Exploring ThoughtSpot, Evidence.dev & Visivo

ThoughtSpot Vs. Evidence.dev Vs. Visivo

In this article, we'll compare the key features, capabilities, and differentiators between ThoughtSpot, Evidence.dev, Visivo. This comprehensive comparison will help you make an informed decision about which platform best suits your data visualization and analytics needs.

Quick Comparison

A high-level overview of key features and capabilities across these BI tools. This comparison helps you quickly identify which platform best matches your needs.

Feature	ThoughtSpot	Evidence.dev	Visivo
Deployment Model	Cloud (SaaS), On-prem appliance, Private cloud	Self-host (static site), Self-host (server), Vercel/Netlify deployment	Open-source, Cloud Service, Self-hosted
Pricing	Commercial (Proprietary); enterprise pricing (by user and/or data volume)	Open-source (MIT); free to use. New hosted service as of fall 2024 (can also deploy on Vercel, Netlify, etc.)	Open source (GPL-3.0)
Cost	$$$$$	$	$
Git Integration	❌	✔️	✔️
CI/CD & Testing	❌	❌	✔️
Real-time	❌	❌	❌
AI	❌	❌	✔️
Visual to Code	❌	❌	✔️
DAG-Based	❌	❌	✔️

Deployment & Pricing

Understanding the deployment options and pricing structure is crucial for making an informed decision. Here's how each platform handles deployment and what you can expect in terms of costs.

Tool	Deployment Model	Pricing	Cost
ThoughtSpot	Cloud (SaaS), On-prem appliance, Private cloud	Commercial (Proprietary); enterprise pricing (by user and/or data volume)	$$$$$
Evidence.dev	Self-host (static site), Self-host (server), Vercel/Netlify deployment	Open-source (MIT); free to use. New hosted service as of fall 2024 (can also deploy on Vercel, Netlify, etc.)	$
Visivo	Open-source, Cloud Service, Self-hosted	Open source (GPL-3.0)	$

Target Users & Use-Cases

Each BI tool is designed with specific user personas in mind. Understanding the target audience helps ensure you choose a platform that aligns with your team's skills and needs.

ThoughtSpot

Business users (especially C-suite)Data teams for scalable analyticsSearch-driven analytics users

Evidence.dev

Analytics engineersData-savvy users who prefer code/markdown workflowEngineers & Academics

Visivo

Analytics EngineersData teamsBusiness usersEngineers

Ease of Development & Deployment

The development experience can significantly impact your team's productivity. This section compares how easy it is to build, deploy, and maintain dashboards in each platform.

ThoughtSpot

Evidence.dev

Visivo

Key Integrations & Ecosystem

A robust ecosystem of integrations is essential for modern BI tools. Here's how each platform connects with other tools in your data stack.

ThoughtSpot

Cloud data warehousesdbt metadata syncEmbedding API for apps

Evidence.dev

SQL databases via JDBC/ODBCdbt metadata integrationStatic site deployment platforms

Visivo

dbt coreAll major databasesCustom connector frameworkSlack for alertsGithub

AI & Advanced Features

Artificial intelligence is transforming how we interact with data. Compare the AI capabilities and advanced features offered by each platform.

Tool	AI Features
ThoughtSpot	❌
Evidence.dev	❌
Visivo	✔️

Visualization Capabilities

The ability to create compelling and insightful visualizations is a key differentiator between BI tools. Here's how each platform handles data visualization.

ThoughtSpot

Search-driven analytics UI: users type questions in natural language and ThoughtSpot generates charts/tables as answers. Dashboards (pinboards) can be created from these answers. Visualizations are generally standard (bar, line, scatter, etc.) and auto-chosen by the engine (with ability to change chart type). Emphasis on simplicity – limited custom formatting beyond basic styling.

Evidence.dev

Reports built as Markdown with embedded SQL and charts. Outputs static HTML dashboards. Customization via editing Markdown/HTML/CSS; not a point-and-click UI.

Visivo

Highly custom UI with easy defaults

Detailed Differentiators

Each platform has its own strengths and weaknesses. Here's a detailed breakdown of what sets each tool apart, including both advantages and limitations.

ThoughtSpot

+ Natural language search interface – Googling your data. Extremely scalable architecture (built to handle billions of rows). Strong AI analytics capabilities (SpotIQ automatically finds anomalies/patterns).

− Requires well-modeled data and user training to ask the right questions. Expensive at scale. Limited chart customization; not meant for pixel-perfect reports.

Evidence.dev

+ + Write dashboards as code – lightweight, reproducible, easily integrated with dbt pipelines. Great for data narratives that combine text, data, and charts.

− Static output means no ad-hoc drilling by end users; requires comfort with writing Markdown/SQL.

Visivo

+ BI-as-code approach enables version control, collaboration, and CI/CD workflows. DAG-based architecture provides powerful data transformation capabilities and dependency management. Seamless visual-to-code workflow allows both technical and non-technical users to build dashboards effectively.

− Requires understanding of data concepts; not a pure drag-and-drop tool like Tableau. Initial setup requires technical knowledge for optimal configuration.

Security & Architecture

Security and architecture are critical considerations for enterprise deployments. Here's how each platform handles data security and system architecture.

ThoughtSpot

DB Access: If using live query (Embrace), it requires direct read access to the DB. If using imported data, queries hit the in-memory engine (no external DB access needed at query time). Virtualization: Yes – Embrace is essentially virtualization (no data copy, live query on external DB). Push: With imported mode, data is pushed into TS's storage from source on a schedule. Other: Robust security – row and column-level security, user and group permissions, and audit logs. Supports SSO and OAuth.

Evidence.dev

DB Access: Queries run at build time (or page load if in server mode); not needed for end viewer (static pages). Virtualization: By nature, it materializes results into the page (no live DB query once published). Push: Yes – essentially a push of data into static site. Other: No runtime user management (pages are static); security depends on where you host (you wouldn't include sensitive data in a public build).

Visivo

No db access required. Very strong security features due to the DAG-based access controls and the push based deployment model.

Why Visivo Stands Out

While each platform has its strengths, Visivo offers unique advantages that make it an excellent choice for modern data teams.

DAG-Based Architecture: Enables complex data transformations and dependencies
Visual to Human-readable Code: Seamlessly switch between visual and code-based development
Ease of Development: Multiple approaches to build for both technical and non-technical users
AI-Powered Development: Leverage AI to accelerate dashboard creation
Git Integration: Full version control and collaboration capabilities

Ready to experience the power of modern BI? Try Visivo today and see how it compares to other tools in your stack.

$pip install visivo