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Index › GTM › Products › Roam Research · November 2026 Edition

Knowledge base and self-service · Named, not ranked

Roam Research

roamresearch.com ↗

–Too few to rank

1/14Models named it

0First choices

2Warnings

November 2026 Edition · all company sizes counted.

Ranked inKnowledge base and self-service #100 mid-market

What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. Roam Research has 1.

Why models recommend it

No positive label carried a quote.

What gives them pause

“High subscription costs paired with a proprietary data format created concerns regarding long-term vendor lock-in.”Gemini 3.5 Flash · Negative question · warning

Also on the shortlist

The products named in the same answers as Roam Research, over the 2 answers that named it, and how often each was the first choice instead.

Product	Named together
Bear	2	View →
Confluence	2	View →
Craft	2	View →
Logseq	2	View →
MediaWiki	2	View →
Notion	2	View →
Obsidian	2	View →
SharePoint	2	View →
Slite	2	View →
TWiki	2	View →

A side-by-side page exists where both products are among a category's top eight.

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Roam Research came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 1 of the 2 answers that named Roam Research and are not a share of its labels.

Domains cited

blog.7linternational.com1

gainhq.com1

konghq.com1

outsystems.com1

progress.com1

refine.dev1

Six of the six domain citations in answers naming Roam Research came from a third party's page.

Pages cited

blog.7linternational.com/8-essential-strategies-to-avoid-or-escape-vendor-lock-in-55e446b91

gainhq.com/blog/vendor-lock-in1

konghq.com/blog/learning-center/vendor-lock-in1

outsystems.com/application-development/vendor-lock-in-challenges-and-concerns1

progress.com/blogs/should-you-worried-vendor-lock-in-benefits-pitfalls1

refine.dev/blog/avoid-vendor-lock-in1

Pages are listed as the models cited them.

By model

How each model answered on Roam Research across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

Model	Warning	Labels
Claude Haiku 4.5	0	0
GPT-5.4 mini	0	0
Gemini 3.5 Flash	1	1
Perplexity Sonar	0	0
Grok 4.20	0	0
Mistral Small	0	0
DeepSeek V4 Flash	0	0
Llama 4 Maverick	0	0
Qwen 3.7 Flash	0	0
Kimi K2	0	0
GLM 4.7 FlashX	0	0
MiniMax M2.5	0	0
GPT-6 Luna	0	0
Muse Glimmer 30B	0	0