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.

10 providers
9 metrics
Updated July 8, 2026

AI Data Analytics score leaderboard
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 Akkio Insight 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 Copilot Insight 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 DataRobot Insight 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 AI Insight 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 Hex Insight 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 MonkeyLearn Insight 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 Pulse Insight 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 + Gemini Insight 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 RapidMiner Insight 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 Mode Insight 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 weights for methodology 1.0
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.

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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.