language and SQL.
6.8/10★★★☆☆Visit DataLine -
Best forEnterprise natural-language query exploration
Natural-language, multi-agent analysis for teams working with structured enterprise data.
6.7/10★★★☆☆Visit Seek AI -
Best forOpen-source natural-language SQL infrastructure
A developer-focused way to build natural-language SQL agents with self-hosting and controls.
6.6/10★★★☆☆Visit Vanna AI
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Score |
|---|---|---|---|---|
| 1 | Actian AI Analyst | No | $499/mo | 9.3 |
| 2 | Databricks AI/BI | No | 9.1 | |
| 3 | Zoho Analytics | Yes | $24/mo | 9.0 |
| 4 | ThoughtSpot | No | $25/user/mo | 8.8 |
| 5 | Veezoo | No | 8.6 | |
| 6 | Pyramid Analytics | Yes | 8.4 | |
| 7 | Skopx | No | $5/mo | 8.2 |
| 8 | GoodData | 8.1 | ||
| 9 | AnswerRocket | 8.0 | ||
| 10 | Hex | Yes | $36/user/mo | 7.9 |
| 11 | Aible | 7.8 | ||
| 12 | Tellius | No | 7.7 | |
| 13 | Lumi AI | No | $45/mo | 7.6 |
| 14 | Push.ai | Yes | 7.5 | |
| 15 | MinusX | Yes | $40/user/mo | 7.4 |
| 16 | Wren AI | Yes | $179/mo | 7.3 |
| 17 | KOKAR ASAP | 7.2 | ||
| 18 | ARIF Analytics | No | $4,999/yr | 7.1 |
| 19 | Agentsql | No | $39/mo | 7.0 |
| 20 | Clavio | Yes | 6.9 | |
| 21 | DataLine | Yes | Free | 6.8 |
| 22 | Seek AI | 6.7 | ||
| 23 | Vanna AI | Yes | $50/mo | 6.6 |
Head-to-head All 27 comparisons →
- Actian AI Analyst vs Databricks AI/BI
- Actian AI Analyst vs Zoho Analytics
- Actian AI Analyst vs ThoughtSpot
- Actian AI Analyst vs Pyramid Analytics
- Actian AI Analyst vs Skopx
- Actian AI Analyst vs GoodData
- Databricks AI/BI vs Zoho Analytics
- Databricks AI/BI vs ThoughtSpot
- Databricks AI/BI vs Veezoo
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How we rank agentic analytics software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update