Mode
What ChatGPT, Claude, Gemini & Grok actually say · July 2026
The verdict
Mode appears in 1 AI-ranked category.
Mature SQL-first analytics workflow with integrated Python and R notebooks, scheduled reports, reusable datasets, strong warehouse connectivity, and straightforward sharing with business users
Where Mode falls short, per the models
- GPT Its notebook environment is comparatively constrained in package behavior, interactivity, compute flexibility, and modern real-time authoring
Poll history — On this board 1 of 2 polls since Jul 19 — off it in the latest
#7 → –
Top alternatives per the models: Hex · Deepnote · Databricks Notebooks · marimo
Watch Mode
Boards re-poll weekly and the models change their minds. One short email only when Mode's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
Embed your ranking badge
Mode ranks #7 for best collaborative data notebook for analytics teams by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.
[](https://modelsagree.com/best/best-collaborative-data-notebook-for-analytics-teams?utm_source=badge&utm_medium=embed&utm_campaign=badge-mode)<a href="https://modelsagree.com/best/best-collaborative-data-notebook-for-analytics-teams?utm_source=badge&utm_medium=embed&utm_campaign=badge-mode"><img src="https://modelsagree.com/badge/mode.svg" alt="Mode — ranked #7 for Best collaborative data notebook for analytics teams by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled weekly · raw reasoning shown verbatim · methodology