Version 2026-07-08-654b5cf45112
AI Data Analytics
Scoring data for AI-assisted analytics platforms.
Compares connectivity insight quality visualisation automation governance and time to value.
| Rank | Provider | Overall | Best for | Highest metric | Lowest metric | Breakdown |
|---|---|---|---|---|---|---|
| 1 | Akkio | 8.3 | No-code ML scoring | Cost Efficiency 8.6/10 | Visualisation 8/10 | Score details |
Score breakdown for AkkioInsight Quality8.4/10; 22%; allocated to published score 1.85 Explainability8.2/10; 13%; allocated to published score 1.07 Data Connectivity8.2/10; 13%; allocated to published score 1.07 Model Quality8.2/10; 12%; allocated to published score 0.99 Visualisation8.0/10; 9%; allocated to published score 0.72 Governance/Security8.0/10; 9%; allocated to published score 0.72 Automation8.4/10; 6%; allocated to published score 0.50 Time to Value8.6/10; 10%; allocated to published score 0.86 Cost Efficiency8.6/10; 6%; allocated to published score 0.52 Akkio provides accessible ML with quick deployments and clear reporting; great for marketing and ops teams. | ||||||
| 2 | Power BI Copilot | 8.2 | BI with Microsoft 365 | Governance/Security 8.8/10 | Model Quality 7.8/10 | Score details |
Score breakdown for Power BI CopilotInsight Quality8.2/10; 22%; allocated to published score 1.80 Explainability8.0/10; 13%; allocated to published score 1.04 Data Connectivity8.2/10; 13%; allocated to published score 1.07 Model Quality7.8/10; 12%; allocated to published score 0.94 Visualisation8.4/10; 9%; allocated to published score 0.76 Governance/Security8.8/10; 9%; allocated to published score 0.79 Automation8.0/10; 6%; allocated to published score 0.48 Time to Value8.4/10; 10%; allocated to published score 0.84 Cost Efficiency8.0/10; 6%; allocated to published score 0.48 Power BI Copilot strengthens analysis, DAX help, and narrative summaries; governance is enterprise-ready. | ||||||
| 3 | DataRobot | 8.2 | AutoML for enterprises | Governance/Security 8.8/10 | Cost Efficiency 7.6/10 | Score details |
Score breakdown for DataRobotInsight Quality8.4/10; 22%; allocated to published score 1.84 Explainability8.6/10; 13%; allocated to published score 1.11 Data Connectivity8.0/10; 13%; allocated to published score 1.03 Model Quality8.6/10; 12%; allocated to published score 1.02 Visualisation7.8/10; 9%; allocated to published score 0.70 Governance/Security8.8/10; 9%; allocated to published score 0.79 Automation8.2/10; 6%; allocated to published score 0.49 Time to Value7.8/10; 10%; allocated to published score 0.77 Cost Efficiency7.6/10; 6%; allocated to published score 0.45 DataRobot covers MLOps, governance, and model lifecycle; requires commitment and budget. | ||||||
| 4 | Obviously AI | 8.1 | Citizen data science | Cost Efficiency 8.6/10 | Visualisation 7.8/10 | Score details |
Score breakdown for Obviously AIInsight Quality8.2/10; 22%; allocated to published score 1.80 Explainability8.0/10; 13%; allocated to published score 1.04 Data Connectivity8.0/10; 13%; allocated to published score 1.04 Model Quality8.0/10; 12%; allocated to published score 0.96 Visualisation7.8/10; 9%; allocated to published score 0.70 Governance/Security7.8/10; 9%; allocated to published score 0.70 Automation8.2/10; 6%; allocated to published score 0.49 Time to Value8.6/10; 10%; allocated to published score 0.86 Cost Efficiency8.6/10; 6%; allocated to published score 0.51 Obviously AI enables fast experiments for non-technical users; excels in tabular tasks. | ||||||
| 5 | Hex | 8.1 | Notebooks + apps | Governance/Security 8.4/10 | Model Quality 7.8/10 | Score details |
Score breakdown for HexInsight Quality8.2/10; 22%; allocated to published score 1.81 Explainability8.0/10; 13%; allocated to published score 1.04 Data Connectivity8.0/10; 13%; allocated to published score 1.04 Model Quality7.8/10; 12%; allocated to published score 0.94 Visualisation8.2/10; 9%; allocated to published score 0.74 Governance/Security8.4/10; 9%; allocated to published score 0.76 Automation8.0/10; 6%; allocated to published score 0.48 Time to Value8.2/10; 10%; allocated to published score 0.82 Cost Efficiency7.8/10; 6%; allocated to published score 0.47 Hex blends notebooks, data apps, and collaboration; great for data teams building internal tools. | ||||||
| 6 | MonkeyLearn | 8.0 | Text analytics & classification | Cost Efficiency 8.8/10 | Model Quality 7.6/10 | Score details |
Score breakdown for MonkeyLearnInsight Quality7.8/10; 22%; allocated to published score 1.74 Explainability7.8/10; 13%; allocated to published score 1.03 Data Connectivity7.8/10; 13%; allocated to published score 1.03 Model Quality7.6/10; 12%; allocated to published score 0.92 Visualisation7.8/10; 9%; allocated to published score 0.71 Governance/Security7.8/10; 9%; allocated to published score 0.71 Automation7.8/10; 6%; allocated to published score 0.47 Time to Value8.4/10; 10%; allocated to published score 0.85 Cost Efficiency8.8/10; 6%; allocated to published score 0.54 MonkeyLearn focuses on text classification and sentiment; strong for support ops and research coding. | ||||||
| 7 | Tableau Pulse | 8.0 | KPI monitoring in Tableau | Visualisation 8.6/10 | Model Quality 7.6/10 | Score details |
Score breakdown for Tableau PulseInsight Quality8.0/10; 22%; allocated to published score 1.76 Explainability7.6/10; 13%; allocated to published score 0.99 Data Connectivity8.0/10; 13%; allocated to published score 1.04 Model Quality7.6/10; 12%; allocated to published score 0.91 Visualisation8.6/10; 9%; allocated to published score 0.77 Governance/Security8.4/10; 9%; allocated to published score 0.75 Automation8.0/10; 6%; allocated to published score 0.48 Time to Value8.2/10; 10%; allocated to published score 0.82 Cost Efficiency8.0/10; 6%; allocated to published score 0.48 Tableau Pulse brings natural-language insights to KPIs; best if you’re already on Tableau Cloud. | ||||||
| 8 | Looker Studio + Gemini | 8.0 | Google analytics stacks | Governance/Security 8.4/10 | Model Quality 7.6/10 | Score details |
Score breakdown for Looker Studio + GeminiInsight Quality7.8/10; 22%; allocated to published score 1.72 Explainability7.8/10; 13%; allocated to published score 1.02 Data Connectivity8.0/10; 13%; allocated to published score 1.04 Model Quality7.6/10; 12%; allocated to published score 0.92 Visualisation8.2/10; 9%; allocated to published score 0.74 Governance/Security8.4/10; 9%; allocated to published score 0.76 Automation7.8/10; 6%; allocated to published score 0.47 Time to Value8.2/10; 10%; allocated to published score 0.82 Cost Efficiency8.4/10; 6%; allocated to published score 0.51 Looker Studio with Gemini aids explanatory text and connectors; ideal for Google data ecosystems. | ||||||
| 9 | RapidMiner | 8.0 | Classical ML workflows | Model Quality 8.2/10 | Data Connectivity 7.8/10 | Score details |
Score breakdown for RapidMinerInsight Quality8.0/10; 22%; allocated to published score 1.76 Explainability8.0/10; 13%; allocated to published score 1.04 Data Connectivity7.8/10; 13%; allocated to published score 1.02 Model Quality8.2/10; 12%; allocated to published score 0.99 Visualisation7.8/10; 9%; allocated to published score 0.70 Governance/Security8.2/10; 9%; allocated to published score 0.74 Automation8.0/10; 6%; allocated to published score 0.48 Time to Value7.8/10; 10%; allocated to published score 0.78 Cost Efficiency8.2/10; 6%; allocated to published score 0.49 RapidMiner offers end-to-end ML with visual pipelines; strong for education and classic ML tasks. | ||||||
| 10 | Mode | 7.9 | Analytics & reporting | Cost Efficiency 8.2/10 | Model Quality 7.6/10 | Score details |
Score breakdown for ModeInsight Quality8.0/10; 22%; allocated to published score 1.76 Explainability7.8/10; 13%; allocated to published score 1.02 Data Connectivity7.8/10; 13%; allocated to published score 1.01 Model Quality7.6/10; 12%; allocated to published score 0.91 Visualisation8.0/10; 9%; allocated to published score 0.72 Governance/Security8.0/10; 9%; allocated to published score 0.72 Automation7.8/10; 6%; allocated to published score 0.47 Time to Value8.0/10; 10%; allocated to published score 0.80 Cost Efficiency8.2/10; 6%; allocated to published score 0.49 Mode streamlines SQL-first analytics with solid reports; easy stakeholder sharing. | ||||||
Scoring methodology
| Metric | Weight | Why it matters | Tie-break |
|---|---|---|---|
| Insight Quality | 22% | Produces accurate decision-ready analysis | 1 |
| Explainability | 13% | Makes methods assumptions and important drivers understandable | 2 |
| Data Connectivity | 13% | Connects reliably to warehouses lakes files and business applications | 3 |
| Model Quality | 12% | Uses capable dependable models for analytical reasoning | 4 |
| Visualisation | 9% | Presents findings through readable interactive charts | 5 |
| Governance/Security | 9% | Provides access controls lineage and protection for sensitive data | 6 |
| Automation | 6% | Supports repeatable alerts schedules and analytical workflows | 7 |
| Time to Value | 10% | Turns connected data into useful results quickly | 8 |
| Cost Efficiency | 6% | Scales analytical workloads without disproportionate cost | 9 |
Known limitations
Scores reflect a point-in-time editorial assessment and results depend on data quality and configuration.
Recent changes
Initial release with 10 providers.
Machine-readable access
This release is available in structured JSON and CSV. The versioned URLs are immutable and are the preferred targets for retrieval, citation and reproducible analysis.
Version history
- 2026-07-08-654b5cf45112 — Initial release with 10 providers.