Best managed collaborative notebook platforms, according to AI

Data as of Aug 25, 2026 · Based on 1,032 AI responses · See how Parse measures this

Google Cloud leads the managed notebook space, with its offerings frequently cited by AI assistants. The most notable trend is the rapid rise of its Google Colab platform, which gained significant ground between October and March.

Managed Collaborative Notebook Platforms

179 brands

ParseChatGPT + Google AI

Parse

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Measured across ChatGPT & Google AI

Best Managed Collaborative Notebook Platforms, According to ChatGPT & Google AI | Parse

#	Brand	What AI says	Mention rate
1	DeepnoteConsistently named for its real-time, team-first collaborative editing features.	Consistently named for its real-time, team-first collaborative editing features.	66%
2	Colab Enterprise		54%
3	Project JupyterEstablished as the foundational technology underlying most notebook environments.	Established as the foundational technology underlying most notebook environments.	48%
4	DatabricksIncreasingly recommended for big data workflows and enterprise-grade collaboration.	Increasingly recommended for big data workflows and enterprise-grade collaboration.	45%
5	Amazon		36%
6	CoCalcMentioned for education and real-time synchronized editing use cases.	Mentioned for education and real-time synchronized editing use cases.	27%
7	Alphabet		27%
8	Microsoft		21%
9	Docker		16%
10	JetBrains		14%
11	Git		13%
12	nbdime		12%
13	GitHub		11%
14	Apache Software Foundation		10%
15	Conda		9%
16	Modal		9%
17	Paperspace		9%
18	jupytext		8%
19	MyBinder		7%
20	Saturn Cloud		6%
21	Hex		6%
22	RunPod		6%
23	Lightning AI		6%
24	Snowflake		5%
25	ReviewNB		4%
26	Nextjournal		3%
27	Thunder Compute		3%
28	Marimo		3%
29	MLflow		3%
30	Observable		3%
31	Poetry		2%
32	Kubernetes		2%
33	Pypa		1%
34	Anaconda		1%
35	Hex		1%
36	Lambda		1%
37	DVC		1%
38	Polynote		1%
39	pip		1%
40	Pydata		<1%
41	DataCamp		<1%
42	nbstripout		<1%
43	Matplotlib		<1%
44	Cloud Notebook		<1%
45	Forbes		<1%
46	OVHcloud		<1%
47	Noteable		<1%
48	Yjs		<1%
49	Delta Lake		<1%
50	Python		<1%
51	Rafay		<1%
52	Mode		<1%
53	Plotly		<1%
54	Cursor		<1%
55	Scikit-learn		<1%
56	Posit		<1%
57	lakeFS		<1%
58	Atlassian		<1%
59	TechRepublic		<1%
60	Data Science Notebooks		<1%
61	Quadratic		<1%
62	IPython		<1%
63	nbviewer		<1%
64	Fast.ai		<1%
65	Google Gemini API		<1%
66	LinkedIn		<1%
67	Medium		<1%
68	CertLibrary		<1%
69	Domino Data Lab		<1%
70	repo2docker		<1%
71	Zerve		<1%
72	Voilà		<1%
73	GPULab		<1%
74	pip-tools		<1%
75	Livedocs		<1%
76	Papermill		<1%
77	Apptainer		<1%
78	jupyterlab-git		<1%
79	HEX		<1%
80	Oracle		<1%
81	nteract		<1%
82	Streamlit		<1%
83	Count		<1%
84	PyTorch		<1%
85	pre-commit		<1%
86	Pluto.jl		<1%
87	CSW Solutions		<1%
88	Towards Data Science		<1%
89	DevOps School		<1%
90	JupyterLab Real-Time Collaboration		<1%
91	Vocareum		<1%
92	Help Net Security		<1%
93	arXiv		<1%
94	Jupyter Solutions		<1%
95	NumPy		<1%
96	Curvenote		<1%
97	CoreWeave		<1%
98	BINDER		<1%
99	Kubeflow		<1%
100	Everware		<1%