Enterprise pick · Prompt 5 of 8 · July 2026

A real buyer question from the July 2026 snapshot, asked 3× to each of the three models. 9 answers recorded.

“Which knowledge management platform should a large enterprise standardize on, considering security, compliance, and scale?”

ChatGPT answered 3× this snapshot

…weigh security, compliance, and scalability. If you’re already deep in Microsoft: Microsoft SharePoint + Microsoft Viva (especially Viva Topics) is the most common enterprise standard. Strengths: top-tier compliance (FedRAMP High, HIPAA, ISO, etc.), strong data governance, deep integration with M365, scalable to hundreds of thousands of users. Tradeoff: can become messy without strong information architecture; user…

Named across its answers: 1. Confluence2. ServiceNow3. OpenText4. Microsoft Viva5. Microsoft SharePoint

Verbatim excerpt from one collected ChatGPT answer; formatting flattened, words untouched.

Confluence is the clear winner here, appearing in all 9 answers with an average position of 2.3, signaling that AI models treat it as the default enterprise-grade answer when security and compliance are the frame. Notion's zero first-place finishes despite appearing in 7 answers shows it is seen as a credible option but not yet the safe standardization bet for large enterprises.

AI-generated read of the July 2026 measurements.

Who wins this question

Leaning Confluence Consensus

All three models name Confluence, Microsoft Viva, Microsoft SharePoint and Notion on this question.

ChatGPT

Claude

Gemini mentioned · first · avg. pos

Confluence 323111334 9/9 · 3× first · #2.3

Notion 4444545 7/9 · never first · #4.3

Microsoft SharePoint 122211 6/9 · 3× first · #1.5

Microsoft Viva 22331 5/9 · 1× first · #2.2

ServiceNow 7345 4/9 · never first · #4.8

Glean 6456 4/9 · never first · #5.3

Guru 565 3/9 · never first · #5.3

OpenText 846 3/9 · never first · #6

SharePoint 12 2/9 · 1× first · #1.5

Microsoft Viva Topics 22 2/9 · never first · #2

Bloomfire 68 2/9 · never first · #7

Tettra 77 2/9 · never first · #7

Each square is one collected answer; the number is the brand's position in that answer. Lime = the very first recommendation. Unlinked brands were named by the models here but sit outside this category's published top 15 overall. Showing the top 12 of 19 brands named at least once. Never mentioned here: Obsidian, Slite, Google Docs, Google Workspace, Zoho Workplace, ONLYOFFICE, GitBook, LibreOffice.