The Best Augmented Analytics Software in 2026
We researched augmented analytics software from official websites, including pricing pages, plan tables, and product documentation. Products are ranked on their core job, value for money, and verified features, with emphasis on automated insight discovery, explanations, forecasting, and natural-language analysis.
Our top picks
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Top ranked
ThoughtSpot#1 of 319.3/10A strong fit for governed analytics teams that want to ask questions in natural language.
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Runner-up
Zoho Analytics#2 of 319.2/10Broad augmented analytics for teams that want many capabilities at a low entry price.
Free plan · 15-day trial
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Top-ranked free plan
Pyramid Analytics#3 of 319.1/10A broad hybrid analytics suite for governed self-service, AI-assisted exploration, and embedded use.
Free plan · pricing on request · 30-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 31 tools, best first
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Best forTeams prioritizing natural-language analytics
A strong fit for governed analytics teams that want to ask questions in natural language.
9.3/10★★★★★Visit ThoughtSpot -
Best forBudget-conscious teams needing broad augmented BI
Broad augmented analytics for teams that want many capabilities at a low entry price.
Free plan · 15-day trial Our Zoho Analytics verdict → Visit Zoho AnalyticsFor vendors Sponsor this spot · #2 · $99/mo →9.2/10★★★★★Visit Zoho Analytics -
Best forOrganizations wanting broad hybrid analytics coverage
A broad hybrid analytics suite for governed self-service, AI-assisted exploration, and embedded use.
Free plan · pricing on request · 30-day trial Our Pyramid Analytics verdict → Visit siteFor vendors Sponsor this spot · #3 · $79/mo →9.1/10★★★★★Visit site -
Best forOperational and streaming analytics teams
A broad analytics platform for teams working with operational, streaming, and complex data.
- Natural-language analysis
- AI explanations
- Automated insights
Pricing on request · 30-day trial Our TIBCO Spotfire verdict → Visit TIBCO SpotfireFor vendors Sponsor this spot · #4 · $69/mo →9.0/10★★★★☆Visit TIBCO Spotfire -
Best forTeams seeking automated insights and root-cause analysis
Tellius combines natural-language analysis with automated drivers, forecasting, and root-cause investigation.
- Natural-language analysis
- AI explanations
- Automated insights
Pricing on request · 30-day trial Our Tellius verdict → Visit TelliusFor vendors Sponsor this spot · #5 · $59/mo →8.9/10★★★★☆Visit Tellius -
Best forLarge teams needing connectors and embedded analytics
A broad cloud analytics platform for connected data, embedded experiences, and AI-assisted analysis.
8.8/10★★★★☆Visit Domo -
Best forSalesforce-centric revenue and customer analytics
A Salesforce-focused analytics platform combining exploration, forecasting, and AI-assisted insights.
- Natural-language analysis
- AI explanations
- Automated insights
8.7/10★★★★☆Visit Salesforce -
Best forEmbedded analytics and governed metric platforms
A governed analytics platform for teams embedding metrics, dashboards, and AI into products.
8.6/10★★★★☆Visit GoodData -
Best forDatabricks users needing governed AI/BI
Governed AI/BI for Databricks teams that need dashboards, natural-language analysis, and forecasting.
- Natural-language analysis
- AI explanations
- Root-cause analysis
8.5/10★★★★☆Visit Databricks -
Best forEnterprises needing broad hybrid BI coverage
Broad hybrid BI coverage with AI-assisted analytics, security, embedding, and mobile access.
8.4/10★★★★☆Visit Yellowfin -
Best forModern governed analytics teams
A governed analytics platform combining AI chat, live calculations, SQL, and embedded reporting.
8.3/10★★★★☆Visit Omni Analytics -
Best forLarge enterprises needing governed visual analytics
Governed visual analytics with forecasting, embedding and hybrid deployment for enterprises.
8.2/10★★★★☆Visit SAS Visual -
Best forConversational KPI and exception analysis
A broad enterprise analytics suite centered on conversational KPI and exception analysis.
- Natural-language analysis
- AI explanations
- Automated insights
8.1/10★★★★☆Visit Panorama -
Best forReal-time anomaly and incident analysis
A focused platform for real-time anomaly detection, incident analysis, and forecasting.
- Automated insights
- Root-cause analysis
- Forecasting
7.8/10★★★★☆Visit Anodot -
Best forEstablished teams needing governed associative analytics
A broad analytics platform for governed exploration, reporting, alerts and embedded use.
7.7/10★★★★☆Visit Qlik Sense -
Best forOrganizations combining spatial and predictive analysis
A spatial analytics platform that combines interactive BI, GIS, reporting, and predictive methods.
- Automated insights
- Forecasting
7.6/10★★★★☆Contact Disy -
Best forRetail sales and inventory analytics
A focused cloud analytics product for retail sales, inventory, and item performance.
- Automated insights
- Root-cause analysis
- Forecasting
7.5/10★★★★☆Visit SPS Commerce -
Best forTeams needing mature automated model operations
A broad enterprise AI platform for automated modeling, deployment, and governance.
7.3/10★★★★☆Visit DataRobot -
Best forTeams focused on predictive business questions
A focused predictive analytics platform for recurring business questions.
7.2/10★★★★☆Visit Pecan AI -
Best forSmall businesses wanting affordable AI dashboards
Affordable AI dashboards with broad connectors, sharing, and embedded analytics.
- Natural-language analysis
- AI explanations
- Automated insights
7.1/10★★★★☆Visit Polymer -
Best forSmall teams wanting no-code AI analytics
No-code AI analytics for media teams that need forecasting and campaign workflows.
7.0/10★★★★☆Visit Akkio -
Best forIndividuals analyzing files with conversational AI
A conversational analytics workspace for turning files and connected data into insights.
6.9/10★★★☆☆Visit Julius AI -
Best forCollaborative technical analytics teams
A collaborative notebook platform for technical teams that need governed analytics workflows.
6.8/10★★★☆☆Visit Hex -
Best forTeams needing flexible conversational analytics deployment
Flexible conversational analytics with strong deployment and collaboration options.
6.7/10★★★☆☆Visit AnswerRocket -
Best forIndividuals wanting simple AI data analysis
A simple web-based AI workspace for asking questions, analyzing files, and creating reports.
6.6/10★★★☆☆Visit Vizly -
Best forRevenue teams needing specialized forecasting
Specialized revenue forecasting with a free plan and paid tiers from $149 per month.
6.5/10★★★☆☆Visit Predict.ai -
Best forUsers deploying simple no-code predictive models
A focused no-code platform for building, deploying, and monitoring predictive models.
6.4/10★★★☆☆Visit Obviously AI -
Best forData science teams needing automated modeling
A broad automated ML platform for teams that need modeling through deployment.
6.3/10★★★☆☆Visit H2O.ai -
Best forAnalysts building complex visual workflows
A broad visual analytics workspace for analysts building repeatable, complex workflows.
6.2/10★★★☆☆Visit Alteryx -
Best forTraditional predictive modeling on desktop
A desktop-focused predictive analytics suite with broad modeling and integration options.
- Forecasting
6.1/10★★★☆☆Visit IBM SPSS -
Best forStatistical and experimental analysis specialists
A focused desktop environment for statistical discovery, modeling, and experimental analysis.
6.0/10★★★☆☆Visit JMP
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Score |
|---|---|---|---|---|
| 1 | ThoughtSpot | No | $25/user/mo | 9.3 |
| 2 | Zoho Analytics | Yes | $24/mo | 9.2 |
| 3 | Pyramid Analytics | Yes | 9.1 | |
| 4 | TIBCO Spotfire | No | 9.0 | |
| 5 | Tellius | No | 8.9 | |
| 6 | Domo | No | 8.8 | |
| 7 | Salesforce CRM Analytics | No | $140/user/mo | 8.7 |
| 8 | GoodData | 8.6 | ||
| 9 | Databricks AI/BI | No | 8.5 | |
| 10 | Yellowfin BI | No | 8.4 | |
| 11 | Omni Analytics | No | 8.3 | |
| 12 | SAS Visual Analytics | 8.2 | ||
| 13 | Panorama | 8.1 | ||
| 14 | Anodot | 7.8 | ||
| 15 | Qlik Sense | No | $300/mo | 7.7 |
| 16 | disy Cadenza | 7.6 | ||
| 17 | SPS Analytics | 7.5 | ||
| 18 | DataRobot | 7.3 | ||
| 19 | Pecan AI | 7.2 | ||
| 20 | Polymer | No | $10/user/mo | 7.1 |
| 21 | Akkio | Yes | 7.0 | |
| 22 | Julius AI | Yes | 6.9 | |
| 23 | Hex | Yes | $36/user/mo | 6.8 |
| 24 | AnswerRocket | 6.7 | ||
| 25 | Vizly | Yes | $19.99/mo | 6.6 |
| 26 | Predict.ai | Yes | $149/mo | 6.5 |
| 27 | Obviously AI | Yes | 6.4 | |
| 28 | H2O Driverless AI | No | 6.3 | |
| 29 | Alteryx Designer | No | 6.2 | |
| 30 | IBM SPSS Modeler | No | $529/user/mo | 6.1 |
| 31 | JMP | No | 6.0 |
Head-to-head All 22 comparisons →
- ThoughtSpot vs TIBCO Spotfire
- ThoughtSpot vs Tellius
- ThoughtSpot vs Domo
- ThoughtSpot vs Salesforce CRM Analytics
- Zoho Analytics vs TIBCO Spotfire
- Zoho Analytics vs Tellius
- Zoho Analytics vs Domo
- Zoho Analytics vs Salesforce CRM Analytics
- Pyramid Analytics vs TIBCO Spotfire
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How we rank augmented 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