Mode and Evidence are both leading tools in the AI-analytics/BI space, with Mode enjoying a strong reputation for ease of integration and advanced analytics, reflected in its average rating of 4.2/5 from 3 reviews. Evidence, on the other hand, stands out for its open-source nature and high user satisfaction, achieving an impressive average rating of 4.8/5 from 3 reviews. Both tools cater to data-driven organizations, but differ significantly in pricing, employee support, and community engagement metrics.
Best for
Mode is the better choice when an organization prioritizes integration with languages like R and Python alongside SQL, and values a comprehensive approach to business intelligence and data analytics, especially in mid-to-large-sized teams.
Best for
Evidence is the better choice when smaller teams require cost-effective, open-source solutions with strong support for embedding analytics into external applications, and prefer working primarily with SQL and markdown.
Key Differences
Verdict
For organizations that require sophisticated analytics and have the infrastructure to support complex integrations, Mode offers a comprehensive solution. On the other hand, those who prefer open-source flexibility and better cost management will find Evidence an excellent fit, especially smaller teams or startups looking to embed analytics without significant financial investments. Both tools effectively serve their niches but cater to distinctly different organizational needs.
Mode
Mode is a collaborative data platform that combines SQL, R, Python, and visual analytics in one place. Connect, analyze, and share, faster.
User reviews for Mode are generally positive, highlighting its ease of use and powerful data analysis features as key strengths, reflected in two 4.5/5 ratings and one 3.5/5 rating on G2. However, some users express dissatisfaction with the learning curve required to master advanced functionalities. There is limited information on specific pricing sentiment for Mode, but its overall reputation remains solid among data professionals seeking robust business intelligence tools. Pricing details are not specifically mentioned in the provided data excerpts.
Evidence
Evidence is an open source, code-based alternative to drag-and-drop BI tools. Build polished data products with just SQL and markdown.
Users generally rate "Evidence" highly, with multiple 4.5 and 5-star reviews on platforms like G2, highlighting its effectiveness and user satisfaction. Key strengths include its intuitive interface and reliable functionality. There are no significant complaints mentioned in the reviews or social mentions available, suggesting a positive user experience overall. The sentiment around pricing is not explicitly mentioned, but the strong ratings imply that users find it to be of good value.
Mode
-47% vs last weekEvidence
+17% vs last weekMode
Evidence
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Evidence
Pricing found: $15, $25, $0.01 / credit, $0.01 / credit, $0.01 / credit
Mode (10)
Evidence (10)
Only in Mode (10)
Only in Evidence (10)
Shared (5)
Only in Mode (15)
Only in Evidence (15)
Mode
What do you like best about MODE?1.Advanced analytics capabilities 2.Advanced reporting 3. Great visualization Review collected by and hosted on G2.com.What do you dislike about MODE?1. Higher cost as compared to similar products in the market Review collected by and hosted on G2.com.
What do you like best about MODE?It was helpful to speed up process and bringing all services together Review collected by and hosted on G2.com.What do you dislike about MODE?I didn't have any at the moment but I will share soon if any Review collected by and hosted on G2.com.
What do you like best about MODE?Mode is very handy in terms of easy access and share results among colleagues. People from the same team can easily see the underlying query. It also offer different charts for visualization. Refresh is also very easy (you just need to hit one button or you can schedule a refresh at your preferred time) Review collected by and hosted on G2.com.What do you dislike about MODE?Compared to Tableau, it lacks some advanced functions. Like calculated fields. So if you want to see the results grouped by different granularity, you have to do them in a separate query. There is also no dynamic filtering. Another thing that is not convenient is that if you refresh the report and it is not successful, it will show you the blank error report instead of the previous successful run or having any options to choose which successful run you would like to see. Review collected by and hosted on G2.com.
Evidence
What do you like best about Evidence?I love the user interface, I like the ability they give to their customers to customize almost everything about the look and feel of the popups and alerts, the widgets looks gorgeous! And it is pretty easy, simple and fast to implement in any site :) Review collected by and hosted on G2.com.What do you dislike about Evidence?I just wish the Evidence team could be even more active on the product updates, I mean they still continue rolling new updates to the platform however I don't feel like they're too much involved into this or at least not as quickly as I would personally prefer. Review collected by and hosted on G2.com.
What do you like best about Evidence?It increase my conversion on the landing page by 20% Review collected by and hosted on G2.com.What do you dislike about Evidence?Have not found anything yet that I dislike Review collected by and hosted on G2.com.
What do you like best about Evidence?What I really like about Evidence.io is how incredibly easy it makes adding engaging popup notifications to any website. Setting up the tracking pixel is straightforward—no coding required—and within minutes you can start running campaigns like displaying live visitor counts, special offers, or announcements. Review collected by and hosted on G2.com.What do you dislike about Evidence?It covers the basics really well, the platform focuses primarily on popups and notifications without broader marketing automation features, so you might still need other tools for email nurture or CRM integration. Review collected by and hosted on G2.com.
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Mode
Claude Code Unpacked : A visual guide
Related ongoing threads:<p><i>The Claude Code Source Leak: fake tools, frustration regexes, undercover mode</i> - <a href="https://news.ycombinator.com/item?id=47586778">https://news.ycombinator.com/item?id=47586778</a> - March 2026 (406 comments)<p><i>Claude Code'
Evidence
100 Tips & Tricks for Building Your Own Personal AI Agent /LONG POST/
*Everything I learned the hard way — 6 weeks, no sleep :), two environments, one agent that actually works.* # The Story I spent six weeks building a personal AI agent from scratch — not a chatbot wrapper, but a persistent assistant that manages tasks, tracks deals, reads emails, analyzes business
Shared (3)
Only in Evidence (1)
For comprehensive data analysis involving R and Python, Mode would be preferred; for embedding analytics and interactive dashboards with a focus on SQL, Evidence is more suitable.
Mode uses a tiered pricing model, with specifics not disclosed, likely appealing to medium to large businesses; Evidence offers a transparent usage-based pricing with a free tier, making it attractive for budget-conscious small teams.
Community engagement is more robust for Evidence due to its open-source nature, leading to higher participation, whereas Mode benefits from professional support through structured integrations.
Yes, companies can leverage both to benefit from Mode's comprehensive analytics capabilities and Evidence's cost-effective embedding tools, especially useful in hybrid tech stacks.
Evidence provides a smoother onboarding experience for teams familiar with SQL and markdown, enhanced by its simpler, more transparent pricing structure, whereas Mode may require more training for advanced features.
