| 1 |
Tableau |
|
10/10 |
2 | 2 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 1 |
- Qwen 3.8 Flash (#1) Best visual analysis depth; strong enterprise governance features.
- DeepSeek V4 Pro (#1) Best visual analytics engine; unmatched exploratory power for data-savvy teams.
- Kimi K3 (#1) Best-in-class visual exploration and depth; unmatched for serious analyst work.
- MiniMax M3 (#1) Best-in-class visual analytics, strong community, worth the premium.
- Mistral Large 4 (#1) Best-in-class visuals, mature governance, worth the premium for analyst-heavy teams.
- Nemotron 3 Ultra (#1) Industry standard for enterprise viz and governance
- Claude Haiku 5.5 (#2) Unmatched visual analysis and flexibility for serious exploratory dashboards.
- GPT-6 Luna (#2) Excellent visual exploration and polished dashboards; worth the premium for analyst-led discovery.
- Gemini 4 Argon (#2) Still the gold standard for visual data exploration and handling complex, bespoke chart types.
- GLM-5.3 (#2) Best-in-class visualization and analytics UX; the enterprise standard for visual analysis.
|
| 2 |
Power BI |
|
10/10 |
1 | 1 | 1 | 2 | 2 | 1 | 2 | 2 | 3 | 2 |
- Claude Haiku 5.5 (#1) Best value per dollar, deep Microsoft integration, and strong modeling with DAX.
- GPT-6 Luna (#1) Best value for broad use: capable modeling, strong ecosystem, and unusually affordable entry pricing.
- Gemini 4 Argon (#1) Unbeatable value, deep Excel integration, and enterprise-grade data modeling make it the best overall.
- GLM-5.3 (#1) Best price-to-capability ratio, deep Microsoft ecosystem integration, strong modeling.
- Qwen 3.8 Flash (#2) Unbeatable value; dominates mid-market dashboards and reporting.
- DeepSeek V4 Pro (#2) Unbeatable price-to-capability ratio and deep Microsoft ecosystem integration.
- Kimi K3 (#2) Excellent value, deep Microsoft integration, rapidly improving modeling features.
- MiniMax M3 (#2) Excellent Excel integration and value, especially in Microsoft shops.
- Nemotron 3 Ultra (#2) Best value for Microsoft shops with deep Excel integration
- Mistral Large 4 (#3) Unbeatable value inside Microsoft 365; the default choice for most orgs.
|
| 3 |
Looker |
|
10/10 |
3 | 3 | 4 | 3 | 3 | 3 | 3 | 3 | 2 | 3 |
- Mistral Large 4 (#2) Unmatched semantic layer and modeling; ideal if your data team lives in SQL.
- Claude Haiku 5.5 (#3) Governed, code-based semantic modeling that scales well for data teams.
- GPT-6 Luna (#3) Strong governed metrics layer and embedded analytics for organizations invested in its modeling approach.
- Qwen 3.8 Flash (#3) Semantic modeling makes governed metrics trustworthy at scale.
- DeepSeek V4 Pro (#3) Semantic modeling layer ensures consistent metrics across large organizations.
- GLM-5.3 (#3) Powerful semantic layer and governed metrics; great for data-mature organizations.
- Kimi K3 (#3) Strong governed metrics layer; ideal for companies standardizing definitions.
- MiniMax M3 (#3) Solid governed semantic layer, great for modern data teams.
- Nemotron 3 Ultra (#3) Semantic layer enables governed self-service at scale
- Gemini 4 Argon (#4) Unmatched semantic modeling layer ensures consistent company-wide metrics, justifying its steep enterprise price.
|
| 4 |
Qlik Sense |
|
10/10 |
4 | 5 | 9 | 4 | 7 | 4 | 5 | 8 | 8 | 8 |
- Claude Haiku 5.5 (#4) Powerful associative engine that surfaces hidden relationships in messy data.
- Qwen 3.8 Flash (#4) Associative engine enables genuinely exploratory, non-linear analysis.
- GLM-5.3 (#4) Unique associative engine enables fast ad-hoc exploration of large datasets.
- GPT-6 Luna (#5) Its associative engine supports flexible exploration across complex, connected datasets.
- Kimi K3 (#5) Associative engine still uniquely powerful for exploring unmodeled data relationships.
- DeepSeek V4 Pro (#7) Associative engine reveals hidden data relationships traditional tools miss.
- Mistral Large 4 (#8) Associative engine is still differentiated; worth it for specific exploration needs.
- Nemotron 3 Ultra (#8) Associative engine uncovers hidden data relationships
- Gemini 4 Argon (#9) Its associative engine uniquely reveals hidden data relationships that standard SQL-based tools miss.
|
| 5 |
Sigma |
|
8/10 |
| 6 | 3 | 5 | 6 | | 6 | 5 | 7 | 4 |
- Gemini 4 Argon (#3) The best cloud-native tool, giving spreadsheet lovers direct, governed access to cloud data warehouses.
- Nemotron 3 Ultra (#4) Spreadsheet-like interface on cloud data warehouses
- Qwen 3.8 Flash (#5) Spreadsheet-style UI on cloud warehouses; fast adoption wins deals.
- MiniMax M3 (#5) True spreadsheet-style BI on cloud warehouses, fast and accessible.
- GPT-6 Luna (#6) Spreadsheet-like analysis directly on cloud warehouses makes business-user exploration practical.
- DeepSeek V4 Pro (#6) Spreadsheet-native interface on cloud data; ideal for Excel-power-user orgs.
- Kimi K3 (#6) Spreadsheet-native cloud BI that business teams actually adopt quickly.
- Mistral Large 4 (#7) Spreadsheet-native live warehouse queries; a real Tableau alternative at lower cost.
|
| 6 |
Metabase |
|
9/10 |
6 | 4 | 6 | 7 | 4 | 10 | 8 | | 5 | 6 |
- GPT-6 Luna (#4) Approachable self-service analytics with a useful open-source option and straightforward deployment.
- DeepSeek V4 Pro (#4) Easiest path from zero to insights; open-source with a generous free tier.
- Mistral Large 4 (#5) Paid plans are cheap and unlock SSO, permissions, and scaling—great mid-market pick.
- Claude Haiku 5.5 (#6) Open-source option that is fast to deploy and easy for non-technical users.
- Gemini 4 Argon (#6) Fastest time-to-value for startups wanting clean, self-service dashboards without heavy data engineering overhead.
- Nemotron 3 Ultra (#6) Open-source core with paid cloud; great for SQL-savvy teams
- Qwen 3.8 Flash (#7) Easiest self-serve BI to deploy; great starter for small teams.
- Kimi K3 (#8) Simple, affordable, and effective; paid tier adds governance small teams need.
|
| 7 |
ThoughtSpot |
|
9/10 |
8 | 7 | 8 | | 9 | 7 | 7 | 7 | 6 | 5 |
- Nemotron 3 Ultra (#5) Search-driven analytics for business users, not analysts
- Mistral Large 4 (#6) Search-driven analytics genuinely reduce dashboard sprawl; pays off at scale.
- GPT-6 Luna (#7) Natural-language search and interactive exploration help nontechnical users find answers quickly.
- GLM-5.3 (#7) AI-driven search analytics lets non-technical users answer questions themselves.
- Kimi K3 (#7) Leading search-driven analytics; genuinely useful for non-analyst business users.
- MiniMax M3 (#7) AI-driven search analytics delivers real business-user value.
- Claude Haiku 5.5 (#8) Natural-language search over data is genuinely useful for self-service questions.
- Gemini 4 Argon (#8) Actually delivers on AI-driven, natural language search analytics for non-technical business executives.
- DeepSeek V4 Pro (#9) Natural-language search makes analytics accessible to non-technical stakeholders.
|
| 8 |
Domo |
|
10/10 |
5 | 10 | 10 | 10 | 5 | 6 | 4 | 9 | 10 | 9 |
- Kimi K3 (#4) Fast end-to-end pipeline-to-dashboard platform; pricey but broadly capable.
- Claude Haiku 5.5 (#5) Broad cloud connectors and built-in ETL make it a fast all-in-one platform.
- DeepSeek V4 Pro (#5) Low-code, all-in-one platform with strong embedded analytics and mobile focus.
- GLM-5.3 (#6) Fast deployment, broad connectors, easy for business users despite premium cost.
- MiniMax M3 (#9) End-to-end cloud platform with strong data integration breadth.
- Nemotron 3 Ultra (#9) End-to-end platform with strong embedded analytics
- GPT-6 Luna (#10) Broad connectors and operational dashboards suit teams needing an all-in-one cloud BI platform.
- Gemini 4 Argon (#10) Pricey, but worth it for teams needing built-in ETL connectors alongside executive mobile dashboards.
- Qwen 3.8 Flash (#10) Broad all-in-one platform, though pricing feels heavy today.
- Mistral Large 4 (#10) Broad connector catalog and executive scorecards; pricey but broad.
|
| 9 |
Mode |
|
6/10 |
| 9 | | 6 | | | 9 | 4 | 4 | 7 |
- MiniMax M3 (#4) Notebook + SQL + viz combo ideal for analyst-heavy teams.
- Mistral Large 4 (#4) Strong SQL-first analytics with solid reporting; worth it for data-savvy teams.
- Qwen 3.8 Flash (#6) Blends SQL, notebooks, and dashboards for analytics teams well.
- Nemotron 3 Ultra (#7) Notebook + SQL + viz workflow loved by data teams
- GPT-6 Luna (#9) A compelling home for SQL-first analysis, collaborative notebooks, and shareable reporting.
- Kimi K3 (#9) Analyst-centric SQL workflow with solid reporting and visualization layers.
|
| 10 |
Sisense |
|
5/10 |
7 | | | | 8 | 5 | 10 | 6 | | |
- GLM-5.3 (#5) Strong embedded analytics and AI-driven analytics for product teams.
- MiniMax M3 (#6) Embedded analytics strength and elastic scaling for SaaS products.
- Claude Haiku 5.5 (#7) Strong at embedding analytics into products with flexible data handling.
- DeepSeek V4 Pro (#8) In-chip analytics engine handles massive data without a warehouse first.
|
| 11 |
Hex |
|
3/10 |
| | 5 | | | | | 10 | 9 | |
- Gemini 4 Argon (#5) Brilliantly bridges SQL, Python notebooks, and interactive dashboards for modern data teams.
|
| 12 |
Google Looker Studio |
|
3/10 |
10 | | | | 10 | 8 | | | | |
- Claude Haiku 5.5 (#10) Free, simple, and adequate for lightweight reporting on Google data.
- DeepSeek V4 Pro (#10) Free, surprisingly capable, and tight Google Ads/Analytics integration.
|
| 13 |
Omni |
|
1/10 |
| | 7 | | | | | | | |
- Gemini 4 Argon (#7) Combines Looker-style governed data modeling with the speed and flexibility of ad-hoc exploration.
|
| 14 |
Apache Superset |
|
2/10 |
| 8 | | | | | | | | 10 |
- GPT-6 Luna (#8) A capable, customizable open-source option when teams can handle hosting and maintenance.
- Nemotron 3 Ultra (#10) Apache project; free core, paid managed services emerging
|
| 15 |
Zoho Analytics |
|
2/10 |
9 | | | | | 9 | | | | |
- Claude Haiku 5.5 (#9) Affordable and capable for small businesses wanting broad app integrations.
- GLM-5.3 (#9) Affordable, capable BI for SMBs already invested in the Zoho ecosystem.
|