The Best AI Analytics in 2026
We researched AI analytics products using official vendor websites, including pricing pages, plan tables, and product documentation. Rankings focus on each product’s core analytics job, value for money, and verified features, helping you compare tools that turn data into useful insights and answers.
Our top picks
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Top ranked
SAS Viya#1 of 279.1/10SAS Viya connects predictive modeling, governance and real-time decisioning for enterprise teams.
Pricing on request · 14-day trial
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Runner-up
Alteryx Machine Learning#2 of 279.0/10A focused AutoML workspace for forecasting, model evaluation, and governed prediction workflows.
30-day trial
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Top-ranked free plan
Tableau#9 of 278.4/10A broad BI platform with AI-assisted metric exploration and dashboard access from $15 per user monthly.
Free plan
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 27 tools, best first
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Best forEnterprises operationalizing governed predictive analytics
SAS Viya connects predictive modeling, governance and real-time decisioning for enterprise teams.
Pricing on request · 14-day trial Our SAS Viya verdict → Visit SAS ViyaFor vendors Sponsor this spot · #1 · $149/mo →9.1/10★★★★★Visit SAS Viya -
Best forTeams focused on automated ML and forecasting
A focused AutoML workspace for forecasting, model evaluation, and governed prediction workflows.
9.0/10★★★★☆Visit Alteryx -
Best forEnterprises building and governing predictive models
A broad enterprise toolkit for predictive modeling, deployment, monitoring, and governance.
Pricing on request · 30-day trial Our DataRobot verdict → Visit DataRobotFor vendors Sponsor this spot · #3 · $79/mo →8.9/10★★★★☆Visit DataRobot -
Best forTeams wanting established BI with predictive features
Established BI with predictive features, priced from $300 per month billed annually.
8.9/10★★★★☆Visit Qlik -
Best forBudget-conscious teams needing governed BI and forecasts
Governed reporting and forecasting with cloud or self-hosted deployment.
- Natural-language queries
8.8/10★★★★☆Visit IBM Cognos -
Best forOrganizations needing forecasting plus visual analytics
Combines dashboards, forecasting and scenario analysis with cloud or self-hosted deployment.
- Natural-language queries
8.7/10★★★★☆Visit SAS -
Best forSAP-centric teams planning and forecasting
Combines SAP-focused BI, predictive analytics, and enterprise planning in one cloud service.
- Natural-language queries
8.6/10★★★★☆Visit SAP -
Best forTeams prioritizing governed analytics and embedding
A governed BI platform with conversational analytics and embedded dashboards; pricing is quote-based.
- Natural-language queries
8.5/10★★★★☆Visit Looker -
Best forTeams that need visual analytics across mixed data sources
A broad BI platform with AI-assisted metric exploration and dashboard access from $15 per user monthly.
- Natural-language queries
8.4/10★★★★☆Visit Tableau -
Best forTeams embedding AI-assisted analytics into products
A BI platform for teams embedding governed, AI-assisted analytics in products.
- Natural-language queries
8.3/10★★★★☆Visit Sisense -
Best forTeams seeking self-service analytics with AI search
A governed analytics platform for teams that want to search and monitor business data with AI.
- Natural-language queries
8.1/10★★★★☆Visit ThoughtSpot -
Best forTeams wanting natural-language insights and forecasts
Natural-language analysis, automated discovery, and forecasting for enterprise data.
8.0/10★★★★☆Visit Tellius -
Best forMid-market teams automating forecasting and deployment
Aible automates forecasting and model workflows, with a $99 monthly Professional entry point.
7.9/10★★★★☆Visit Aible -
Best forTeams building governed embedded analytics
A flexible BI platform for teams embedding governed analytics across products and workspaces.
- Natural-language queries
7.8/10★★★★☆Visit GoodData -
Best forTeams needing broad data integration and AI-assisted BI
A broad cloud analytics platform for connected data, embedded BI, and natural-language insights.
- Natural-language queries
7.7/10★★★★☆Visit Domo -
Best forTeams wanting broad BI with a free edition
Broad analytics from data preparation and modeling to dashboards, reporting and natural-language queries.
- Natural-language queries
7.6/10★★★★☆Visit site -
Best forSmall teams seeking affordable AI-assisted BI
Affordable AI-assisted BI with dashboards, connectors, and governed access.
- Natural-language queries
7.5/10★★★★☆Visit Zoho Analytics -
Best forTeams exploring data through natural language
Natural-language analytics and no-code modeling for media-focused teams.
- Natural-language queries
7.4/10★★★★☆Visit Akkio -
Best forAnalysts who want collaborative notebooks with AI help
Collaborative SQL, Python, and R notebooks with AI assistance and app publishing.
7.3/10★★★★☆Visit Hex -
Best forTeams starting with no-code predictive models
Build and deploy predictive models without code, with a free plan for getting started.
7.2/10★★★★☆Visit Obviously AI -
Best forIndividuals analyzing files with natural-language prompts
A web workspace for natural-language file and data analysis, with plans for teams.
- Natural-language queries
7.1/10★★★★☆Visit Julius AI -
Best forTeams querying warehouse data in natural language
Conversational BI with SQL, visual answers, and flexible deployment options.
- Natural-language queries
7.0/10★★★★☆Visit AnswerRocket -
Best forDatabricks users adding AI-assisted dashboard analytics
A capable dashboard layer for teams already working in the Databricks Lakehouse.
6.9/10★★★☆☆Visit Databricks -
Best forTeams querying warehouse metrics in plain language
ClarityQ turns warehouse questions into explained SQL, charts, dashboards, and reports.
- Natural-language queries
6.8/10★★★☆☆Visit ClarityQ -
Best forSmall teams wanting low-cost AI-generated dashboards
Affordable AI dashboards with natural-language analysis and broad data connectors.
6.7/10★★★☆☆Visit Polymer -
Best forTeams focused on revenue and renewal forecasting
Revenue and renewal forecasting with scenario analysis, driver discovery, and model backtesting.
6.5/10★★★☆☆Visit Predict.ai -
Best forOrganizations automating workflows, not analytics modeling
Automates workflows across cloud services and Windows, but is not an analytics modeling tool.
6.4/10★★★☆☆Visit Microsoft
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Natural-language queries | Deployment | Score |
|---|---|---|---|---|---|---|
| 1 | SAS Viya | No | 9.1 | |||
| 2 | Alteryx Machine Learning | No | 9.0 | |||
| 3 | DataRobot | 8.9 | ||||
| 4 | Qlik Cloud Analytics | No | $300/mo | 8.9 | ||
| 5 | IBM Cognos Analytics | No | $10.60/user/mo | Yes | Hybrid | 8.8 |
| 6 | SAS Visual Analytics | Yes | Hybrid | 8.7 | ||
| 7 | SAP Analytics Cloud | No | Yes | Hybrid | 8.6 | |
| 8 | Looker | No | Yes | Hybrid | 8.5 | |
| 9 | Tableau | Yes | $15/user/mo | Yes | Hybrid | 8.4 |
| 10 | Sisense | No | Yes | Hybrid | 8.3 | |
| 11 | ThoughtSpot | No | $25/user/mo | Yes | Cloud | 8.1 |
| 12 | Tellius | No | 8.0 | |||
| 13 | Aible | 7.9 | ||||
| 14 | GoodData | Yes | Hybrid | 7.8 | ||
| 15 | Domo | No | Yes | Cloud | 7.7 | |
| 16 | Pyramid Analytics | Yes | Yes | Hybrid | 7.6 | |
| 17 | Zoho Analytics | Yes | $24/mo | Yes | Hybrid | 7.5 |
| 18 | Akkio | Yes | Yes | 7.4 | ||
| 19 | Hex | Yes | $36/user/mo | 7.3 | ||
| 20 | Obviously AI | Yes | 7.2 | |||
| 21 | Julius AI | Yes | Yes | 7.1 | ||
| 22 | AnswerRocket | Yes | 7.0 | |||
| 23 | Databricks AI/BI | No | Cloud | 6.9 | ||
| 24 | ClarityQ | Yes | Cloud | 6.8 | ||
| 25 | Polymer | No | $10/user/mo | Cloud | 6.7 | |
| 26 | Predict.ai | Yes | $149/mo | 6.5 | ||
| 27 | Microsoft Power Automate | Yes | $15/user/mo | 6.4 |
Head-to-head All 24 comparisons →
- SAS Viya vs Qlik Cloud Analytics
- SAS Viya vs IBM Cognos Analytics
- SAS Viya vs SAS Visual Analytics
- SAS Viya vs SAP Analytics Cloud
- SAS Viya vs Looker
- Alteryx Machine Learning vs Qlik Cloud Analytics
- Alteryx Machine Learning vs IBM Cognos Analytics
- Alteryx Machine Learning vs SAS Visual Analytics
- Alteryx Machine Learning vs SAP Analytics Cloud
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How we rank ai analytics
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